From c4b2971f1d497da59b417506049979f61c76a98d Mon Sep 17 00:00:00 2001
From: AidinHamedi <aidin.hamediasl@gmail.com>
Date: Mon, 10 Nov 2025 20:40:52 +0330
Subject: [PATCH 1/2] update: results

---
 docs/ranks.json                  |     2 +-
 docs/vis/accsgd.html             |   192 +-
 docs/vis/adabelief.html          |   192 +-
 docs/vis/adabound.html           |   196 +-
 docs/vis/adadelta.html           |   196 +-
 docs/vis/adafactor.html          |   192 +-
 docs/vis/adagc.html              |   196 +-
 docs/vis/adahessian.html         |   196 +-
 docs/vis/adai.html               |   194 +-
 docs/vis/adalite.html            |   190 +-
 docs/vis/adam.html               |   194 +-
 docs/vis/adamax.html             |   196 +-
 docs/vis/adamc.html              |   194 +-
 docs/vis/adamg.html              |   196 +-
 docs/vis/adammini.html           |   196 +-
 docs/vis/adamod.html             |   188 +-
 docs/vis/adamp.html              |   190 +-
 docs/vis/adams.html              |   196 +-
 docs/vis/adan.html               |   196 +-
 docs/vis/adanorm.html            |   194 +-
 docs/vis/adapnm.html             |   194 +-
 docs/vis/adashift.html           |   194 +-
 docs/vis/adasmooth.html          |   196 +-
 docs/vis/adatam.html             |   194 +-
 docs/vis/ademamix.html           |   192 +-
 docs/vis/adopt.html              |   196 +-
 docs/vis/aggmo.html              |   192 +-
 docs/vis/aida.html               |   194 +-
 docs/vis/apollo.html             |   196 +-
 docs/vis/apollodqn.html          |   194 +-
 docs/vis/asgd.html               |   196 +-
 docs/vis/avagrad.html            |   194 +-
 docs/vis/came.html               |   196 +-
 docs/vis/conda.html              |   190 +-
 docs/vis/dadaptadagrad.html      |   194 +-
 docs/vis/dadaptadan.html         |   194 +-
 docs/vis/dadaptlion.html         |   196 +-
 docs/vis/dadaptsgd.html          |   194 +-
 docs/vis/diffgrad.html           |   194 +-
 docs/vis/emofact.html            |   192 +-
 docs/vis/emolynx.html            |   196 +-
 docs/vis/emonavi.html            |   196 +-
 docs/vis/emoneco.html            |   196 +-
 docs/vis/emozeal.html            |   192 +-
 docs/vis/exadam.html             |   196 +-
 docs/vis/fadam.html              |   192 +-
 docs/vis/fira.html               |   194 +-
 docs/vis/focus.html              |   196 +-
 docs/vis/fromage.html            |   196 +-
 docs/vis/ftrl.html               |   196 +-
 docs/vis/galore.html             |   196 +-
 docs/vis/grams.html              |   196 +-
 docs/vis/gravity.html            |   196 +-
 docs/vis/grokfastadamw.html      |   194 +-
 docs/vis/kate.html               |   194 +-
 docs/vis/kron.html               |   194 +-
 docs/vis/lamb.html               |   194 +-
 docs/vis/laprop.html             |   196 +-
 docs/vis/lars.html               |   194 +-
 docs/vis/lbfgs.html              |   196 +-
 docs/vis/lion.html               |   196 +-
 docs/vis/madgrad.html            |   196 +-
 docs/vis/mars.html               |   194 +-
 docs/vis/nadam.html              |   194 +-
 docs/vis/nero.html               |   194 +-
 docs/vis/novograd.html           |   192 +-
 docs/vis/padam.html              |   196 +-
 docs/vis/pid.html                |   194 +-
 docs/vis/pnm.html                |   196 +-
 docs/vis/prodigy.html            |   196 +-
 docs/vis/qhadam.html             |   192 +-
 docs/vis/qhm.html                |   196 +-
 docs/vis/racs.html               |   196 +-
 docs/vis/radam.html              |   196 +-
 docs/vis/ranger.html             |   194 +-
 docs/vis/ranger21.html           |   196 +-
 docs/vis/ranger25.html           |   196 +-
 docs/vis/rmsprop.html            |   194 +-
 docs/vis/scalableshampoo.html    |   196 +-
 docs/vis/schedulefreeadamw.html  |   196 +-
 docs/vis/schedulefreeradam.html  |   194 +-
 docs/vis/schedulefreesgd.html    |   194 +-
 docs/vis/scion.html              |   196 +-
 docs/vis/scionlight.html         |   196 +-
 docs/vis/sgd.html                |   196 +-
 docs/vis/sgdp.html               |   196 +-
 docs/vis/sgdsai.html             |   192 +-
 docs/vis/shampoo.html            |   196 +-
 docs/vis/signsgd.html            |   194 +-
 docs/vis/simplifiedademamix.html |   196 +-
 docs/vis/sm3.html                |   196 +-
 docs/vis/soap.html               |   192 +-
 docs/vis/sophiah.html            |   194 +-
 docs/vis/spam.html               |   196 +-
 docs/vis/srmm.html               |   192 +-
 docs/vis/stablespam.html         |   194 +-
 docs/vis/swats.html              |   196 +-
 docs/vis/tam.html                |   196 +-
 docs/vis/tiger.html              |   196 +-
 docs/vis/vsgd.html               |   196 +-
 docs/vis/yogi.html               |   194 +-
 results/results.json             | 43236 ++++++++++++++---------------
 102 files changed, 31348 insertions(+), 31348 deletions(-)

diff --git a/docs/ranks.json b/docs/ranks.json
index 5de6c9fc..97676042 100644
--- a/docs/ranks.json
+++ b/docs/ranks.json
@@ -1 +1 @@
-{"rankingByAvgRank": [{"rank": 1, "optimizer": "emonavi", "value": "17.6842", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emonavi"}, {"rank": 2, "optimizer": "adalite", "value": "18.4737", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adalite"}, {"rank": 3, "optimizer": "emofact", "value": "20.2632", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emofact"}, {"rank": 4, "optimizer": "emozeal", "value": "20.2632", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emozeal"}, {"rank": 5, "optimizer": "fadam", "value": "22.6842", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fadam"}, {"rank": 6, "optimizer": "adashift", "value": "22.7895", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adashift"}, {"rank": 7, "optimizer": "soap", "value": "24.5789", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/soap"}, {"rank": 8, "optimizer": "aida", "value": "24.9474", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/aida"}, {"rank": 9, "optimizer": "kron", "value": "25.5263", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/kron"}, {"rank": 10, "optimizer": "sophiah", "value": "25.6316", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sophiah"}, {"rank": 11, "optimizer": "signsgd", "value": "26.4211", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/signsgd"}, {"rank": 12, "optimizer": "adamp", "value": "27.5263", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamp"}, {"rank": 13, "optimizer": "grokfastadamw", "value": "29.2632", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/grokfastadamw"}, {"rank": 14, "optimizer": "focus", "value": "29.4737", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/focus"}, {"rank": 15, "optimizer": "adagc", "value": "29.6316", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adagc"}, {"rank": 16, "optimizer": "adabelief", "value": "29.8421", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adabelief"}, {"rank": 17, "optimizer": "tiger", "value": "30.2632", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/tiger"}, {"rank": 18, "optimizer": "adamc", "value": "31.2632", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamc"}, {"rank": 19, "optimizer": "swats", "value": "31.4737", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/swats"}, {"rank": 20, "optimizer": "adanorm", "value": "32.0526", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adanorm"}, {"rank": 21, "optimizer": "fira", "value": "32.1053", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fira"}, {"rank": 22, "optimizer": "apollo", "value": "32.1053", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/apollo"}, {"rank": 23, "optimizer": "galore", "value": "32.1053", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/galore"}, {"rank": 24, "optimizer": "yogi", "value": "32.2632", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/yogi"}, {"rank": 25, "optimizer": "stablespam", "value": "32.4211", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/stablespam"}, {"rank": 26, "optimizer": "adopt", "value": "32.4737", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adopt"}, {"rank": 27, "optimizer": "spam", "value": "32.8421", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/spam"}, {"rank": 28, "optimizer": "laprop", "value": "32.8421", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/laprop"}, {"rank": 29, "optimizer": "adam", "value": "33.4211", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adam"}, {"rank": 30, "optimizer": "ademamix", "value": "33.6316", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ademamix"}, {"rank": 31, "optimizer": "came", "value": "34.1053", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/came"}, {"rank": 32, "optimizer": "simplifiedademamix", "value": "34.1579", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/simplifiedademamix"}, {"rank": 33, "optimizer": "adammini", "value": "34.5789", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adammini"}, {"rank": 34, "optimizer": "adatam", "value": "35.9474", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adatam"}, {"rank": 35, "optimizer": "tam", "value": "35.9474", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/tam"}, {"rank": 36, "optimizer": "novograd", "value": "36.9474", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/novograd"}, {"rank": 37, "optimizer": "scion", "value": "37.8421", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scion"}, {"rank": 38, "optimizer": "emolynx", "value": "38.4737", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emolynx"}, {"rank": 39, "optimizer": "lion", "value": "38.4737", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lion"}, {"rank": 40, "optimizer": "adabound", "value": "44", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adabound"}, {"rank": 41, "optimizer": "adan", "value": "44.3158", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adan"}, {"rank": 42, "optimizer": "adamax", "value": "45.2105", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamax"}, {"rank": 43, "optimizer": "sgd", "value": "45.6842", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgd"}, {"rank": 44, "optimizer": "sgdp", "value": "45.6842", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgdp"}, {"rank": 45, "optimizer": "vsgd", "value": "46.0526", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/vsgd"}, {"rank": 46, "optimizer": "ranger21", "value": "46.6842", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger21"}, {"rank": 47, "optimizer": "nadam", "value": "46.8421", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/nadam"}, {"rank": 48, "optimizer": "pid", "value": "47.6842", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/pid"}, {"rank": 49, "optimizer": "prodigy", "value": "48.3158", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/prodigy"}, {"rank": 50, "optimizer": "lars", "value": "49", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lars"}, {"rank": 51, "optimizer": "adahessian", "value": "50.5789", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adahessian"}, {"rank": 52, "optimizer": "schedulefreeadamw", "value": "51.3684", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreeadamw"}, {"rank": 53, "optimizer": "scionlight", "value": "51.9474", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scionlight"}, {"rank": 54, "optimizer": "avagrad", "value": "52", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/avagrad"}, {"rank": 55, "optimizer": "padam", "value": "52.1053", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/padam"}, {"rank": 56, "optimizer": "madgrad", "value": "52.4737", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/madgrad"}, {"rank": 57, "optimizer": "gravity", "value": "53.0526", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/gravity"}, {"rank": 58, "optimizer": "adadelta", "value": "53.2105", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adadelta"}, {"rank": 59, "optimizer": "apollodqn", "value": "53.6316", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/apollodqn"}, {"rank": 60, "optimizer": "ranger25", "value": "53.6842", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger25"}, {"rank": 61, "optimizer": "fromage", "value": "54.5263", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fromage"}, {"rank": 62, "optimizer": "radam", "value": "56.3158", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/radam"}, {"rank": 63, "optimizer": "emoneco", "value": "56.4211", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emoneco"}, {"rank": 64, "optimizer": "scalableshampoo", "value": "57", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scalableshampoo"}, {"rank": 65, "optimizer": "aggmo", "value": "57.1579", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/aggmo"}, {"rank": 66, "optimizer": "adasmooth", "value": "57.7895", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adasmooth"}, {"rank": 67, "optimizer": "adai", "value": "59.5789", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adai"}, {"rank": 68, "optimizer": "asgd", "value": "59.5789", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/asgd"}, {"rank": 69, "optimizer": "lamb", "value": "60.9474", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lamb"}, {"rank": 70, "optimizer": "sgdsai", "value": "61.7895", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgdsai"}, {"rank": 71, "optimizer": "dadaptadan", "value": "62.2105", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptadan"}, {"rank": 72, "optimizer": "ftrl", "value": "62.8421", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ftrl"}, {"rank": 73, "optimizer": "dadaptsgd", "value": "62.8947", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptsgd"}, {"rank": 74, "optimizer": "sm3", "value": "63.8947", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sm3"}, {"rank": 75, "optimizer": "adapnm", "value": "64.5789", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adapnm"}, {"rank": 76, "optimizer": "schedulefreesgd", "value": "65.1579", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreesgd"}, {"rank": 77, "optimizer": "nero", "value": "65.8421", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/nero"}, {"rank": 78, "optimizer": "exadam", "value": "66.5789", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/exadam"}, {"rank": 79, "optimizer": "diffgrad", "value": "68.2105", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/diffgrad"}, {"rank": 80, "optimizer": "lbfgs", "value": "68.3158", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lbfgs"}, {"rank": 81, "optimizer": "accsgd", "value": "68.6316", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/accsgd"}, {"rank": 82, "optimizer": "pnm", "value": "68.6842", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/pnm"}, {"rank": 83, "optimizer": "racs", "value": "69.5263", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/racs"}, {"rank": 84, "optimizer": "dadaptlion", "value": "70.7368", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptlion"}, {"rank": 85, "optimizer": "qhm", "value": "71.8421", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/qhm"}, {"rank": 86, "optimizer": "rmsprop", "value": "72.6842", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/rmsprop"}, {"rank": 87, "optimizer": "ranger", "value": "73.9474", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger"}, {"rank": 88, "optimizer": "dadaptadagrad", "value": "74.8947", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptadagrad"}, {"rank": 89, "optimizer": "qhadam", "value": "76.1579", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/qhadam"}, {"rank": 90, "optimizer": "shampoo", "value": "76.2105", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/shampoo"}, {"rank": 91, "optimizer": "kate", "value": "76.2105", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/kate"}, {"rank": 92, "optimizer": "grams", "value": "81.9474", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/grams"}, {"rank": 93, "optimizer": "adamg", "value": "82.3158", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamg"}, {"rank": 94, "optimizer": "schedulefreeradam", "value": "83.8947", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreeradam"}, {"rank": 95, "optimizer": "adams", "value": "85.3684", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adams"}, {"rank": 96, "optimizer": "adamod", "value": "87.1579", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamod"}, {"rank": 97, "optimizer": "srmm", "value": "91.0526", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/srmm"}, {"rank": 98, "optimizer": "adafactor", "value": "96.0526", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adafactor"}, {"rank": 99, "optimizer": "mars", "value": "97.7368", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/mars"}], "rankingByErrorRate": [{"rank": 1, "optimizer": "adalite", "value": "1.5106", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adalite"}, {"rank": 2, "optimizer": "adashift", "value": "1.6161", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adashift"}, {"rank": 3, "optimizer": "emonavi", "value": "1.638", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emonavi"}, {"rank": 4, "optimizer": "sophiah", "value": "1.705", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sophiah"}, {"rank": 5, "optimizer": "fadam", "value": "1.7388", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fadam"}, {"rank": 6, "optimizer": "emofact", "value": "1.7439", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emofact"}, {"rank": 7, "optimizer": "emozeal", "value": "1.7439", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emozeal"}, {"rank": 8, "optimizer": "aida", "value": "1.8121", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/aida"}, {"rank": 9, "optimizer": "signsgd", "value": "1.8405", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/signsgd"}, {"rank": 10, "optimizer": "kron", "value": "1.8566", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/kron"}, {"rank": 11, "optimizer": "soap", "value": "1.8633", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/soap"}, {"rank": 12, "optimizer": "adabelief", "value": "1.8801", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adabelief"}, {"rank": 13, "optimizer": "focus", "value": "1.9194", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/focus"}, {"rank": 14, "optimizer": "adamp", "value": "1.9284", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamp"}, {"rank": 15, "optimizer": "stablespam", "value": "1.9527", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/stablespam"}, {"rank": 16, "optimizer": "grokfastadamw", "value": "1.9688", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/grokfastadamw"}, {"rank": 17, "optimizer": "yogi", "value": "1.9907", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/yogi"}, {"rank": 18, "optimizer": "tiger", "value": "1.994", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/tiger"}, {"rank": 19, "optimizer": "adanorm", "value": "2.0142", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adanorm"}, {"rank": 20, "optimizer": "adagc", "value": "2.0461", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adagc"}, {"rank": 21, "optimizer": "adammini", "value": "2.0507", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adammini"}, {"rank": 22, "optimizer": "spam", "value": "2.0666", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/spam"}, {"rank": 23, "optimizer": "adopt", "value": "2.0779", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adopt"}, {"rank": 24, "optimizer": "adamc", "value": "2.0859", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamc"}, {"rank": 25, "optimizer": "swats", "value": "2.0996", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/swats"}, {"rank": 26, "optimizer": "fira", "value": "2.1055", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fira"}, {"rank": 27, "optimizer": "apollo", "value": "2.1055", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/apollo"}, {"rank": 28, "optimizer": "galore", "value": "2.1055", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/galore"}, {"rank": 29, "optimizer": "adam", "value": "2.1534", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adam"}, {"rank": 30, "optimizer": "ademamix", "value": "2.1666", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ademamix"}, {"rank": 31, "optimizer": "emolynx", "value": "2.1835", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emolynx"}, {"rank": 32, "optimizer": "lion", "value": "2.1835", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lion"}, {"rank": 33, "optimizer": "simplifiedademamix", "value": "2.1922", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/simplifiedademamix"}, {"rank": 34, "optimizer": "laprop", "value": "2.2116", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/laprop"}, {"rank": 35, "optimizer": "tam", "value": "2.292", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/tam"}, {"rank": 36, "optimizer": "adatam", "value": "2.3018", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adatam"}, {"rank": 37, "optimizer": "adamax", "value": "2.3274", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamax"}, {"rank": 38, "optimizer": "ranger21", "value": "2.3908", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger21"}, {"rank": 39, "optimizer": "novograd", "value": "2.3957", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/novograd"}, {"rank": 40, "optimizer": "came", "value": "2.4156", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/came"}, {"rank": 41, "optimizer": "nadam", "value": "2.4236", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/nadam"}, {"rank": 42, "optimizer": "adan", "value": "2.4638", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adan"}, {"rank": 43, "optimizer": "schedulefreeadamw", "value": "2.5309", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreeadamw"}, {"rank": 44, "optimizer": "fromage", "value": "2.5787", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fromage"}, {"rank": 45, "optimizer": "sgd", "value": "2.6349", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgd"}, {"rank": 46, "optimizer": "sgdp", "value": "2.6349", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgdp"}, {"rank": 47, "optimizer": "adadelta", "value": "2.6415", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adadelta"}, {"rank": 48, "optimizer": "scionlight", "value": "2.7025", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scionlight"}, {"rank": 49, "optimizer": "pid", "value": "2.7063", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/pid"}, {"rank": 50, "optimizer": "adasmooth", "value": "2.791", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adasmooth"}, {"rank": 51, "optimizer": "emoneco", "value": "2.8004", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emoneco"}, {"rank": 52, "optimizer": "vsgd", "value": "2.8283", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/vsgd"}, {"rank": 53, "optimizer": "lars", "value": "2.8363", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lars"}, {"rank": 54, "optimizer": "scion", "value": "2.8934", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scion"}, {"rank": 55, "optimizer": "ftrl", "value": "2.9649", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ftrl"}, {"rank": 56, "optimizer": "sm3", "value": "2.9704", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sm3"}, {"rank": 57, "optimizer": "adabound", "value": "2.9806", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adabound"}, {"rank": 58, "optimizer": "lamb", "value": "3.0246", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lamb"}, {"rank": 59, "optimizer": "asgd", "value": "3.0381", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/asgd"}, {"rank": 60, "optimizer": "adapnm", "value": "3.0486", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adapnm"}, {"rank": 61, "optimizer": "padam", "value": "3.0507", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/padam"}, {"rank": 62, "optimizer": "exadam", "value": "3.0856", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/exadam"}, {"rank": 63, "optimizer": "avagrad", "value": "3.1602", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/avagrad"}, {"rank": 64, "optimizer": "madgrad", "value": "3.1647", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/madgrad"}, {"rank": 65, "optimizer": "apollodqn", "value": "3.1834", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/apollodqn"}, {"rank": 66, "optimizer": "radam", "value": "3.1856", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/radam"}, {"rank": 67, "optimizer": "prodigy", "value": "3.1962", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/prodigy"}, {"rank": 68, "optimizer": "nero", "value": "3.2117", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/nero"}, {"rank": 69, "optimizer": "diffgrad", "value": "3.2663", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/diffgrad"}, {"rank": 70, "optimizer": "scalableshampoo", "value": "3.2861", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scalableshampoo"}, {"rank": 71, "optimizer": "rmsprop", "value": "3.2876", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/rmsprop"}, {"rank": 72, "optimizer": "adai", "value": "3.3183", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adai"}, {"rank": 73, "optimizer": "qhm", "value": "3.4021", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/qhm"}, {"rank": 74, "optimizer": "pnm", "value": "3.4458", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/pnm"}, {"rank": 75, "optimizer": "aggmo", "value": "3.5831", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/aggmo"}, {"rank": 76, "optimizer": "lbfgs", "value": "3.6091", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lbfgs"}, {"rank": 77, "optimizer": "adahessian", "value": "3.6174", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adahessian"}, {"rank": 78, "optimizer": "dadaptadagrad", "value": "3.955", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptadagrad"}, {"rank": 79, "optimizer": "ranger", "value": "4.0586", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger"}, {"rank": 80, "optimizer": "grams", "value": "4.0616", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/grams"}, {"rank": 81, "optimizer": "schedulefreesgd", "value": "4.0727", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreesgd"}, {"rank": 82, "optimizer": "gravity", "value": "4.1231", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/gravity"}, {"rank": 83, "optimizer": "kate", "value": "4.2841", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/kate"}, {"rank": 84, "optimizer": "dadaptlion", "value": "4.3568", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptlion"}, {"rank": 85, "optimizer": "accsgd", "value": "4.6253", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/accsgd"}, {"rank": 86, "optimizer": "adams", "value": "4.734", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adams"}, {"rank": 87, "optimizer": "dadaptsgd", "value": "4.9685", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptsgd"}, {"rank": 88, "optimizer": "racs", "value": "4.9971", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/racs"}, {"rank": 89, "optimizer": "dadaptadan", "value": "5.3934", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptadan"}, {"rank": 90, "optimizer": "adamg", "value": "7.1805", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamg"}, {"rank": 91, "optimizer": "schedulefreeradam", "value": "7.198", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreeradam"}, {"rank": 92, "optimizer": "adamod", "value": "7.3333", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamod"}, {"rank": 93, "optimizer": "srmm", "value": "7.6447", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/srmm"}, {"rank": 94, "optimizer": "adafactor", "value": "10.296", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adafactor"}, {"rank": 95, "optimizer": "mars", "value": "11.9431", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/mars"}, {"rank": 96, "optimizer": "sgdsai", "value": "13.6452", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgdsai"}, {"rank": 97, "optimizer": "shampoo", "value": "29.0068", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/shampoo"}, {"rank": 98, "optimizer": "qhadam", "value": "Failed \u26a0\ufe0f", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/qhadam"}, {"rank": 99, "optimizer": "ranger25", "value": "Failed \u26a0\ufe0f", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger25"}]}
\ No newline at end of file
+{"rankingByAvgRank": [{"rank": 1, "optimizer": "adalite", "value": "17.6316", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adalite"}, {"rank": 2, "optimizer": "emonavi", "value": "17.8947", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emonavi"}, {"rank": 3, "optimizer": "emofact", "value": "21.0526", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emofact"}, {"rank": 4, "optimizer": "emozeal", "value": "21.0526", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emozeal"}, {"rank": 5, "optimizer": "fadam", "value": "23.8947", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fadam"}, {"rank": 6, "optimizer": "adashift", "value": "25", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adashift"}, {"rank": 7, "optimizer": "soap", "value": "25.6842", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/soap"}, {"rank": 8, "optimizer": "aida", "value": "25.8947", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/aida"}, {"rank": 9, "optimizer": "signsgd", "value": "27.2105", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/signsgd"}, {"rank": 10, "optimizer": "kron", "value": "27.3684", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/kron"}, {"rank": 11, "optimizer": "sophiah", "value": "29.3158", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sophiah"}, {"rank": 12, "optimizer": "adamp", "value": "29.6842", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamp"}, {"rank": 13, "optimizer": "conda", "value": "30.5263", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/conda"}, {"rank": 14, "optimizer": "adopt", "value": "30.7895", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adopt"}, {"rank": 15, "optimizer": "adamc", "value": "31.0526", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamc"}, {"rank": 16, "optimizer": "focus", "value": "31.1579", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/focus"}, {"rank": 17, "optimizer": "adabelief", "value": "32", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adabelief"}, {"rank": 18, "optimizer": "tiger", "value": "32", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/tiger"}, {"rank": 19, "optimizer": "adagc", "value": "32.5263", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adagc"}, {"rank": 20, "optimizer": "swats", "value": "32.6316", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/swats"}, {"rank": 21, "optimizer": "stablespam", "value": "32.8421", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/stablespam"}, {"rank": 22, "optimizer": "spam", "value": "33.1579", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/spam"}, {"rank": 23, "optimizer": "grokfastadamw", "value": "33.3158", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/grokfastadamw"}, {"rank": 24, "optimizer": "laprop", "value": "33.6316", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/laprop"}, {"rank": 25, "optimizer": "apollo", "value": "33.8421", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/apollo"}, {"rank": 26, "optimizer": "fira", "value": "33.8421", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fira"}, {"rank": 27, "optimizer": "galore", "value": "33.8421", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/galore"}, {"rank": 28, "optimizer": "came", "value": "34.5263", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/came"}, {"rank": 29, "optimizer": "adanorm", "value": "34.6316", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adanorm"}, {"rank": 30, "optimizer": "yogi", "value": "34.7895", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/yogi"}, {"rank": 31, "optimizer": "adammini", "value": "35.2105", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adammini"}, {"rank": 32, "optimizer": "adam", "value": "35.4737", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adam"}, {"rank": 33, "optimizer": "ademamix", "value": "35.7895", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ademamix"}, {"rank": 34, "optimizer": "tam", "value": "35.8947", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/tam"}, {"rank": 35, "optimizer": "simplifiedademamix", "value": "36.2105", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/simplifiedademamix"}, {"rank": 36, "optimizer": "novograd", "value": "39.4211", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/novograd"}, {"rank": 37, "optimizer": "adabound", "value": "39.6842", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adabound"}, {"rank": 38, "optimizer": "vsgd", "value": "42.2105", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/vsgd"}, {"rank": 39, "optimizer": "scion", "value": "42.3158", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scion"}, {"rank": 40, "optimizer": "emolynx", "value": "42.3684", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emolynx"}, {"rank": 41, "optimizer": "lion", "value": "42.3684", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lion"}, {"rank": 42, "optimizer": "adatam", "value": "42.6316", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adatam"}, {"rank": 43, "optimizer": "sgdp", "value": "43.1579", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgdp"}, {"rank": 44, "optimizer": "sgd", "value": "43.1579", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgd"}, {"rank": 45, "optimizer": "adamax", "value": "43.4211", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamax"}, {"rank": 46, "optimizer": "adan", "value": "44", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adan"}, {"rank": 47, "optimizer": "ranger21", "value": "44.7895", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger21"}, {"rank": 48, "optimizer": "pid", "value": "45.2105", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/pid"}, {"rank": 49, "optimizer": "gravity", "value": "45.2632", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/gravity"}, {"rank": 50, "optimizer": "lars", "value": "46.0526", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lars"}, {"rank": 51, "optimizer": "padam", "value": "46.7895", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/padam"}, {"rank": 52, "optimizer": "madgrad", "value": "46.9474", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/madgrad"}, {"rank": 53, "optimizer": "apollodqn", "value": "48.8947", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/apollodqn"}, {"rank": 54, "optimizer": "avagrad", "value": "49.3158", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/avagrad"}, {"rank": 55, "optimizer": "adahessian", "value": "49.4737", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adahessian"}, {"rank": 56, "optimizer": "ranger25", "value": "49.4737", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger25"}, {"rank": 57, "optimizer": "nadam", "value": "50.3684", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/nadam"}, {"rank": 58, "optimizer": "scionlight", "value": "50.4211", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scionlight"}, {"rank": 59, "optimizer": "prodigy", "value": "50.9474", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/prodigy"}, {"rank": 60, "optimizer": "schedulefreeadamw", "value": "51.2632", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreeadamw"}, {"rank": 61, "optimizer": "scalableshampoo", "value": "52.1579", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scalableshampoo"}, {"rank": 62, "optimizer": "fromage", "value": "52.6316", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fromage"}, {"rank": 63, "optimizer": "adadelta", "value": "53.4211", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adadelta"}, {"rank": 64, "optimizer": "emoneco", "value": "53.4211", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emoneco"}, {"rank": 65, "optimizer": "radam", "value": "54.5263", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/radam"}, {"rank": 66, "optimizer": "adai", "value": "55.1579", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adai"}, {"rank": 67, "optimizer": "aggmo", "value": "57.8947", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/aggmo"}, {"rank": 68, "optimizer": "adasmooth", "value": "58.1053", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adasmooth"}, {"rank": 69, "optimizer": "asgd", "value": "59.2632", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/asgd"}, {"rank": 70, "optimizer": "sgdsai", "value": "59.5263", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgdsai"}, {"rank": 71, "optimizer": "dadaptadan", "value": "63.1579", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptadan"}, {"rank": 72, "optimizer": "schedulefreesgd", "value": "63.6316", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreesgd"}, {"rank": 73, "optimizer": "dadaptsgd", "value": "63.8421", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptsgd"}, {"rank": 74, "optimizer": "pnm", "value": "64.5263", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/pnm"}, {"rank": 75, "optimizer": "adapnm", "value": "64.8947", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adapnm"}, {"rank": 76, "optimizer": "ftrl", "value": "65.6316", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ftrl"}, {"rank": 77, "optimizer": "nero", "value": "66.4211", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/nero"}, {"rank": 78, "optimizer": "lamb", "value": "66.6316", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lamb"}, {"rank": 79, "optimizer": "racs", "value": "66.8947", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/racs"}, {"rank": 80, "optimizer": "sm3", "value": "67.1053", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sm3"}, {"rank": 81, "optimizer": "accsgd", "value": "68.4737", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/accsgd"}, {"rank": 82, "optimizer": "lbfgs", "value": "69.3158", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lbfgs"}, {"rank": 83, "optimizer": "qhm", "value": "71.3158", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/qhm"}, {"rank": 84, "optimizer": "diffgrad", "value": "71.5263", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/diffgrad"}, {"rank": 85, "optimizer": "qhadam", "value": "73.5789", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/qhadam"}, {"rank": 86, "optimizer": "rmsprop", "value": "76.0526", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/rmsprop"}, {"rank": 87, "optimizer": "dadaptlion", "value": "76.5263", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptlion"}, {"rank": 88, "optimizer": "ranger", "value": "77.5789", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger"}, {"rank": 89, "optimizer": "dadaptadagrad", "value": "79.2632", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptadagrad"}, {"rank": 90, "optimizer": "exadam", "value": "79.5789", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/exadam"}, {"rank": 91, "optimizer": "kate", "value": "80.4211", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/kate"}, {"rank": 92, "optimizer": "shampoo", "value": "81.8421", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/shampoo"}, {"rank": 93, "optimizer": "grams", "value": "85.6316", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/grams"}, {"rank": 94, "optimizer": "schedulefreeradam", "value": "87", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreeradam"}, {"rank": 95, "optimizer": "adamg", "value": "87.0526", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamg"}, {"rank": 96, "optimizer": "adamod", "value": "89.4211", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamod"}, {"rank": 97, "optimizer": "adams", "value": "90", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adams"}, {"rank": 98, "optimizer": "srmm", "value": "91.8947", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/srmm"}, {"rank": 99, "optimizer": "adafactor", "value": "97.2632", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adafactor"}, {"rank": 100, "optimizer": "mars", "value": "99.1053", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/mars"}], "rankingByErrorRate": [{"rank": 1, "optimizer": "adalite", "value": "1.2606", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adalite"}, {"rank": 2, "optimizer": "emonavi", "value": "1.4496", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emonavi"}, {"rank": 3, "optimizer": "adashift", "value": "1.4566", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adashift"}, {"rank": 4, "optimizer": "emofact", "value": "1.5566", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emofact"}, {"rank": 5, "optimizer": "emozeal", "value": "1.5566", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emozeal"}, {"rank": 6, "optimizer": "fadam", "value": "1.5652", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fadam"}, {"rank": 7, "optimizer": "aida", "value": "1.625", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/aida"}, {"rank": 8, "optimizer": "soap", "value": "1.6251", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/soap"}, {"rank": 9, "optimizer": "sophiah", "value": "1.6593", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sophiah"}, {"rank": 10, "optimizer": "signsgd", "value": "1.6894", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/signsgd"}, {"rank": 11, "optimizer": "adabelief", "value": "1.7087", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adabelief"}, {"rank": 12, "optimizer": "conda", "value": "1.7181", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/conda"}, {"rank": 13, "optimizer": "stablespam", "value": "1.7236", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/stablespam"}, {"rank": 14, "optimizer": "adopt", "value": "1.7306", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adopt"}, {"rank": 15, "optimizer": "kron", "value": "1.7323", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/kron"}, {"rank": 16, "optimizer": "focus", "value": "1.775", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/focus"}, {"rank": 17, "optimizer": "adamp", "value": "1.7931", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamp"}, {"rank": 18, "optimizer": "spam", "value": "1.7994", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/spam"}, {"rank": 19, "optimizer": "adammini", "value": "1.8313", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adammini"}, {"rank": 20, "optimizer": "adanorm", "value": "1.837", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adanorm"}, {"rank": 21, "optimizer": "yogi", "value": "1.8374", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/yogi"}, {"rank": 22, "optimizer": "adamc", "value": "1.8378", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamc"}, {"rank": 23, "optimizer": "tiger", "value": "1.8461", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/tiger"}, {"rank": 24, "optimizer": "adagc", "value": "1.8605", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adagc"}, {"rank": 25, "optimizer": "apollo", "value": "1.8723", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/apollo"}, {"rank": 26, "optimizer": "fira", "value": "1.8723", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fira"}, {"rank": 27, "optimizer": "galore", "value": "1.8723", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/galore"}, {"rank": 28, "optimizer": "swats", "value": "1.8957", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/swats"}, {"rank": 29, "optimizer": "grokfastadamw", "value": "1.9149", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/grokfastadamw"}, {"rank": 30, "optimizer": "ademamix", "value": "1.9332", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ademamix"}, {"rank": 31, "optimizer": "simplifiedademamix", "value": "1.9563", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/simplifiedademamix"}, {"rank": 32, "optimizer": "adam", "value": "1.9708", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adam"}, {"rank": 33, "optimizer": "laprop", "value": "2.0035", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/laprop"}, {"rank": 34, "optimizer": "ranger21", "value": "2.0967", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger21"}, {"rank": 35, "optimizer": "adamax", "value": "2.1115", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamax"}, {"rank": 36, "optimizer": "tam", "value": "2.1254", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/tam"}, {"rank": 37, "optimizer": "emolynx", "value": "2.1561", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emolynx"}, {"rank": 38, "optimizer": "lion", "value": "2.1561", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lion"}, {"rank": 39, "optimizer": "fromage", "value": "2.1784", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fromage"}, {"rank": 40, "optimizer": "sgdp", "value": "2.2049", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgdp"}, {"rank": 41, "optimizer": "sgd", "value": "2.2049", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgd"}, {"rank": 42, "optimizer": "came", "value": "2.2071", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/came"}, {"rank": 43, "optimizer": "adan", "value": "2.2301", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adan"}, {"rank": 44, "optimizer": "novograd", "value": "2.2331", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/novograd"}, {"rank": 45, "optimizer": "pid", "value": "2.2483", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/pid"}, {"rank": 46, "optimizer": "nadam", "value": "2.2635", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/nadam"}, {"rank": 47, "optimizer": "vsgd", "value": "2.3138", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/vsgd"}, {"rank": 48, "optimizer": "adatam", "value": "2.323", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adatam"}, {"rank": 49, "optimizer": "adabound", "value": "2.3536", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adabound"}, {"rank": 50, "optimizer": "lars", "value": "2.3701", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lars"}, {"rank": 51, "optimizer": "scionlight", "value": "2.3913", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scionlight"}, {"rank": 52, "optimizer": "padam", "value": "2.3977", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/padam"}, {"rank": 53, "optimizer": "ranger25", "value": "2.4184", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger25"}, {"rank": 54, "optimizer": "schedulefreeadamw", "value": "2.4196", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreeadamw"}, {"rank": 55, "optimizer": "adadelta", "value": "2.4593", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adadelta"}, {"rank": 56, "optimizer": "madgrad", "value": "2.508", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/madgrad"}, {"rank": 57, "optimizer": "emoneco", "value": "2.5182", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emoneco"}, {"rank": 58, "optimizer": "avagrad", "value": "2.5628", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/avagrad"}, {"rank": 59, "optimizer": "adasmooth", "value": "2.5636", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adasmooth"}, {"rank": 60, "optimizer": "apollodqn", "value": "2.5855", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/apollodqn"}, {"rank": 61, "optimizer": "adai", "value": "2.6641", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adai"}, {"rank": 62, "optimizer": "asgd", "value": "2.7416", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/asgd"}, {"rank": 63, "optimizer": "scalableshampoo", "value": "2.7853", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scalableshampoo"}, {"rank": 64, "optimizer": "pnm", "value": "2.8315", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/pnm"}, {"rank": 65, "optimizer": "nero", "value": "2.8818", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/nero"}, {"rank": 66, "optimizer": "adapnm", "value": "2.9266", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adapnm"}, {"rank": 67, "optimizer": "ftrl", "value": "2.9376", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ftrl"}, {"rank": 68, "optimizer": "sm3", "value": "2.9387", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sm3"}, {"rank": 69, "optimizer": "radam", "value": "2.9793", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/radam"}, {"rank": 70, "optimizer": "qhm", "value": "3.0012", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/qhm"}, {"rank": 71, "optimizer": "lamb", "value": "3.0434", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lamb"}, {"rank": 72, "optimizer": "scion", "value": "3.0911", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scion"}, {"rank": 73, "optimizer": "gravity", "value": "3.0977", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/gravity"}, {"rank": 74, "optimizer": "prodigy", "value": "3.1333", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/prodigy"}, {"rank": 75, "optimizer": "aggmo", "value": "3.2149", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/aggmo"}, {"rank": 76, "optimizer": "rmsprop", "value": "3.229", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/rmsprop"}, {"rank": 77, "optimizer": "lbfgs", "value": "3.2334", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lbfgs"}, {"rank": 78, "optimizer": "diffgrad", "value": "3.2461", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/diffgrad"}, {"rank": 79, "optimizer": "adahessian", "value": "3.3458", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adahessian"}, {"rank": 80, "optimizer": "exadam", "value": "3.4891", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/exadam"}, {"rank": 81, "optimizer": "schedulefreesgd", "value": "3.5228", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreesgd"}, {"rank": 82, "optimizer": "kate", "value": "3.6764", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/kate"}, {"rank": 83, "optimizer": "dadaptadagrad", "value": "3.9354", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptadagrad"}, {"rank": 84, "optimizer": "sgdsai", "value": "4.0238", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgdsai"}, {"rank": 85, "optimizer": "accsgd", "value": "4.1228", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/accsgd"}, {"rank": 86, "optimizer": "ranger", "value": "4.1528", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger"}, {"rank": 87, "optimizer": "grams", "value": "4.1952", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/grams"}, {"rank": 88, "optimizer": "dadaptlion", "value": "4.2419", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptlion"}, {"rank": 89, "optimizer": "racs", "value": "4.2758", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/racs"}, {"rank": 90, "optimizer": "dadaptadan", "value": "4.6635", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptadan"}, {"rank": 91, "optimizer": "dadaptsgd", "value": "4.8433", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptsgd"}, {"rank": 92, "optimizer": "adams", "value": "4.9289", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adams"}, {"rank": 93, "optimizer": "srmm", "value": "7.3066", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/srmm"}, {"rank": 94, "optimizer": "adamg", "value": "7.5744", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamg"}, {"rank": 95, "optimizer": "schedulefreeradam", "value": "7.5761", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreeradam"}, {"rank": 96, "optimizer": "adamod", "value": "7.7339", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamod"}, {"rank": 97, "optimizer": "adafactor", "value": "10.6256", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adafactor"}, {"rank": 98, "optimizer": "mars", "value": "12.0823", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/mars"}, {"rank": 99, "optimizer": "shampoo", "value": "25.8916", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/shampoo"}, {"rank": 100, "optimizer": "qhadam", "value": "Failed \u26a0\ufe0f", "vis": "https://aidinhamedi.github.io/Optimizer-Benchmark/vis/qhadam"}]}
\ No newline at end of file
diff --git a/docs/vis/accsgd.html b/docs/vis/accsgd.html
index f003215e..cf6ed359 100644
--- a/docs/vis/accsgd.html
+++ b/docs/vis/accsgd.html
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">4.6253</div>
+                    <div class="stat-value">4.1228</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Gramacy%20&%20Lee%202D.jpg"
-            alt="accsgd benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Rastrigin.jpg"
+            alt="accsgd benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #27</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Drop-Wave.jpg"
-            alt="accsgd benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Griewank.jpg"
+            alt="accsgd benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Lévy.jpg"
-            alt="accsgd benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Langermann%202.jpg"
+            alt="accsgd benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/SchwefelSin.jpg"
-            alt="accsgd benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Schaffer%204.jpg"
+            alt="accsgd benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Weierstrass.jpg"
-            alt="accsgd benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Styblinski-Tang.jpg"
+            alt="accsgd benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Styblinski-Tang.jpg"
-            alt="accsgd benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Weierstrass.jpg"
+            alt="accsgd benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Cross-in-Tray.jpg"
-            alt="accsgd benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Lévy%2013.jpg"
+            alt="accsgd benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/EggHolder.jpg"
-            alt="accsgd benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/MixedMichalewiczSphere.jpg"
+            alt="accsgd benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Holder%20Table.jpg"
-            alt="accsgd benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/SchwefelSin.jpg"
+            alt="accsgd benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Lévy%2013.jpg"
-            alt="accsgd benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Rosenbrock.jpg"
+            alt="accsgd benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Schaffer%202.jpg"
-            alt="accsgd benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Drop-Wave.jpg"
+            alt="accsgd benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #61</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Shubert.jpg"
-            alt="accsgd benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Schaffer%202.jpg"
+            alt="accsgd benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Ackley.jpg"
-            alt="accsgd benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Langermann.jpg"
+            alt="accsgd benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Rosenbrock.jpg"
-            alt="accsgd benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Gramacy%20&%20Lee%202D.jpg"
+            alt="accsgd benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Langermann%202.jpg"
-            alt="accsgd benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Shubert.jpg"
+            alt="accsgd benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Langermann.jpg"
-            alt="accsgd benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/EggHolder.jpg"
+            alt="accsgd benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Griewank.jpg"
-            alt="accsgd benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Lévy.jpg"
+            alt="accsgd benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Schaffer%204.jpg"
-            alt="accsgd benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Ackley.jpg"
+            alt="accsgd benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Rastrigin.jpg"
-            alt="accsgd benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Cross-in-Tray.jpg"
+            alt="accsgd benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/accsgd/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adabelief.html b/docs/vis/adabelief.html
index cee3ab07..501e0815 100644
--- a/docs/vis/adabelief.html
+++ b/docs/vis/adabelief.html
@@ -17,15 +17,15 @@ <h1>adabelief Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">12</div>
+                    <div class="stat-value">11</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">16</div>
+                    <div class="stat-value">17</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.8801</div>
+                    <div class="stat-value">1.7087</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Gramacy%20&%20Lee%202D.jpg"
-            alt="adabelief benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Rastrigin.jpg"
+            alt="adabelief benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Drop-Wave.jpg"
-            alt="adabelief benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Griewank.jpg"
+            alt="adabelief benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #11</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Lévy.jpg"
-            alt="adabelief benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Langermann%202.jpg"
+            alt="adabelief benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #48</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #38</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/SchwefelSin.jpg"
-            alt="adabelief benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Schaffer%204.jpg"
+            alt="adabelief benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Weierstrass.jpg"
-            alt="adabelief benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Styblinski-Tang.jpg"
+            alt="adabelief benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Styblinski-Tang.jpg"
-            alt="adabelief benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Weierstrass.jpg"
+            alt="adabelief benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Cross-in-Tray.jpg"
-            alt="adabelief benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Lévy%2013.jpg"
+            alt="adabelief benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/EggHolder.jpg"
-            alt="adabelief benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/MixedMichalewiczSphere.jpg"
+            alt="adabelief benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #31</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Holder%20Table.jpg"
-            alt="adabelief benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/SchwefelSin.jpg"
+            alt="adabelief benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Holder%20Table.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Lévy%2013.jpg"
-            alt="adabelief benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Rosenbrock.jpg"
+            alt="adabelief benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #51</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Schaffer%202.jpg"
-            alt="adabelief benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Drop-Wave.jpg"
+            alt="adabelief benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #11</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Schaffer%202.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Shubert.jpg"
-            alt="adabelief benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Schaffer%202.jpg"
+            alt="adabelief benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Ackley.jpg"
-            alt="adabelief benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Langermann.jpg"
+            alt="adabelief benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Rosenbrock.jpg"
-            alt="adabelief benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Gramacy%20&%20Lee%202D.jpg"
+            alt="adabelief benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Langermann%202.jpg"
-            alt="adabelief benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Shubert.jpg"
+            alt="adabelief benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Langermann.jpg"
-            alt="adabelief benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/EggHolder.jpg"
+            alt="adabelief benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #47</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Griewank.jpg"
-            alt="adabelief benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Lévy.jpg"
+            alt="adabelief benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Schaffer%204.jpg"
-            alt="adabelief benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Ackley.jpg"
+            alt="adabelief benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Rastrigin.jpg"
-            alt="adabelief benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Cross-in-Tray.jpg"
+            alt="adabelief benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #43</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabelief/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adabound.html b/docs/vis/adabound.html
index 4eccb805..5a54152d 100644
--- a/docs/vis/adabound.html
+++ b/docs/vis/adabound.html
@@ -17,15 +17,15 @@ <h1>adabound Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">57</div>
+                    <div class="stat-value">49</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">40</div>
+                    <div class="stat-value">37</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.9806</div>
+                    <div class="stat-value">2.3536</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Gramacy%20&%20Lee%202D.jpg"
-            alt="adabound benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Rastrigin.jpg"
+            alt="adabound benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Drop-Wave.jpg"
-            alt="adabound benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Griewank.jpg"
+            alt="adabound benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Lévy.jpg"
-            alt="adabound benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Langermann%202.jpg"
+            alt="adabound benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/SchwefelSin.jpg"
-            alt="adabound benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Schaffer%204.jpg"
+            alt="adabound benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Weierstrass.jpg"
-            alt="adabound benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Styblinski-Tang.jpg"
+            alt="adabound benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #36</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Styblinski-Tang.jpg"
-            alt="adabound benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Weierstrass.jpg"
+            alt="adabound benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Cross-in-Tray.jpg"
-            alt="adabound benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Lévy%2013.jpg"
+            alt="adabound benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #3</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/EggHolder.jpg"
-            alt="adabound benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/MixedMichalewiczSphere.jpg"
+            alt="adabound benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Holder%20Table.jpg"
-            alt="adabound benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/SchwefelSin.jpg"
+            alt="adabound benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Lévy%2013.jpg"
-            alt="adabound benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Rosenbrock.jpg"
+            alt="adabound benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Schaffer%202.jpg"
-            alt="adabound benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Drop-Wave.jpg"
+            alt="adabound benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Shubert.jpg"
-            alt="adabound benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Schaffer%202.jpg"
+            alt="adabound benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Ackley.jpg"
-            alt="adabound benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Langermann.jpg"
+            alt="adabound benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Rosenbrock.jpg"
-            alt="adabound benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Gramacy%20&%20Lee%202D.jpg"
+            alt="adabound benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Langermann%202.jpg"
-            alt="adabound benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Shubert.jpg"
+            alt="adabound benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #37</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Langermann.jpg"
-            alt="adabound benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/EggHolder.jpg"
+            alt="adabound benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #41</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Griewank.jpg"
-            alt="adabound benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Lévy.jpg"
+            alt="adabound benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Schaffer%204.jpg"
-            alt="adabound benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Ackley.jpg"
+            alt="adabound benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Rastrigin.jpg"
-            alt="adabound benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Cross-in-Tray.jpg"
+            alt="adabound benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adabound/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adadelta.html b/docs/vis/adadelta.html
index dabc29cd..49e94bf7 100644
--- a/docs/vis/adadelta.html
+++ b/docs/vis/adadelta.html
@@ -17,15 +17,15 @@ <h1>adadelta Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">47</div>
+                    <div class="stat-value">55</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">58</div>
+                    <div class="stat-value">63</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.6415</div>
+                    <div class="stat-value">2.4593</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Gramacy%20&%20Lee%202D.jpg"
-            alt="adadelta benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Rastrigin.jpg"
+            alt="adadelta benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Drop-Wave.jpg"
-            alt="adadelta benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Griewank.jpg"
+            alt="adadelta benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Lévy.jpg"
-            alt="adadelta benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Langermann%202.jpg"
+            alt="adadelta benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/SchwefelSin.jpg"
-            alt="adadelta benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Schaffer%204.jpg"
+            alt="adadelta benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Weierstrass.jpg"
-            alt="adadelta benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Styblinski-Tang.jpg"
+            alt="adadelta benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Styblinski-Tang.jpg"
-            alt="adadelta benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Weierstrass.jpg"
+            alt="adadelta benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Cross-in-Tray.jpg"
-            alt="adadelta benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Lévy%2013.jpg"
+            alt="adadelta benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/EggHolder.jpg"
-            alt="adadelta benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/MixedMichalewiczSphere.jpg"
+            alt="adadelta benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Holder%20Table.jpg"
-            alt="adadelta benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/SchwefelSin.jpg"
+            alt="adadelta benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Lévy%2013.jpg"
-            alt="adadelta benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Rosenbrock.jpg"
+            alt="adadelta benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #48</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Schaffer%202.jpg"
-            alt="adadelta benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Drop-Wave.jpg"
+            alt="adadelta benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Shubert.jpg"
-            alt="adadelta benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Schaffer%202.jpg"
+            alt="adadelta benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Ackley.jpg"
-            alt="adadelta benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Langermann.jpg"
+            alt="adadelta benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Rosenbrock.jpg"
-            alt="adadelta benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Gramacy%20&%20Lee%202D.jpg"
+            alt="adadelta benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Langermann%202.jpg"
-            alt="adadelta benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Shubert.jpg"
+            alt="adadelta benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Langermann.jpg"
-            alt="adadelta benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/EggHolder.jpg"
+            alt="adadelta benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Griewank.jpg"
-            alt="adadelta benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Lévy.jpg"
+            alt="adadelta benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Schaffer%204.jpg"
-            alt="adadelta benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Ackley.jpg"
+            alt="adadelta benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Rastrigin.jpg"
-            alt="adadelta benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Cross-in-Tray.jpg"
+            alt="adadelta benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #38</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adadelta/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adafactor.html b/docs/vis/adafactor.html
index c94afeca..f5b1bfd1 100644
--- a/docs/vis/adafactor.html
+++ b/docs/vis/adafactor.html
@@ -17,15 +17,15 @@ <h1>adafactor Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">94</div>
+                    <div class="stat-value">97</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">98</div>
+                    <div class="stat-value">99</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">10.296</div>
+                    <div class="stat-value">10.6256</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Gramacy%20&%20Lee%202D.jpg"
-            alt="adafactor benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Rastrigin.jpg"
+            alt="adafactor benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Drop-Wave.jpg"
-            alt="adafactor benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Griewank.jpg"
+            alt="adafactor benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Drop-Wave.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Lévy.jpg"
-            alt="adafactor benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Langermann%202.jpg"
+            alt="adafactor benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/SchwefelSin.jpg"
-            alt="adafactor benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Schaffer%204.jpg"
+            alt="adafactor benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Weierstrass.jpg"
-            alt="adafactor benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Styblinski-Tang.jpg"
+            alt="adafactor benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Styblinski-Tang.jpg"
-            alt="adafactor benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Weierstrass.jpg"
+            alt="adafactor benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Cross-in-Tray.jpg"
-            alt="adafactor benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Lévy%2013.jpg"
+            alt="adafactor benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/EggHolder.jpg"
-            alt="adafactor benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/MixedMichalewiczSphere.jpg"
+            alt="adafactor benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Holder%20Table.jpg"
-            alt="adafactor benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/SchwefelSin.jpg"
+            alt="adafactor benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Lévy%2013.jpg"
-            alt="adafactor benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Rosenbrock.jpg"
+            alt="adafactor benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Schaffer%202.jpg"
-            alt="adafactor benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Drop-Wave.jpg"
+            alt="adafactor benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Shubert.jpg"
-            alt="adafactor benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Schaffer%202.jpg"
+            alt="adafactor benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Ackley.jpg"
-            alt="adafactor benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Langermann.jpg"
+            alt="adafactor benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Ackley.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Rosenbrock.jpg"
-            alt="adafactor benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Gramacy%20&%20Lee%202D.jpg"
+            alt="adafactor benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Langermann%202.jpg"
-            alt="adafactor benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Shubert.jpg"
+            alt="adafactor benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Langermann.jpg"
-            alt="adafactor benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/EggHolder.jpg"
+            alt="adafactor benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Griewank.jpg"
-            alt="adafactor benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Lévy.jpg"
+            alt="adafactor benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Schaffer%204.jpg"
-            alt="adafactor benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Ackley.jpg"
+            alt="adafactor benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Rastrigin.jpg"
-            alt="adafactor benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Cross-in-Tray.jpg"
+            alt="adafactor benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adafactor/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adagc.html b/docs/vis/adagc.html
index 20a2c5c5..068108e8 100644
--- a/docs/vis/adagc.html
+++ b/docs/vis/adagc.html
@@ -17,15 +17,15 @@ <h1>adagc Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">20</div>
+                    <div class="stat-value">24</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">15</div>
+                    <div class="stat-value">19</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.0461</div>
+                    <div class="stat-value">1.8605</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Gramacy%20&%20Lee%202D.jpg"
-            alt="adagc benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Rastrigin.jpg"
+            alt="adagc benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Drop-Wave.jpg"
-            alt="adagc benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Griewank.jpg"
+            alt="adagc benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Lévy.jpg"
-            alt="adagc benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Langermann%202.jpg"
+            alt="adagc benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/SchwefelSin.jpg"
-            alt="adagc benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Schaffer%204.jpg"
+            alt="adagc benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Weierstrass.jpg"
-            alt="adagc benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Styblinski-Tang.jpg"
+            alt="adagc benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Styblinski-Tang.jpg"
-            alt="adagc benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Weierstrass.jpg"
+            alt="adagc benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #47</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Cross-in-Tray.jpg"
-            alt="adagc benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Lévy%2013.jpg"
+            alt="adagc benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/EggHolder.jpg"
-            alt="adagc benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/MixedMichalewiczSphere.jpg"
+            alt="adagc benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Holder%20Table.jpg"
-            alt="adagc benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/SchwefelSin.jpg"
+            alt="adagc benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Lévy%2013.jpg"
-            alt="adagc benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Rosenbrock.jpg"
+            alt="adagc benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Schaffer%202.jpg"
-            alt="adagc benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Drop-Wave.jpg"
+            alt="adagc benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #37</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #3</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Shubert.jpg"
-            alt="adagc benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Schaffer%202.jpg"
+            alt="adagc benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #38</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Ackley.jpg"
-            alt="adagc benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Langermann.jpg"
+            alt="adagc benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Rosenbrock.jpg"
-            alt="adagc benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Gramacy%20&%20Lee%202D.jpg"
+            alt="adagc benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Langermann%202.jpg"
-            alt="adagc benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Shubert.jpg"
+            alt="adagc benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Langermann.jpg"
-            alt="adagc benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/EggHolder.jpg"
+            alt="adagc benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Griewank.jpg"
-            alt="adagc benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Lévy.jpg"
+            alt="adagc benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Schaffer%204.jpg"
-            alt="adagc benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Ackley.jpg"
+            alt="adagc benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Rastrigin.jpg"
-            alt="adagc benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Cross-in-Tray.jpg"
+            alt="adagc benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adagc/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adahessian.html b/docs/vis/adahessian.html
index 2e0d2444..c750a754 100644
--- a/docs/vis/adahessian.html
+++ b/docs/vis/adahessian.html
@@ -17,15 +17,15 @@ <h1>adahessian Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">77</div>
+                    <div class="stat-value">79</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">51</div>
+                    <div class="stat-value">55</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.6174</div>
+                    <div class="stat-value">3.3458</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Gramacy%20&%20Lee%202D.jpg"
-            alt="adahessian benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Rastrigin.jpg"
+            alt="adahessian benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Drop-Wave.jpg"
-            alt="adahessian benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Griewank.jpg"
+            alt="adahessian benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Lévy.jpg"
-            alt="adahessian benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Langermann%202.jpg"
+            alt="adahessian benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/SchwefelSin.jpg"
-            alt="adahessian benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Schaffer%204.jpg"
+            alt="adahessian benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Weierstrass.jpg"
-            alt="adahessian benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Styblinski-Tang.jpg"
+            alt="adahessian benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Styblinski-Tang.jpg"
-            alt="adahessian benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Weierstrass.jpg"
+            alt="adahessian benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Cross-in-Tray.jpg"
-            alt="adahessian benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Lévy%2013.jpg"
+            alt="adahessian benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #41</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/EggHolder.jpg"
-            alt="adahessian benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/MixedMichalewiczSphere.jpg"
+            alt="adahessian benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Holder%20Table.jpg"
-            alt="adahessian benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/SchwefelSin.jpg"
+            alt="adahessian benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Lévy%2013.jpg"
-            alt="adahessian benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Rosenbrock.jpg"
+            alt="adahessian benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Schaffer%202.jpg"
-            alt="adahessian benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Drop-Wave.jpg"
+            alt="adahessian benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Shubert.jpg"
-            alt="adahessian benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Schaffer%202.jpg"
+            alt="adahessian benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Ackley.jpg"
-            alt="adahessian benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Langermann.jpg"
+            alt="adahessian benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Rosenbrock.jpg"
-            alt="adahessian benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Gramacy%20&%20Lee%202D.jpg"
+            alt="adahessian benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Langermann%202.jpg"
-            alt="adahessian benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Shubert.jpg"
+            alt="adahessian benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Langermann.jpg"
-            alt="adahessian benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/EggHolder.jpg"
+            alt="adahessian benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Griewank.jpg"
-            alt="adahessian benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Lévy.jpg"
+            alt="adahessian benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Schaffer%204.jpg"
-            alt="adahessian benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Ackley.jpg"
+            alt="adahessian benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Rastrigin.jpg"
-            alt="adahessian benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Cross-in-Tray.jpg"
+            alt="adahessian benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adahessian/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adai.html b/docs/vis/adai.html
index f14670aa..1b66f37f 100644
--- a/docs/vis/adai.html
+++ b/docs/vis/adai.html
@@ -17,15 +17,15 @@ <h1>adai Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">72</div>
+                    <div class="stat-value">61</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">67</div>
+                    <div class="stat-value">66</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.3183</div>
+                    <div class="stat-value">2.6641</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Gramacy%20&%20Lee%202D.jpg"
-            alt="adai benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Rastrigin.jpg"
+            alt="adai benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #51</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Drop-Wave.jpg"
-            alt="adai benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Griewank.jpg"
+            alt="adai benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Lévy.jpg"
-            alt="adai benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Langermann%202.jpg"
+            alt="adai benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/SchwefelSin.jpg"
-            alt="adai benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Schaffer%204.jpg"
+            alt="adai benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Weierstrass.jpg"
-            alt="adai benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Styblinski-Tang.jpg"
+            alt="adai benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Styblinski-Tang.jpg"
-            alt="adai benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Weierstrass.jpg"
+            alt="adai benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Cross-in-Tray.jpg"
-            alt="adai benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Lévy%2013.jpg"
+            alt="adai benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/EggHolder.jpg"
-            alt="adai benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/MixedMichalewiczSphere.jpg"
+            alt="adai benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Holder%20Table.jpg"
-            alt="adai benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/SchwefelSin.jpg"
+            alt="adai benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Lévy%2013.jpg"
-            alt="adai benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Rosenbrock.jpg"
+            alt="adai benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Lévy%2013.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Schaffer%202.jpg"
-            alt="adai benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Drop-Wave.jpg"
+            alt="adai benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Shubert.jpg"
-            alt="adai benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Schaffer%202.jpg"
+            alt="adai benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Ackley.jpg"
-            alt="adai benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Langermann.jpg"
+            alt="adai benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Rosenbrock.jpg"
-            alt="adai benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Gramacy%20&%20Lee%202D.jpg"
+            alt="adai benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Langermann%202.jpg"
-            alt="adai benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Shubert.jpg"
+            alt="adai benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Langermann.jpg"
-            alt="adai benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/EggHolder.jpg"
+            alt="adai benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Griewank.jpg"
-            alt="adai benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Lévy.jpg"
+            alt="adai benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Schaffer%204.jpg"
-            alt="adai benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Ackley.jpg"
+            alt="adai benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #27</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Rastrigin.jpg"
-            alt="adai benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Cross-in-Tray.jpg"
+            alt="adai benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adai/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adalite.html b/docs/vis/adalite.html
index c7a6125f..28cd7920 100644
--- a/docs/vis/adalite.html
+++ b/docs/vis/adalite.html
@@ -21,11 +21,11 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2</div>
+                    <div class="stat-value">1</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.5106</div>
+                    <div class="stat-value">1.2606</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,57 +38,71 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Gramacy%20&%20Lee%202D.jpg"
-            alt="adalite benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Rastrigin.jpg"
+            alt="adalite benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Drop-Wave.jpg"
-            alt="adalite benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Griewank.jpg"
+            alt="adalite benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #3</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Lévy.jpg"
-            alt="adalite benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Langermann%202.jpg"
+            alt="adalite benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/SchwefelSin.jpg"
-            alt="adalite benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Schaffer%204.jpg"
+            alt="adalite benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
+    </div>
+</div>
+<div class="card">
+    <div class="image-wrapper">
+        <img
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Styblinski-Tang.jpg"
+            alt="adalite benchmark visualization on Styblinski-Tang"
+            onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
+        />
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Styblinski-Tang.jpg')">🔍</button>
+    </div>
+    <div class="card-content">
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
@@ -108,71 +122,71 @@ <h3 class="function-name">Weierstrass</h3>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Styblinski-Tang.jpg"
-            alt="adalite benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Lévy%2013.jpg"
+            alt="adalite benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Cross-in-Tray.jpg"
-            alt="adalite benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/MixedMichalewiczSphere.jpg"
+            alt="adalite benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/EggHolder.jpg"
-            alt="adalite benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/SchwefelSin.jpg"
+            alt="adalite benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #12</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Holder%20Table.jpg"
-            alt="adalite benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Rosenbrock.jpg"
+            alt="adalite benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Lévy%2013.jpg"
-            alt="adalite benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Drop-Wave.jpg"
+            alt="adalite benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
@@ -192,113 +206,99 @@ <h3 class="function-name">Schaffer 2</h3>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Shubert.jpg"
-            alt="adalite benchmark visualization on Shubert"
-            onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
-        />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Shubert.jpg')">🔍</button>
-    </div>
-    <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
-    </div>
-</div>
-<div class="card">
-    <div class="image-wrapper">
-        <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Ackley.jpg"
-            alt="adalite benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Langermann.jpg"
+            alt="adalite benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Ackley.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Rosenbrock.jpg"
-            alt="adalite benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Gramacy%20&%20Lee%202D.jpg"
+            alt="adalite benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #11</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Langermann%202.jpg"
-            alt="adalite benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Shubert.jpg"
+            alt="adalite benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #36</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Langermann.jpg"
-            alt="adalite benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/EggHolder.jpg"
+            alt="adalite benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Griewank.jpg"
-            alt="adalite benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Lévy.jpg"
+            alt="adalite benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Schaffer%204.jpg"
-            alt="adalite benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Ackley.jpg"
+            alt="adalite benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Rastrigin.jpg"
-            alt="adalite benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Cross-in-Tray.jpg"
+            alt="adalite benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adalite/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adam.html b/docs/vis/adam.html
index 11e7dd68..a4d78866 100644
--- a/docs/vis/adam.html
+++ b/docs/vis/adam.html
@@ -17,15 +17,15 @@ <h1>adam Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">29</div>
+                    <div class="stat-value">32</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">29</div>
+                    <div class="stat-value">32</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.1534</div>
+                    <div class="stat-value">1.9708</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Gramacy%20&%20Lee%202D.jpg"
-            alt="adam benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Rastrigin.jpg"
+            alt="adam benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Drop-Wave.jpg"
-            alt="adam benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Griewank.jpg"
+            alt="adam benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Lévy.jpg"
-            alt="adam benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Langermann%202.jpg"
+            alt="adam benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Lévy.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/SchwefelSin.jpg"
-            alt="adam benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Schaffer%204.jpg"
+            alt="adam benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Weierstrass.jpg"
-            alt="adam benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Styblinski-Tang.jpg"
+            alt="adam benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #37</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #43</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Styblinski-Tang.jpg"
-            alt="adam benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Weierstrass.jpg"
+            alt="adam benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #38</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Cross-in-Tray.jpg"
-            alt="adam benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Lévy%2013.jpg"
+            alt="adam benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #24</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #12</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/EggHolder.jpg"
-            alt="adam benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/MixedMichalewiczSphere.jpg"
+            alt="adam benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Holder%20Table.jpg"
-            alt="adam benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/SchwefelSin.jpg"
+            alt="adam benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Lévy%2013.jpg"
-            alt="adam benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Rosenbrock.jpg"
+            alt="adam benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #43</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Schaffer%202.jpg"
-            alt="adam benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Drop-Wave.jpg"
+            alt="adam benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Shubert.jpg"
-            alt="adam benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Schaffer%202.jpg"
+            alt="adam benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #31</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Ackley.jpg"
-            alt="adam benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Langermann.jpg"
+            alt="adam benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #25</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Rosenbrock.jpg"
-            alt="adam benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Gramacy%20&%20Lee%202D.jpg"
+            alt="adam benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Langermann%202.jpg"
-            alt="adam benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Shubert.jpg"
+            alt="adam benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #3</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Langermann.jpg"
-            alt="adam benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/EggHolder.jpg"
+            alt="adam benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #24</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Griewank.jpg"
-            alt="adam benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Lévy.jpg"
+            alt="adam benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Schaffer%204.jpg"
-            alt="adam benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Ackley.jpg"
+            alt="adam benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Rastrigin.jpg"
-            alt="adam benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Cross-in-Tray.jpg"
+            alt="adam benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #47</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adam/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adamax.html b/docs/vis/adamax.html
index f924d448..408f9811 100644
--- a/docs/vis/adamax.html
+++ b/docs/vis/adamax.html
@@ -17,15 +17,15 @@ <h1>adamax Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">37</div>
+                    <div class="stat-value">35</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">42</div>
+                    <div class="stat-value">45</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.3274</div>
+                    <div class="stat-value">2.1115</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Gramacy%20&%20Lee%202D.jpg"
-            alt="adamax benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Rastrigin.jpg"
+            alt="adamax benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Drop-Wave.jpg"
-            alt="adamax benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Griewank.jpg"
+            alt="adamax benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Lévy.jpg"
-            alt="adamax benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Langermann%202.jpg"
+            alt="adamax benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/SchwefelSin.jpg"
-            alt="adamax benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Schaffer%204.jpg"
+            alt="adamax benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #48</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #14</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Weierstrass.jpg"
-            alt="adamax benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Styblinski-Tang.jpg"
+            alt="adamax benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Styblinski-Tang.jpg"
-            alt="adamax benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Weierstrass.jpg"
+            alt="adamax benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #12</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Cross-in-Tray.jpg"
-            alt="adamax benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Lévy%2013.jpg"
+            alt="adamax benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/EggHolder.jpg"
-            alt="adamax benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/MixedMichalewiczSphere.jpg"
+            alt="adamax benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Holder%20Table.jpg"
-            alt="adamax benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/SchwefelSin.jpg"
+            alt="adamax benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Lévy%2013.jpg"
-            alt="adamax benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Rosenbrock.jpg"
+            alt="adamax benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Schaffer%202.jpg"
-            alt="adamax benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Drop-Wave.jpg"
+            alt="adamax benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #43</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Shubert.jpg"
-            alt="adamax benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Schaffer%202.jpg"
+            alt="adamax benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #26</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Ackley.jpg"
-            alt="adamax benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Langermann.jpg"
+            alt="adamax benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Rosenbrock.jpg"
-            alt="adamax benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Gramacy%20&%20Lee%202D.jpg"
+            alt="adamax benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Langermann%202.jpg"
-            alt="adamax benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Shubert.jpg"
+            alt="adamax benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #27</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Langermann.jpg"
-            alt="adamax benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/EggHolder.jpg"
+            alt="adamax benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Griewank.jpg"
-            alt="adamax benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Lévy.jpg"
+            alt="adamax benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #51</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Schaffer%204.jpg"
-            alt="adamax benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Ackley.jpg"
+            alt="adamax benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Rastrigin.jpg"
-            alt="adamax benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Cross-in-Tray.jpg"
+            alt="adamax benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #3</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamax/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adamc.html b/docs/vis/adamc.html
index 47e31e49..3ed333d0 100644
--- a/docs/vis/adamc.html
+++ b/docs/vis/adamc.html
@@ -17,15 +17,15 @@ <h1>adamc Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">24</div>
+                    <div class="stat-value">22</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">18</div>
+                    <div class="stat-value">15</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.0859</div>
+                    <div class="stat-value">1.8378</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Gramacy%20&%20Lee%202D.jpg"
-            alt="adamc benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Rastrigin.jpg"
+            alt="adamc benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #36</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Drop-Wave.jpg"
-            alt="adamc benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Griewank.jpg"
+            alt="adamc benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #36</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Lévy.jpg"
-            alt="adamc benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Langermann%202.jpg"
+            alt="adamc benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #51</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/SchwefelSin.jpg"
-            alt="adamc benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Schaffer%204.jpg"
+            alt="adamc benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #31</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Weierstrass.jpg"
-            alt="adamc benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Styblinski-Tang.jpg"
+            alt="adamc benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Styblinski-Tang.jpg"
-            alt="adamc benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Weierstrass.jpg"
+            alt="adamc benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #3</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Cross-in-Tray.jpg"
-            alt="adamc benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Lévy%2013.jpg"
+            alt="adamc benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/EggHolder.jpg"
-            alt="adamc benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/MixedMichalewiczSphere.jpg"
+            alt="adamc benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #48</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #12</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Holder%20Table.jpg"
-            alt="adamc benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/SchwefelSin.jpg"
+            alt="adamc benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Lévy%2013.jpg"
-            alt="adamc benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Rosenbrock.jpg"
+            alt="adamc benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #18</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Schaffer%202.jpg"
-            alt="adamc benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Drop-Wave.jpg"
+            alt="adamc benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Shubert.jpg"
-            alt="adamc benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Schaffer%202.jpg"
+            alt="adamc benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #12</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Ackley.jpg"
-            alt="adamc benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Langermann.jpg"
+            alt="adamc benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Rosenbrock.jpg"
-            alt="adamc benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Gramacy%20&%20Lee%202D.jpg"
+            alt="adamc benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Langermann%202.jpg"
-            alt="adamc benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Shubert.jpg"
+            alt="adamc benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Langermann.jpg"
-            alt="adamc benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/EggHolder.jpg"
+            alt="adamc benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Griewank.jpg"
-            alt="adamc benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Lévy.jpg"
+            alt="adamc benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Schaffer%204.jpg"
-            alt="adamc benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Ackley.jpg"
+            alt="adamc benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Rastrigin.jpg"
-            alt="adamc benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Cross-in-Tray.jpg"
+            alt="adamc benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Rastrigin.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamc/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adamg.html b/docs/vis/adamg.html
index a9254617..53cbaa79 100644
--- a/docs/vis/adamg.html
+++ b/docs/vis/adamg.html
@@ -17,15 +17,15 @@ <h1>adamg Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">90</div>
+                    <div class="stat-value">94</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">93</div>
+                    <div class="stat-value">95</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">7.1805</div>
+                    <div class="stat-value">7.5744</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Gramacy%20&%20Lee%202D.jpg"
-            alt="adamg benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Rastrigin.jpg"
+            alt="adamg benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Drop-Wave.jpg"
-            alt="adamg benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Griewank.jpg"
+            alt="adamg benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Lévy.jpg"
-            alt="adamg benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Langermann%202.jpg"
+            alt="adamg benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/SchwefelSin.jpg"
-            alt="adamg benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Schaffer%204.jpg"
+            alt="adamg benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Weierstrass.jpg"
-            alt="adamg benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Styblinski-Tang.jpg"
+            alt="adamg benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Styblinski-Tang.jpg"
-            alt="adamg benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Weierstrass.jpg"
+            alt="adamg benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Cross-in-Tray.jpg"
-            alt="adamg benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Lévy%2013.jpg"
+            alt="adamg benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/EggHolder.jpg"
-            alt="adamg benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/MixedMichalewiczSphere.jpg"
+            alt="adamg benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Holder%20Table.jpg"
-            alt="adamg benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/SchwefelSin.jpg"
+            alt="adamg benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Lévy%2013.jpg"
-            alt="adamg benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Rosenbrock.jpg"
+            alt="adamg benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Schaffer%202.jpg"
-            alt="adamg benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Drop-Wave.jpg"
+            alt="adamg benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Shubert.jpg"
-            alt="adamg benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Schaffer%202.jpg"
+            alt="adamg benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Ackley.jpg"
-            alt="adamg benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Langermann.jpg"
+            alt="adamg benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Rosenbrock.jpg"
-            alt="adamg benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Gramacy%20&%20Lee%202D.jpg"
+            alt="adamg benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Langermann%202.jpg"
-            alt="adamg benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Shubert.jpg"
+            alt="adamg benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Langermann.jpg"
-            alt="adamg benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/EggHolder.jpg"
+            alt="adamg benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Griewank.jpg"
-            alt="adamg benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Lévy.jpg"
+            alt="adamg benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Schaffer%204.jpg"
-            alt="adamg benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Ackley.jpg"
+            alt="adamg benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Rastrigin.jpg"
-            alt="adamg benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Cross-in-Tray.jpg"
+            alt="adamg benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamg/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adammini.html b/docs/vis/adammini.html
index 3adb194c..f9e4c9b1 100644
--- a/docs/vis/adammini.html
+++ b/docs/vis/adammini.html
@@ -17,15 +17,15 @@ <h1>adammini Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">21</div>
+                    <div class="stat-value">19</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">33</div>
+                    <div class="stat-value">31</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.0507</div>
+                    <div class="stat-value">1.8313</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Gramacy%20&%20Lee%202D.jpg"
-            alt="adammini benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Rastrigin.jpg"
+            alt="adammini benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Drop-Wave.jpg"
-            alt="adammini benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Griewank.jpg"
+            alt="adammini benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Lévy.jpg"
-            alt="adammini benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Langermann%202.jpg"
+            alt="adammini benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/SchwefelSin.jpg"
-            alt="adammini benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Schaffer%204.jpg"
+            alt="adammini benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Weierstrass.jpg"
-            alt="adammini benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Styblinski-Tang.jpg"
+            alt="adammini benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Styblinski-Tang.jpg"
-            alt="adammini benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Weierstrass.jpg"
+            alt="adammini benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Cross-in-Tray.jpg"
-            alt="adammini benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Lévy%2013.jpg"
+            alt="adammini benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #37</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/EggHolder.jpg"
-            alt="adammini benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/MixedMichalewiczSphere.jpg"
+            alt="adammini benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Holder%20Table.jpg"
-            alt="adammini benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/SchwefelSin.jpg"
+            alt="adammini benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Lévy%2013.jpg"
-            alt="adammini benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Rosenbrock.jpg"
+            alt="adammini benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Schaffer%202.jpg"
-            alt="adammini benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Drop-Wave.jpg"
+            alt="adammini benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #31</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Shubert.jpg"
-            alt="adammini benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Schaffer%202.jpg"
+            alt="adammini benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Ackley.jpg"
-            alt="adammini benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Langermann.jpg"
+            alt="adammini benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Rosenbrock.jpg"
-            alt="adammini benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Gramacy%20&%20Lee%202D.jpg"
+            alt="adammini benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Langermann%202.jpg"
-            alt="adammini benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Shubert.jpg"
+            alt="adammini benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Langermann.jpg"
-            alt="adammini benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/EggHolder.jpg"
+            alt="adammini benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Griewank.jpg"
-            alt="adammini benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Lévy.jpg"
+            alt="adammini benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Schaffer%204.jpg"
-            alt="adammini benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Ackley.jpg"
+            alt="adammini benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #18</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Rastrigin.jpg"
-            alt="adammini benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Cross-in-Tray.jpg"
+            alt="adammini benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adammini/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adamod.html b/docs/vis/adamod.html
index 79d0dfba..20482dea 100644
--- a/docs/vis/adamod.html
+++ b/docs/vis/adamod.html
@@ -17,7 +17,7 @@ <h1>adamod Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">92</div>
+                    <div class="stat-value">96</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">7.3333</div>
+                    <div class="stat-value">7.7339</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Gramacy%20&%20Lee%202D.jpg"
-            alt="adamod benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Rastrigin.jpg"
+            alt="adamod benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Drop-Wave.jpg"
-            alt="adamod benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Griewank.jpg"
+            alt="adamod benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Lévy.jpg"
-            alt="adamod benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Langermann%202.jpg"
+            alt="adamod benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/SchwefelSin.jpg"
-            alt="adamod benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Schaffer%204.jpg"
+            alt="adamod benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Weierstrass.jpg"
-            alt="adamod benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Styblinski-Tang.jpg"
+            alt="adamod benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Styblinski-Tang.jpg"
-            alt="adamod benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Weierstrass.jpg"
+            alt="adamod benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Styblinski-Tang.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Cross-in-Tray.jpg"
-            alt="adamod benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Lévy%2013.jpg"
+            alt="adamod benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/EggHolder.jpg"
-            alt="adamod benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/MixedMichalewiczSphere.jpg"
+            alt="adamod benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Holder%20Table.jpg"
-            alt="adamod benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/SchwefelSin.jpg"
+            alt="adamod benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Lévy%2013.jpg"
-            alt="adamod benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Rosenbrock.jpg"
+            alt="adamod benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Schaffer%202.jpg"
-            alt="adamod benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Drop-Wave.jpg"
+            alt="adamod benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Shubert.jpg"
-            alt="adamod benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Schaffer%202.jpg"
+            alt="adamod benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Ackley.jpg"
-            alt="adamod benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Langermann.jpg"
+            alt="adamod benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Rosenbrock.jpg"
-            alt="adamod benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Gramacy%20&%20Lee%202D.jpg"
+            alt="adamod benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Rosenbrock.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Langermann%202.jpg"
-            alt="adamod benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Shubert.jpg"
+            alt="adamod benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Langermann%202.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Langermann.jpg"
-            alt="adamod benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/EggHolder.jpg"
+            alt="adamod benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Griewank.jpg"
-            alt="adamod benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Lévy.jpg"
+            alt="adamod benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Schaffer%204.jpg"
-            alt="adamod benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Ackley.jpg"
+            alt="adamod benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Rastrigin.jpg"
-            alt="adamod benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Cross-in-Tray.jpg"
+            alt="adamod benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamod/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adamp.html b/docs/vis/adamp.html
index 9dd831fd..d0899682 100644
--- a/docs/vis/adamp.html
+++ b/docs/vis/adamp.html
@@ -17,7 +17,7 @@ <h1>adamp Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">14</div>
+                    <div class="stat-value">17</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.9284</div>
+                    <div class="stat-value">1.7931</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,57 +38,71 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Gramacy%20&%20Lee%202D.jpg"
-            alt="adamp benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Rastrigin.jpg"
+            alt="adamp benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Drop-Wave.jpg"
-            alt="adamp benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Griewank.jpg"
+            alt="adamp benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Lévy.jpg"
-            alt="adamp benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Langermann%202.jpg"
+            alt="adamp benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/SchwefelSin.jpg"
-            alt="adamp benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Schaffer%204.jpg"
+            alt="adamp benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
+    </div>
+</div>
+<div class="card">
+    <div class="image-wrapper">
+        <img
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Styblinski-Tang.jpg"
+            alt="adamp benchmark visualization on Styblinski-Tang"
+            onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
+        />
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Styblinski-Tang.jpg')">🔍</button>
+    </div>
+    <div class="card-content">
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
@@ -98,7 +112,7 @@ <h3 class="function-name">SchwefelSin</h3>
             alt="adamp benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
+        <div class="rank-badge">Rank #22</div>
         <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
@@ -108,71 +122,71 @@ <h3 class="function-name">Weierstrass</h3>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Styblinski-Tang.jpg"
-            alt="adamp benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Lévy%2013.jpg"
+            alt="adamp benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #41</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Cross-in-Tray.jpg"
-            alt="adamp benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/MixedMichalewiczSphere.jpg"
+            alt="adamp benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/EggHolder.jpg"
-            alt="adamp benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/SchwefelSin.jpg"
+            alt="adamp benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/EggHolder.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Holder%20Table.jpg"
-            alt="adamp benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Rosenbrock.jpg"
+            alt="adamp benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Lévy%2013.jpg"
-            alt="adamp benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Drop-Wave.jpg"
+            alt="adamp benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
@@ -192,113 +206,99 @@ <h3 class="function-name">Schaffer 2</h3>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Shubert.jpg"
-            alt="adamp benchmark visualization on Shubert"
-            onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
-        />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Shubert.jpg')">🔍</button>
-    </div>
-    <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
-    </div>
-</div>
-<div class="card">
-    <div class="image-wrapper">
-        <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Ackley.jpg"
-            alt="adamp benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Langermann.jpg"
+            alt="adamp benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Rosenbrock.jpg"
-            alt="adamp benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Gramacy%20&%20Lee%202D.jpg"
+            alt="adamp benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #31</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Langermann%202.jpg"
-            alt="adamp benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Shubert.jpg"
+            alt="adamp benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Langermann.jpg"
-            alt="adamp benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/EggHolder.jpg"
+            alt="adamp benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Griewank.jpg"
-            alt="adamp benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Lévy.jpg"
+            alt="adamp benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Schaffer%204.jpg"
-            alt="adamp benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Ackley.jpg"
+            alt="adamp benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Rastrigin.jpg"
-            alt="adamp benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Cross-in-Tray.jpg"
+            alt="adamp benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #41</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Rastrigin.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adamp/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adams.html b/docs/vis/adams.html
index 0a305dea..8597fbf5 100644
--- a/docs/vis/adams.html
+++ b/docs/vis/adams.html
@@ -17,15 +17,15 @@ <h1>adams Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">86</div>
+                    <div class="stat-value">92</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">95</div>
+                    <div class="stat-value">97</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">4.734</div>
+                    <div class="stat-value">4.9289</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Gramacy%20&%20Lee%202D.jpg"
-            alt="adams benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Rastrigin.jpg"
+            alt="adams benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Drop-Wave.jpg"
-            alt="adams benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Griewank.jpg"
+            alt="adams benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Lévy.jpg"
-            alt="adams benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Langermann%202.jpg"
+            alt="adams benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/SchwefelSin.jpg"
-            alt="adams benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Schaffer%204.jpg"
+            alt="adams benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Weierstrass.jpg"
-            alt="adams benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Styblinski-Tang.jpg"
+            alt="adams benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Styblinski-Tang.jpg"
-            alt="adams benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Weierstrass.jpg"
+            alt="adams benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Cross-in-Tray.jpg"
-            alt="adams benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Lévy%2013.jpg"
+            alt="adams benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/EggHolder.jpg"
-            alt="adams benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/MixedMichalewiczSphere.jpg"
+            alt="adams benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Holder%20Table.jpg"
-            alt="adams benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/SchwefelSin.jpg"
+            alt="adams benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Lévy%2013.jpg"
-            alt="adams benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Rosenbrock.jpg"
+            alt="adams benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Schaffer%202.jpg"
-            alt="adams benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Drop-Wave.jpg"
+            alt="adams benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Shubert.jpg"
-            alt="adams benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Schaffer%202.jpg"
+            alt="adams benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Ackley.jpg"
-            alt="adams benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Langermann.jpg"
+            alt="adams benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Rosenbrock.jpg"
-            alt="adams benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Gramacy%20&%20Lee%202D.jpg"
+            alt="adams benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Langermann%202.jpg"
-            alt="adams benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Shubert.jpg"
+            alt="adams benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Langermann.jpg"
-            alt="adams benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/EggHolder.jpg"
+            alt="adams benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Griewank.jpg"
-            alt="adams benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Lévy.jpg"
+            alt="adams benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Schaffer%204.jpg"
-            alt="adams benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Ackley.jpg"
+            alt="adams benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Rastrigin.jpg"
-            alt="adams benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Cross-in-Tray.jpg"
+            alt="adams benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adams/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adan.html b/docs/vis/adan.html
index 5fce854e..0850f757 100644
--- a/docs/vis/adan.html
+++ b/docs/vis/adan.html
@@ -17,15 +17,15 @@ <h1>adan Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">42</div>
+                    <div class="stat-value">43</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">41</div>
+                    <div class="stat-value">46</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.4638</div>
+                    <div class="stat-value">2.2301</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Gramacy%20&%20Lee%202D.jpg"
-            alt="adan benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Rastrigin.jpg"
+            alt="adan benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Drop-Wave.jpg"
-            alt="adan benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Griewank.jpg"
+            alt="adan benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Lévy.jpg"
-            alt="adan benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Langermann%202.jpg"
+            alt="adan benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/SchwefelSin.jpg"
-            alt="adan benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Schaffer%204.jpg"
+            alt="adan benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Weierstrass.jpg"
-            alt="adan benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Styblinski-Tang.jpg"
+            alt="adan benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Styblinski-Tang.jpg"
-            alt="adan benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Weierstrass.jpg"
+            alt="adan benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Cross-in-Tray.jpg"
-            alt="adan benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Lévy%2013.jpg"
+            alt="adan benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/EggHolder.jpg"
-            alt="adan benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/MixedMichalewiczSphere.jpg"
+            alt="adan benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Holder%20Table.jpg"
-            alt="adan benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/SchwefelSin.jpg"
+            alt="adan benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Lévy%2013.jpg"
-            alt="adan benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Rosenbrock.jpg"
+            alt="adan benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #25</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Schaffer%202.jpg"
-            alt="adan benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Drop-Wave.jpg"
+            alt="adan benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #48</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Shubert.jpg"
-            alt="adan benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Schaffer%202.jpg"
+            alt="adan benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #24</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Ackley.jpg"
-            alt="adan benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Langermann.jpg"
+            alt="adan benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Rosenbrock.jpg"
-            alt="adan benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Gramacy%20&%20Lee%202D.jpg"
+            alt="adan benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #3</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Langermann%202.jpg"
-            alt="adan benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Shubert.jpg"
+            alt="adan benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #25</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Langermann.jpg"
-            alt="adan benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/EggHolder.jpg"
+            alt="adan benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Griewank.jpg"
-            alt="adan benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Lévy.jpg"
+            alt="adan benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Schaffer%204.jpg"
-            alt="adan benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Ackley.jpg"
+            alt="adan benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Rastrigin.jpg"
-            alt="adan benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Cross-in-Tray.jpg"
+            alt="adan benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adan/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adanorm.html b/docs/vis/adanorm.html
index 0e366c28..e493120d 100644
--- a/docs/vis/adanorm.html
+++ b/docs/vis/adanorm.html
@@ -17,15 +17,15 @@ <h1>adanorm Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">19</div>
+                    <div class="stat-value">20</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">20</div>
+                    <div class="stat-value">29</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.0142</div>
+                    <div class="stat-value">1.837</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Gramacy%20&%20Lee%202D.jpg"
-            alt="adanorm benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Rastrigin.jpg"
+            alt="adanorm benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Drop-Wave.jpg"
-            alt="adanorm benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Griewank.jpg"
+            alt="adanorm benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #47</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Lévy.jpg"
-            alt="adanorm benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Langermann%202.jpg"
+            alt="adanorm benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/SchwefelSin.jpg"
-            alt="adanorm benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Schaffer%204.jpg"
+            alt="adanorm benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #37</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Weierstrass.jpg"
-            alt="adanorm benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Styblinski-Tang.jpg"
+            alt="adanorm benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Styblinski-Tang.jpg"
-            alt="adanorm benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Weierstrass.jpg"
+            alt="adanorm benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Cross-in-Tray.jpg"
-            alt="adanorm benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Lévy%2013.jpg"
+            alt="adanorm benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/EggHolder.jpg"
-            alt="adanorm benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/MixedMichalewiczSphere.jpg"
+            alt="adanorm benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Holder%20Table.jpg"
-            alt="adanorm benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/SchwefelSin.jpg"
+            alt="adanorm benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #38</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Lévy%2013.jpg"
-            alt="adanorm benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Rosenbrock.jpg"
+            alt="adanorm benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Schaffer%202.jpg"
-            alt="adanorm benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Drop-Wave.jpg"
+            alt="adanorm benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Shubert.jpg"
-            alt="adanorm benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Schaffer%202.jpg"
+            alt="adanorm benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Ackley.jpg"
-            alt="adanorm benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Langermann.jpg"
+            alt="adanorm benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Rosenbrock.jpg"
-            alt="adanorm benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Gramacy%20&%20Lee%202D.jpg"
+            alt="adanorm benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #43</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Langermann%202.jpg"
-            alt="adanorm benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Shubert.jpg"
+            alt="adanorm benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Langermann.jpg"
-            alt="adanorm benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/EggHolder.jpg"
+            alt="adanorm benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Griewank.jpg"
-            alt="adanorm benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Lévy.jpg"
+            alt="adanorm benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Griewank.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Schaffer%204.jpg"
-            alt="adanorm benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Ackley.jpg"
+            alt="adanorm benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Rastrigin.jpg"
-            alt="adanorm benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Cross-in-Tray.jpg"
+            alt="adanorm benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #37</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adanorm/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adapnm.html b/docs/vis/adapnm.html
index 3456d6e7..a4ea9577 100644
--- a/docs/vis/adapnm.html
+++ b/docs/vis/adapnm.html
@@ -17,7 +17,7 @@ <h1>adapnm Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">60</div>
+                    <div class="stat-value">66</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.0486</div>
+                    <div class="stat-value">2.9266</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Gramacy%20&%20Lee%202D.jpg"
-            alt="adapnm benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Rastrigin.jpg"
+            alt="adapnm benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Drop-Wave.jpg"
-            alt="adapnm benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Griewank.jpg"
+            alt="adapnm benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #37</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Lévy.jpg"
-            alt="adapnm benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Langermann%202.jpg"
+            alt="adapnm benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/SchwefelSin.jpg"
-            alt="adapnm benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Schaffer%204.jpg"
+            alt="adapnm benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Weierstrass.jpg"
-            alt="adapnm benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Styblinski-Tang.jpg"
+            alt="adapnm benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Styblinski-Tang.jpg"
-            alt="adapnm benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Weierstrass.jpg"
+            alt="adapnm benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Cross-in-Tray.jpg"
-            alt="adapnm benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Lévy%2013.jpg"
+            alt="adapnm benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/EggHolder.jpg"
-            alt="adapnm benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/MixedMichalewiczSphere.jpg"
+            alt="adapnm benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Holder%20Table.jpg"
-            alt="adapnm benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/SchwefelSin.jpg"
+            alt="adapnm benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Lévy%2013.jpg"
-            alt="adapnm benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Rosenbrock.jpg"
+            alt="adapnm benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Schaffer%202.jpg"
-            alt="adapnm benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Drop-Wave.jpg"
+            alt="adapnm benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #38</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Shubert.jpg"
-            alt="adapnm benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Schaffer%202.jpg"
+            alt="adapnm benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #61</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Ackley.jpg"
-            alt="adapnm benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Langermann.jpg"
+            alt="adapnm benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Rosenbrock.jpg"
-            alt="adapnm benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Gramacy%20&%20Lee%202D.jpg"
+            alt="adapnm benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Langermann%202.jpg"
-            alt="adapnm benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Shubert.jpg"
+            alt="adapnm benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Langermann.jpg"
-            alt="adapnm benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/EggHolder.jpg"
+            alt="adapnm benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Griewank.jpg"
-            alt="adapnm benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Lévy.jpg"
+            alt="adapnm benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #41</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Schaffer%204.jpg"
-            alt="adapnm benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Ackley.jpg"
+            alt="adapnm benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Rastrigin.jpg"
-            alt="adapnm benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Cross-in-Tray.jpg"
+            alt="adapnm benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adapnm/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adashift.html b/docs/vis/adashift.html
index 4ab61d66..084dbdf5 100644
--- a/docs/vis/adashift.html
+++ b/docs/vis/adashift.html
@@ -17,7 +17,7 @@ <h1>adashift Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">2</div>
+                    <div class="stat-value">3</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.6161</div>
+                    <div class="stat-value">1.4566</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Gramacy%20&%20Lee%202D.jpg"
-            alt="adashift benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Rastrigin.jpg"
+            alt="adashift benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #24</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Drop-Wave.jpg"
-            alt="adashift benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Griewank.jpg"
+            alt="adashift benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Lévy.jpg"
-            alt="adashift benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Langermann%202.jpg"
+            alt="adashift benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/SchwefelSin.jpg"
-            alt="adashift benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Schaffer%204.jpg"
+            alt="adashift benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Weierstrass.jpg"
-            alt="adashift benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Styblinski-Tang.jpg"
+            alt="adashift benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Styblinski-Tang.jpg"
-            alt="adashift benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Weierstrass.jpg"
+            alt="adashift benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #31</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Cross-in-Tray.jpg"
-            alt="adashift benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Lévy%2013.jpg"
+            alt="adashift benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #25</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/EggHolder.jpg"
-            alt="adashift benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/MixedMichalewiczSphere.jpg"
+            alt="adashift benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Holder%20Table.jpg"
-            alt="adashift benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/SchwefelSin.jpg"
+            alt="adashift benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Lévy%2013.jpg"
-            alt="adashift benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Rosenbrock.jpg"
+            alt="adashift benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #24</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Schaffer%202.jpg"
-            alt="adashift benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Drop-Wave.jpg"
+            alt="adashift benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Shubert.jpg"
-            alt="adashift benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Schaffer%202.jpg"
+            alt="adashift benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Ackley.jpg"
-            alt="adashift benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Langermann.jpg"
+            alt="adashift benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #36</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Rosenbrock.jpg"
-            alt="adashift benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Gramacy%20&%20Lee%202D.jpg"
+            alt="adashift benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Langermann%202.jpg"
-            alt="adashift benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Shubert.jpg"
+            alt="adashift benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Langermann.jpg"
-            alt="adashift benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/EggHolder.jpg"
+            alt="adashift benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Griewank.jpg"
-            alt="adashift benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Lévy.jpg"
+            alt="adashift benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Schaffer%204.jpg"
-            alt="adashift benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Ackley.jpg"
+            alt="adashift benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Rastrigin.jpg"
-            alt="adashift benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Cross-in-Tray.jpg"
+            alt="adashift benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adashift/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adasmooth.html b/docs/vis/adasmooth.html
index ba0ba6e5..cbf292a7 100644
--- a/docs/vis/adasmooth.html
+++ b/docs/vis/adasmooth.html
@@ -17,15 +17,15 @@ <h1>adasmooth Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">50</div>
+                    <div class="stat-value">59</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">66</div>
+                    <div class="stat-value">68</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.791</div>
+                    <div class="stat-value">2.5636</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Gramacy%20&%20Lee%202D.jpg"
-            alt="adasmooth benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Rastrigin.jpg"
+            alt="adasmooth benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Drop-Wave.jpg"
-            alt="adasmooth benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Griewank.jpg"
+            alt="adasmooth benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Lévy.jpg"
-            alt="adasmooth benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Langermann%202.jpg"
+            alt="adasmooth benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/SchwefelSin.jpg"
-            alt="adasmooth benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Schaffer%204.jpg"
+            alt="adasmooth benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Weierstrass.jpg"
-            alt="adasmooth benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Styblinski-Tang.jpg"
+            alt="adasmooth benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Styblinski-Tang.jpg"
-            alt="adasmooth benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Weierstrass.jpg"
+            alt="adasmooth benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Cross-in-Tray.jpg"
-            alt="adasmooth benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Lévy%2013.jpg"
+            alt="adasmooth benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/EggHolder.jpg"
-            alt="adasmooth benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/MixedMichalewiczSphere.jpg"
+            alt="adasmooth benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Holder%20Table.jpg"
-            alt="adasmooth benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/SchwefelSin.jpg"
+            alt="adasmooth benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Lévy%2013.jpg"
-            alt="adasmooth benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Rosenbrock.jpg"
+            alt="adasmooth benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Schaffer%202.jpg"
-            alt="adasmooth benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Drop-Wave.jpg"
+            alt="adasmooth benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Shubert.jpg"
-            alt="adasmooth benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Schaffer%202.jpg"
+            alt="adasmooth benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Ackley.jpg"
-            alt="adasmooth benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Langermann.jpg"
+            alt="adasmooth benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Rosenbrock.jpg"
-            alt="adasmooth benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Gramacy%20&%20Lee%202D.jpg"
+            alt="adasmooth benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Langermann%202.jpg"
-            alt="adasmooth benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Shubert.jpg"
+            alt="adasmooth benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Langermann.jpg"
-            alt="adasmooth benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/EggHolder.jpg"
+            alt="adasmooth benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Griewank.jpg"
-            alt="adasmooth benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Lévy.jpg"
+            alt="adasmooth benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Schaffer%204.jpg"
-            alt="adasmooth benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Ackley.jpg"
+            alt="adasmooth benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Rastrigin.jpg"
-            alt="adasmooth benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Cross-in-Tray.jpg"
+            alt="adasmooth benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adasmooth/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adatam.html b/docs/vis/adatam.html
index e0ae3e13..31f29a01 100644
--- a/docs/vis/adatam.html
+++ b/docs/vis/adatam.html
@@ -17,15 +17,15 @@ <h1>adatam Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">36</div>
+                    <div class="stat-value">48</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">34</div>
+                    <div class="stat-value">42</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.3018</div>
+                    <div class="stat-value">2.323</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Gramacy%20&%20Lee%202D.jpg"
-            alt="adatam benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Rastrigin.jpg"
+            alt="adatam benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Drop-Wave.jpg"
-            alt="adatam benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Griewank.jpg"
+            alt="adatam benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Lévy.jpg"
-            alt="adatam benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Langermann%202.jpg"
+            alt="adatam benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/SchwefelSin.jpg"
-            alt="adatam benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Schaffer%204.jpg"
+            alt="adatam benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #26</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Weierstrass.jpg"
-            alt="adatam benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Styblinski-Tang.jpg"
+            alt="adatam benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #48</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Styblinski-Tang.jpg"
-            alt="adatam benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Weierstrass.jpg"
+            alt="adatam benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Cross-in-Tray.jpg"
-            alt="adatam benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Lévy%2013.jpg"
+            alt="adatam benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/EggHolder.jpg"
-            alt="adatam benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/MixedMichalewiczSphere.jpg"
+            alt="adatam benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Holder%20Table.jpg"
-            alt="adatam benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/SchwefelSin.jpg"
+            alt="adatam benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #27</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Lévy%2013.jpg"
-            alt="adatam benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Rosenbrock.jpg"
+            alt="adatam benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #38</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Schaffer%202.jpg"
-            alt="adatam benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Drop-Wave.jpg"
+            alt="adatam benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Shubert.jpg"
-            alt="adatam benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Schaffer%202.jpg"
+            alt="adatam benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Ackley.jpg"
-            alt="adatam benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Langermann.jpg"
+            alt="adatam benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Rosenbrock.jpg"
-            alt="adatam benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Gramacy%20&%20Lee%202D.jpg"
+            alt="adatam benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #12</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Langermann%202.jpg"
-            alt="adatam benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Shubert.jpg"
+            alt="adatam benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #61</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Langermann.jpg"
-            alt="adatam benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/EggHolder.jpg"
+            alt="adatam benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #31</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Griewank.jpg"
-            alt="adatam benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Lévy.jpg"
+            alt="adatam benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Schaffer%204.jpg"
-            alt="adatam benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Ackley.jpg"
+            alt="adatam benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Rastrigin.jpg"
-            alt="adatam benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Cross-in-Tray.jpg"
+            alt="adatam benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adatam/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/ademamix.html b/docs/vis/ademamix.html
index 270027b9..0f7a58a4 100644
--- a/docs/vis/ademamix.html
+++ b/docs/vis/ademamix.html
@@ -21,11 +21,11 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">30</div>
+                    <div class="stat-value">33</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.1666</div>
+                    <div class="stat-value">1.9332</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Gramacy%20&%20Lee%202D.jpg"
-            alt="ademamix benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Rastrigin.jpg"
+            alt="ademamix benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Drop-Wave.jpg"
-            alt="ademamix benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Griewank.jpg"
+            alt="ademamix benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Lévy.jpg"
-            alt="ademamix benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Langermann%202.jpg"
+            alt="ademamix benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/SchwefelSin.jpg"
-            alt="ademamix benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Schaffer%204.jpg"
+            alt="ademamix benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Weierstrass.jpg"
-            alt="ademamix benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Styblinski-Tang.jpg"
+            alt="ademamix benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #11</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Styblinski-Tang.jpg"
-            alt="ademamix benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Weierstrass.jpg"
+            alt="ademamix benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Cross-in-Tray.jpg"
-            alt="ademamix benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Lévy%2013.jpg"
+            alt="ademamix benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/EggHolder.jpg"
-            alt="ademamix benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/MixedMichalewiczSphere.jpg"
+            alt="ademamix benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Holder%20Table.jpg"
-            alt="ademamix benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/SchwefelSin.jpg"
+            alt="ademamix benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Lévy%2013.jpg"
-            alt="ademamix benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Rosenbrock.jpg"
+            alt="ademamix benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Schaffer%202.jpg"
-            alt="ademamix benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Drop-Wave.jpg"
+            alt="ademamix benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #51</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Shubert.jpg"
-            alt="ademamix benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Schaffer%202.jpg"
+            alt="ademamix benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Ackley.jpg"
-            alt="ademamix benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Langermann.jpg"
+            alt="ademamix benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Rosenbrock.jpg"
-            alt="ademamix benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Gramacy%20&%20Lee%202D.jpg"
+            alt="ademamix benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Langermann%202.jpg"
-            alt="ademamix benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Shubert.jpg"
+            alt="ademamix benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Langermann.jpg"
-            alt="ademamix benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/EggHolder.jpg"
+            alt="ademamix benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Griewank.jpg"
-            alt="ademamix benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Lévy.jpg"
+            alt="ademamix benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Schaffer%204.jpg"
-            alt="ademamix benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Ackley.jpg"
+            alt="ademamix benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #43</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Rastrigin.jpg"
-            alt="ademamix benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Cross-in-Tray.jpg"
+            alt="ademamix benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ademamix/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/adopt.html b/docs/vis/adopt.html
index d0b627f1..761e44d1 100644
--- a/docs/vis/adopt.html
+++ b/docs/vis/adopt.html
@@ -17,15 +17,15 @@ <h1>adopt Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">23</div>
+                    <div class="stat-value">14</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">26</div>
+                    <div class="stat-value">14</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.0779</div>
+                    <div class="stat-value">1.7306</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Gramacy%20&%20Lee%202D.jpg"
-            alt="adopt benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Rastrigin.jpg"
+            alt="adopt benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #47</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Drop-Wave.jpg"
-            alt="adopt benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Griewank.jpg"
+            alt="adopt benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #43</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Lévy.jpg"
-            alt="adopt benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Langermann%202.jpg"
+            alt="adopt benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/SchwefelSin.jpg"
-            alt="adopt benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Schaffer%204.jpg"
+            alt="adopt benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Weierstrass.jpg"
-            alt="adopt benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Styblinski-Tang.jpg"
+            alt="adopt benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #41</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #25</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Styblinski-Tang.jpg"
-            alt="adopt benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Weierstrass.jpg"
+            alt="adopt benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #24</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Cross-in-Tray.jpg"
-            alt="adopt benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Lévy%2013.jpg"
+            alt="adopt benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/EggHolder.jpg"
-            alt="adopt benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/MixedMichalewiczSphere.jpg"
+            alt="adopt benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Holder%20Table.jpg"
-            alt="adopt benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/SchwefelSin.jpg"
+            alt="adopt benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Lévy%2013.jpg"
-            alt="adopt benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Rosenbrock.jpg"
+            alt="adopt benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #36</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Schaffer%202.jpg"
-            alt="adopt benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Drop-Wave.jpg"
+            alt="adopt benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Shubert.jpg"
-            alt="adopt benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Schaffer%202.jpg"
+            alt="adopt benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Ackley.jpg"
-            alt="adopt benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Langermann.jpg"
+            alt="adopt benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Rosenbrock.jpg"
-            alt="adopt benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Gramacy%20&%20Lee%202D.jpg"
+            alt="adopt benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #37</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Langermann%202.jpg"
-            alt="adopt benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Shubert.jpg"
+            alt="adopt benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #47</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Langermann.jpg"
-            alt="adopt benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/EggHolder.jpg"
+            alt="adopt benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Griewank.jpg"
-            alt="adopt benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Lévy.jpg"
+            alt="adopt benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Schaffer%204.jpg"
-            alt="adopt benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Ackley.jpg"
+            alt="adopt benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Rastrigin.jpg"
-            alt="adopt benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Cross-in-Tray.jpg"
+            alt="adopt benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/adopt/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/aggmo.html b/docs/vis/aggmo.html
index 68855b12..93d42e91 100644
--- a/docs/vis/aggmo.html
+++ b/docs/vis/aggmo.html
@@ -21,11 +21,11 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">65</div>
+                    <div class="stat-value">67</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.5831</div>
+                    <div class="stat-value">3.2149</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Gramacy%20&%20Lee%202D.jpg"
-            alt="aggmo benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Rastrigin.jpg"
+            alt="aggmo benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Drop-Wave.jpg"
-            alt="aggmo benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Griewank.jpg"
+            alt="aggmo benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Lévy.jpg"
-            alt="aggmo benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Langermann%202.jpg"
+            alt="aggmo benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/SchwefelSin.jpg"
-            alt="aggmo benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Schaffer%204.jpg"
+            alt="aggmo benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Weierstrass.jpg"
-            alt="aggmo benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Styblinski-Tang.jpg"
+            alt="aggmo benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Styblinski-Tang.jpg"
-            alt="aggmo benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Weierstrass.jpg"
+            alt="aggmo benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Cross-in-Tray.jpg"
-            alt="aggmo benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Lévy%2013.jpg"
+            alt="aggmo benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/EggHolder.jpg"
-            alt="aggmo benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/MixedMichalewiczSphere.jpg"
+            alt="aggmo benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Holder%20Table.jpg"
-            alt="aggmo benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/SchwefelSin.jpg"
+            alt="aggmo benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Lévy%2013.jpg"
-            alt="aggmo benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Rosenbrock.jpg"
+            alt="aggmo benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Schaffer%202.jpg"
-            alt="aggmo benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Drop-Wave.jpg"
+            alt="aggmo benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Shubert.jpg"
-            alt="aggmo benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Schaffer%202.jpg"
+            alt="aggmo benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Shubert.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Ackley.jpg"
-            alt="aggmo benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Langermann.jpg"
+            alt="aggmo benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Rosenbrock.jpg"
-            alt="aggmo benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Gramacy%20&%20Lee%202D.jpg"
+            alt="aggmo benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #51</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Langermann%202.jpg"
-            alt="aggmo benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Shubert.jpg"
+            alt="aggmo benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Langermann.jpg"
-            alt="aggmo benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/EggHolder.jpg"
+            alt="aggmo benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Griewank.jpg"
-            alt="aggmo benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Lévy.jpg"
+            alt="aggmo benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Schaffer%204.jpg"
-            alt="aggmo benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Ackley.jpg"
+            alt="aggmo benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #61</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Rastrigin.jpg"
-            alt="aggmo benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Cross-in-Tray.jpg"
+            alt="aggmo benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aggmo/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/aida.html b/docs/vis/aida.html
index 9bd5497e..d69f61ea 100644
--- a/docs/vis/aida.html
+++ b/docs/vis/aida.html
@@ -17,7 +17,7 @@ <h1>aida Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">8</div>
+                    <div class="stat-value">7</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.8121</div>
+                    <div class="stat-value">1.625</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Gramacy%20&%20Lee%202D.jpg"
-            alt="aida benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Rastrigin.jpg"
+            alt="aida benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Drop-Wave.jpg"
-            alt="aida benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Griewank.jpg"
+            alt="aida benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #41</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Lévy.jpg"
-            alt="aida benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Langermann%202.jpg"
+            alt="aida benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/SchwefelSin.jpg"
-            alt="aida benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Schaffer%204.jpg"
+            alt="aida benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Weierstrass.jpg"
-            alt="aida benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Styblinski-Tang.jpg"
+            alt="aida benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #18</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Styblinski-Tang.jpg"
-            alt="aida benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Weierstrass.jpg"
+            alt="aida benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Cross-in-Tray.jpg"
-            alt="aida benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Lévy%2013.jpg"
+            alt="aida benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/EggHolder.jpg"
-            alt="aida benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/MixedMichalewiczSphere.jpg"
+            alt="aida benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Holder%20Table.jpg"
-            alt="aida benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/SchwefelSin.jpg"
+            alt="aida benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Lévy%2013.jpg"
-            alt="aida benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Rosenbrock.jpg"
+            alt="aida benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Schaffer%202.jpg"
-            alt="aida benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Drop-Wave.jpg"
+            alt="aida benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Shubert.jpg"
-            alt="aida benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Schaffer%202.jpg"
+            alt="aida benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Ackley.jpg"
-            alt="aida benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Langermann.jpg"
+            alt="aida benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Rosenbrock.jpg"
-            alt="aida benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Gramacy%20&%20Lee%202D.jpg"
+            alt="aida benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Langermann%202.jpg"
-            alt="aida benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Shubert.jpg"
+            alt="aida benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Langermann.jpg"
-            alt="aida benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/EggHolder.jpg"
+            alt="aida benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #43</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Griewank.jpg"
-            alt="aida benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Lévy.jpg"
+            alt="aida benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #36</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Schaffer%204.jpg"
-            alt="aida benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Ackley.jpg"
+            alt="aida benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Rastrigin.jpg"
-            alt="aida benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Cross-in-Tray.jpg"
+            alt="aida benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/aida/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/apollo.html b/docs/vis/apollo.html
index 01f238b2..c085825a 100644
--- a/docs/vis/apollo.html
+++ b/docs/vis/apollo.html
@@ -17,15 +17,15 @@ <h1>apollo Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">27</div>
+                    <div class="stat-value">25</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">22</div>
+                    <div class="stat-value">25</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.1055</div>
+                    <div class="stat-value">1.8723</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Gramacy%20&%20Lee%202D.jpg"
-            alt="apollo benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Rastrigin.jpg"
+            alt="apollo benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Drop-Wave.jpg"
-            alt="apollo benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Griewank.jpg"
+            alt="apollo benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Lévy.jpg"
-            alt="apollo benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Langermann%202.jpg"
+            alt="apollo benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/SchwefelSin.jpg"
-            alt="apollo benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Schaffer%204.jpg"
+            alt="apollo benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #36</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Weierstrass.jpg"
-            alt="apollo benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Styblinski-Tang.jpg"
+            alt="apollo benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Styblinski-Tang.jpg"
-            alt="apollo benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Weierstrass.jpg"
+            alt="apollo benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Cross-in-Tray.jpg"
-            alt="apollo benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Lévy%2013.jpg"
+            alt="apollo benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/EggHolder.jpg"
-            alt="apollo benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/MixedMichalewiczSphere.jpg"
+            alt="apollo benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Holder%20Table.jpg"
-            alt="apollo benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/SchwefelSin.jpg"
+            alt="apollo benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Lévy%2013.jpg"
-            alt="apollo benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Rosenbrock.jpg"
+            alt="apollo benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Schaffer%202.jpg"
-            alt="apollo benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Drop-Wave.jpg"
+            alt="apollo benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Shubert.jpg"
-            alt="apollo benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Schaffer%202.jpg"
+            alt="apollo benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Ackley.jpg"
-            alt="apollo benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Langermann.jpg"
+            alt="apollo benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Rosenbrock.jpg"
-            alt="apollo benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Gramacy%20&%20Lee%202D.jpg"
+            alt="apollo benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Langermann%202.jpg"
-            alt="apollo benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Shubert.jpg"
+            alt="apollo benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Langermann.jpg"
-            alt="apollo benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/EggHolder.jpg"
+            alt="apollo benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Griewank.jpg"
-            alt="apollo benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Lévy.jpg"
+            alt="apollo benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Schaffer%204.jpg"
-            alt="apollo benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Ackley.jpg"
+            alt="apollo benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Rastrigin.jpg"
-            alt="apollo benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Cross-in-Tray.jpg"
+            alt="apollo benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollo/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/apollodqn.html b/docs/vis/apollodqn.html
index e12b7409..74db1236 100644
--- a/docs/vis/apollodqn.html
+++ b/docs/vis/apollodqn.html
@@ -17,15 +17,15 @@ <h1>apollodqn Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">65</div>
+                    <div class="stat-value">60</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">59</div>
+                    <div class="stat-value">53</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.1834</div>
+                    <div class="stat-value">2.5855</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Gramacy%20&%20Lee%202D.jpg"
-            alt="apollodqn benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Rastrigin.jpg"
+            alt="apollodqn benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Drop-Wave.jpg"
-            alt="apollodqn benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Griewank.jpg"
+            alt="apollodqn benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Drop-Wave.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Lévy.jpg"
-            alt="apollodqn benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Langermann%202.jpg"
+            alt="apollodqn benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/SchwefelSin.jpg"
-            alt="apollodqn benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Schaffer%204.jpg"
+            alt="apollodqn benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Weierstrass.jpg"
-            alt="apollodqn benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Styblinski-Tang.jpg"
+            alt="apollodqn benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Styblinski-Tang.jpg"
-            alt="apollodqn benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Weierstrass.jpg"
+            alt="apollodqn benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Cross-in-Tray.jpg"
-            alt="apollodqn benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Lévy%2013.jpg"
+            alt="apollodqn benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/EggHolder.jpg"
-            alt="apollodqn benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/MixedMichalewiczSphere.jpg"
+            alt="apollodqn benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Holder%20Table.jpg"
-            alt="apollodqn benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/SchwefelSin.jpg"
+            alt="apollodqn benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Lévy%2013.jpg"
-            alt="apollodqn benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Rosenbrock.jpg"
+            alt="apollodqn benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #3</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Schaffer%202.jpg"
-            alt="apollodqn benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Drop-Wave.jpg"
+            alt="apollodqn benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Shubert.jpg"
-            alt="apollodqn benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Schaffer%202.jpg"
+            alt="apollodqn benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Ackley.jpg"
-            alt="apollodqn benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Langermann.jpg"
+            alt="apollodqn benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Rosenbrock.jpg"
-            alt="apollodqn benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Gramacy%20&%20Lee%202D.jpg"
+            alt="apollodqn benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Langermann%202.jpg"
-            alt="apollodqn benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Shubert.jpg"
+            alt="apollodqn benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Langermann.jpg"
-            alt="apollodqn benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/EggHolder.jpg"
+            alt="apollodqn benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Griewank.jpg"
-            alt="apollodqn benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Lévy.jpg"
+            alt="apollodqn benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Schaffer%204.jpg"
-            alt="apollodqn benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Ackley.jpg"
+            alt="apollodqn benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Rastrigin.jpg"
-            alt="apollodqn benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Cross-in-Tray.jpg"
+            alt="apollodqn benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/apollodqn/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/asgd.html b/docs/vis/asgd.html
index ac888db2..8ad35f3a 100644
--- a/docs/vis/asgd.html
+++ b/docs/vis/asgd.html
@@ -17,15 +17,15 @@ <h1>asgd Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">59</div>
+                    <div class="stat-value">62</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">68</div>
+                    <div class="stat-value">69</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.0381</div>
+                    <div class="stat-value">2.7416</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Gramacy%20&%20Lee%202D.jpg"
-            alt="asgd benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Rastrigin.jpg"
+            alt="asgd benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Drop-Wave.jpg"
-            alt="asgd benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Griewank.jpg"
+            alt="asgd benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Lévy.jpg"
-            alt="asgd benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Langermann%202.jpg"
+            alt="asgd benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #12</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/SchwefelSin.jpg"
-            alt="asgd benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Schaffer%204.jpg"
+            alt="asgd benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Weierstrass.jpg"
-            alt="asgd benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Styblinski-Tang.jpg"
+            alt="asgd benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Styblinski-Tang.jpg"
-            alt="asgd benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Weierstrass.jpg"
+            alt="asgd benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Cross-in-Tray.jpg"
-            alt="asgd benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Lévy%2013.jpg"
+            alt="asgd benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/EggHolder.jpg"
-            alt="asgd benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/MixedMichalewiczSphere.jpg"
+            alt="asgd benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Holder%20Table.jpg"
-            alt="asgd benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/SchwefelSin.jpg"
+            alt="asgd benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Lévy%2013.jpg"
-            alt="asgd benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Rosenbrock.jpg"
+            alt="asgd benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Schaffer%202.jpg"
-            alt="asgd benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Drop-Wave.jpg"
+            alt="asgd benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Shubert.jpg"
-            alt="asgd benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Schaffer%202.jpg"
+            alt="asgd benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #37</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Ackley.jpg"
-            alt="asgd benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Langermann.jpg"
+            alt="asgd benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Rosenbrock.jpg"
-            alt="asgd benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Gramacy%20&%20Lee%202D.jpg"
+            alt="asgd benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Langermann%202.jpg"
-            alt="asgd benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Shubert.jpg"
+            alt="asgd benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #38</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Langermann.jpg"
-            alt="asgd benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/EggHolder.jpg"
+            alt="asgd benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Griewank.jpg"
-            alt="asgd benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Lévy.jpg"
+            alt="asgd benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Schaffer%204.jpg"
-            alt="asgd benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Ackley.jpg"
+            alt="asgd benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Rastrigin.jpg"
-            alt="asgd benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Cross-in-Tray.jpg"
+            alt="asgd benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/asgd/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/avagrad.html b/docs/vis/avagrad.html
index e600f8da..d83763a9 100644
--- a/docs/vis/avagrad.html
+++ b/docs/vis/avagrad.html
@@ -17,7 +17,7 @@ <h1>avagrad Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">63</div>
+                    <div class="stat-value">58</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.1602</div>
+                    <div class="stat-value">2.5628</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Gramacy%20&%20Lee%202D.jpg"
-            alt="avagrad benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Rastrigin.jpg"
+            alt="avagrad benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #18</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Drop-Wave.jpg"
-            alt="avagrad benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Griewank.jpg"
+            alt="avagrad benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Lévy.jpg"
-            alt="avagrad benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Langermann%202.jpg"
+            alt="avagrad benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/SchwefelSin.jpg"
-            alt="avagrad benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Schaffer%204.jpg"
+            alt="avagrad benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Weierstrass.jpg"
-            alt="avagrad benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Styblinski-Tang.jpg"
+            alt="avagrad benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #31</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Styblinski-Tang.jpg"
-            alt="avagrad benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Weierstrass.jpg"
+            alt="avagrad benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Cross-in-Tray.jpg"
-            alt="avagrad benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Lévy%2013.jpg"
+            alt="avagrad benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/EggHolder.jpg"
-            alt="avagrad benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/MixedMichalewiczSphere.jpg"
+            alt="avagrad benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Holder%20Table.jpg"
-            alt="avagrad benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/SchwefelSin.jpg"
+            alt="avagrad benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Lévy%2013.jpg"
-            alt="avagrad benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Rosenbrock.jpg"
+            alt="avagrad benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Schaffer%202.jpg"
-            alt="avagrad benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Drop-Wave.jpg"
+            alt="avagrad benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Shubert.jpg"
-            alt="avagrad benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Schaffer%202.jpg"
+            alt="avagrad benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Ackley.jpg"
-            alt="avagrad benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Langermann.jpg"
+            alt="avagrad benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Rosenbrock.jpg"
-            alt="avagrad benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Gramacy%20&%20Lee%202D.jpg"
+            alt="avagrad benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Langermann%202.jpg"
-            alt="avagrad benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Shubert.jpg"
+            alt="avagrad benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Langermann.jpg"
-            alt="avagrad benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/EggHolder.jpg"
+            alt="avagrad benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Griewank.jpg"
-            alt="avagrad benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Lévy.jpg"
+            alt="avagrad benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Schaffer%204.jpg"
-            alt="avagrad benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Ackley.jpg"
+            alt="avagrad benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Rastrigin.jpg"
-            alt="avagrad benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Cross-in-Tray.jpg"
+            alt="avagrad benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/avagrad/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/came.html b/docs/vis/came.html
index d30746b0..6443249f 100644
--- a/docs/vis/came.html
+++ b/docs/vis/came.html
@@ -17,15 +17,15 @@ <h1>came Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">40</div>
+                    <div class="stat-value">42</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">31</div>
+                    <div class="stat-value">28</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.4156</div>
+                    <div class="stat-value">2.2071</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Gramacy%20&%20Lee%202D.jpg"
-            alt="came benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Rastrigin.jpg"
+            alt="came benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Drop-Wave.jpg"
-            alt="came benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Griewank.jpg"
+            alt="came benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Lévy.jpg"
-            alt="came benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Langermann%202.jpg"
+            alt="came benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/SchwefelSin.jpg"
-            alt="came benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Schaffer%204.jpg"
+            alt="came benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #18</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Weierstrass.jpg"
-            alt="came benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Styblinski-Tang.jpg"
+            alt="came benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Styblinski-Tang.jpg"
-            alt="came benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Weierstrass.jpg"
+            alt="came benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Cross-in-Tray.jpg"
-            alt="came benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Lévy%2013.jpg"
+            alt="came benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #36</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/EggHolder.jpg"
-            alt="came benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/MixedMichalewiczSphere.jpg"
+            alt="came benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Holder%20Table.jpg"
-            alt="came benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/SchwefelSin.jpg"
+            alt="came benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Lévy%2013.jpg"
-            alt="came benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Rosenbrock.jpg"
+            alt="came benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Schaffer%202.jpg"
-            alt="came benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Drop-Wave.jpg"
+            alt="came benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Shubert.jpg"
-            alt="came benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Schaffer%202.jpg"
+            alt="came benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Ackley.jpg"
-            alt="came benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Langermann.jpg"
+            alt="came benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Rosenbrock.jpg"
-            alt="came benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Gramacy%20&%20Lee%202D.jpg"
+            alt="came benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #26</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Langermann%202.jpg"
-            alt="came benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Shubert.jpg"
+            alt="came benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Langermann.jpg"
-            alt="came benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/EggHolder.jpg"
+            alt="came benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Griewank.jpg"
-            alt="came benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Lévy.jpg"
+            alt="came benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #61</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Schaffer%204.jpg"
-            alt="came benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Ackley.jpg"
+            alt="came benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Rastrigin.jpg"
-            alt="came benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Cross-in-Tray.jpg"
+            alt="came benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/came/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/conda.html b/docs/vis/conda.html
index b52bbb3c..7b3f4bfc 100644
--- a/docs/vis/conda.html
+++ b/docs/vis/conda.html
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Rosenbrock.jpg"
-            alt="conda benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Rastrigin.jpg"
+            alt="conda benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Shubert.jpg"
-            alt="conda benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Griewank.jpg"
+            alt="conda benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Langermann.jpg"
-            alt="conda benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Langermann%202.jpg"
+            alt="conda benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/MixedMichalewiczSphere.jpg"
-            alt="conda benchmark visualization on MixedMichalewiczSphere"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Schaffer%204.jpg"
+            alt="conda benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/MixedMichalewiczSphere.jpg')">🔍</button>
+        <div class="rank-badge">Rank #3</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">MixedMichalewiczSphere</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Weierstrass.jpg"
-            alt="conda benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Styblinski-Tang.jpg"
+            alt="conda benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Ackley.jpg"
-            alt="conda benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Weierstrass.jpg"
+            alt="conda benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/EggHolder.jpg"
-            alt="conda benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Lévy%2013.jpg"
+            alt="conda benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Lévy.jpg"
-            alt="conda benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/MixedMichalewiczSphere.jpg"
+            alt="conda benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Langermann%202.jpg"
-            alt="conda benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/SchwefelSin.jpg"
+            alt="conda benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Lévy%2013.jpg"
-            alt="conda benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Rosenbrock.jpg"
+            alt="conda benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Gramacy%20&%20Lee%202D.jpg"
-            alt="conda benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Drop-Wave.jpg"
+            alt="conda benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #12</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Griewank.jpg"
-            alt="conda benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Schaffer%202.jpg"
+            alt="conda benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Schaffer%202.jpg"
-            alt="conda benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Langermann.jpg"
+            alt="conda benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/SchwefelSin.jpg"
-            alt="conda benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Gramacy%20&%20Lee%202D.jpg"
+            alt="conda benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Drop-Wave.jpg"
-            alt="conda benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Shubert.jpg"
+            alt="conda benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Schaffer%204.jpg"
-            alt="conda benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/EggHolder.jpg"
+            alt="conda benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Rastrigin.jpg"
-            alt="conda benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Lévy.jpg"
+            alt="conda benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #38</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Cross-in-Tray.jpg"
-            alt="conda benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Ackley.jpg"
+            alt="conda benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Styblinski-Tang.jpg"
-            alt="conda benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Cross-in-Tray.jpg"
+            alt="conda benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://github.com/AidinHamedi/Optimizer-Benchmark/raw/vis-ref/results/conda/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/conda/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/dadaptadagrad.html b/docs/vis/dadaptadagrad.html
index fa9329fc..dc891219 100644
--- a/docs/vis/dadaptadagrad.html
+++ b/docs/vis/dadaptadagrad.html
@@ -17,15 +17,15 @@ <h1>dadaptadagrad Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">78</div>
+                    <div class="stat-value">83</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">88</div>
+                    <div class="stat-value">89</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.955</div>
+                    <div class="stat-value">3.9354</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Gramacy%20&%20Lee%202D.jpg"
-            alt="dadaptadagrad benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Rastrigin.jpg"
+            alt="dadaptadagrad benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Drop-Wave.jpg"
-            alt="dadaptadagrad benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Griewank.jpg"
+            alt="dadaptadagrad benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Lévy.jpg"
-            alt="dadaptadagrad benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Langermann%202.jpg"
+            alt="dadaptadagrad benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/SchwefelSin.jpg"
-            alt="dadaptadagrad benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Schaffer%204.jpg"
+            alt="dadaptadagrad benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Weierstrass.jpg"
-            alt="dadaptadagrad benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Styblinski-Tang.jpg"
+            alt="dadaptadagrad benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Styblinski-Tang.jpg"
-            alt="dadaptadagrad benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Weierstrass.jpg"
+            alt="dadaptadagrad benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Cross-in-Tray.jpg"
-            alt="dadaptadagrad benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Lévy%2013.jpg"
+            alt="dadaptadagrad benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/EggHolder.jpg"
-            alt="dadaptadagrad benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/MixedMichalewiczSphere.jpg"
+            alt="dadaptadagrad benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Holder%20Table.jpg"
-            alt="dadaptadagrad benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/SchwefelSin.jpg"
+            alt="dadaptadagrad benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #41</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Lévy%2013.jpg"
-            alt="dadaptadagrad benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Rosenbrock.jpg"
+            alt="dadaptadagrad benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Schaffer%202.jpg"
-            alt="dadaptadagrad benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Drop-Wave.jpg"
+            alt="dadaptadagrad benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Shubert.jpg"
-            alt="dadaptadagrad benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Schaffer%202.jpg"
+            alt="dadaptadagrad benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Ackley.jpg"
-            alt="dadaptadagrad benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Langermann.jpg"
+            alt="dadaptadagrad benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Rosenbrock.jpg"
-            alt="dadaptadagrad benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Gramacy%20&%20Lee%202D.jpg"
+            alt="dadaptadagrad benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Langermann%202.jpg"
-            alt="dadaptadagrad benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Shubert.jpg"
+            alt="dadaptadagrad benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Langermann.jpg"
-            alt="dadaptadagrad benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/EggHolder.jpg"
+            alt="dadaptadagrad benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Griewank.jpg"
-            alt="dadaptadagrad benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Lévy.jpg"
+            alt="dadaptadagrad benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Schaffer%204.jpg"
-            alt="dadaptadagrad benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Ackley.jpg"
+            alt="dadaptadagrad benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Schaffer%204.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Rastrigin.jpg"
-            alt="dadaptadagrad benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Cross-in-Tray.jpg"
+            alt="dadaptadagrad benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadagrad/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/dadaptadan.html b/docs/vis/dadaptadan.html
index b6af345f..1455586c 100644
--- a/docs/vis/dadaptadan.html
+++ b/docs/vis/dadaptadan.html
@@ -17,7 +17,7 @@ <h1>dadaptadan Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">89</div>
+                    <div class="stat-value">90</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">5.3934</div>
+                    <div class="stat-value">4.6635</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Gramacy%20&%20Lee%202D.jpg"
-            alt="dadaptadan benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Rastrigin.jpg"
+            alt="dadaptadan benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Drop-Wave.jpg"
-            alt="dadaptadan benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Griewank.jpg"
+            alt="dadaptadan benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Lévy.jpg"
-            alt="dadaptadan benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Langermann%202.jpg"
+            alt="dadaptadan benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/SchwefelSin.jpg"
-            alt="dadaptadan benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Schaffer%204.jpg"
+            alt="dadaptadan benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Weierstrass.jpg"
-            alt="dadaptadan benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Styblinski-Tang.jpg"
+            alt="dadaptadan benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Styblinski-Tang.jpg"
-            alt="dadaptadan benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Weierstrass.jpg"
+            alt="dadaptadan benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Cross-in-Tray.jpg"
-            alt="dadaptadan benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Lévy%2013.jpg"
+            alt="dadaptadan benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/EggHolder.jpg"
-            alt="dadaptadan benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/MixedMichalewiczSphere.jpg"
+            alt="dadaptadan benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Holder%20Table.jpg"
-            alt="dadaptadan benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/SchwefelSin.jpg"
+            alt="dadaptadan benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Lévy%2013.jpg"
-            alt="dadaptadan benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Rosenbrock.jpg"
+            alt="dadaptadan benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Schaffer%202.jpg"
-            alt="dadaptadan benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Drop-Wave.jpg"
+            alt="dadaptadan benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Shubert.jpg"
-            alt="dadaptadan benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Schaffer%202.jpg"
+            alt="dadaptadan benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Ackley.jpg"
-            alt="dadaptadan benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Langermann.jpg"
+            alt="dadaptadan benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Rosenbrock.jpg"
-            alt="dadaptadan benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Gramacy%20&%20Lee%202D.jpg"
+            alt="dadaptadan benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #18</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Langermann%202.jpg"
-            alt="dadaptadan benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Shubert.jpg"
+            alt="dadaptadan benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Langermann.jpg"
-            alt="dadaptadan benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/EggHolder.jpg"
+            alt="dadaptadan benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Griewank.jpg"
-            alt="dadaptadan benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Lévy.jpg"
+            alt="dadaptadan benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Schaffer%204.jpg"
-            alt="dadaptadan benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Ackley.jpg"
+            alt="dadaptadan benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Rastrigin.jpg"
-            alt="dadaptadan benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Cross-in-Tray.jpg"
+            alt="dadaptadan benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptadan/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/dadaptlion.html b/docs/vis/dadaptlion.html
index b77efe39..f477db52 100644
--- a/docs/vis/dadaptlion.html
+++ b/docs/vis/dadaptlion.html
@@ -17,15 +17,15 @@ <h1>dadaptlion Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">84</div>
+                    <div class="stat-value">88</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">84</div>
+                    <div class="stat-value">87</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">4.3568</div>
+                    <div class="stat-value">4.2419</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Gramacy%20&%20Lee%202D.jpg"
-            alt="dadaptlion benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Rastrigin.jpg"
+            alt="dadaptlion benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Drop-Wave.jpg"
-            alt="dadaptlion benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Griewank.jpg"
+            alt="dadaptlion benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Lévy.jpg"
-            alt="dadaptlion benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Langermann%202.jpg"
+            alt="dadaptlion benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #36</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/SchwefelSin.jpg"
-            alt="dadaptlion benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Schaffer%204.jpg"
+            alt="dadaptlion benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Weierstrass.jpg"
-            alt="dadaptlion benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Styblinski-Tang.jpg"
+            alt="dadaptlion benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Styblinski-Tang.jpg"
-            alt="dadaptlion benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Weierstrass.jpg"
+            alt="dadaptlion benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Cross-in-Tray.jpg"
-            alt="dadaptlion benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Lévy%2013.jpg"
+            alt="dadaptlion benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/EggHolder.jpg"
-            alt="dadaptlion benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/MixedMichalewiczSphere.jpg"
+            alt="dadaptlion benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Holder%20Table.jpg"
-            alt="dadaptlion benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/SchwefelSin.jpg"
+            alt="dadaptlion benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Lévy%2013.jpg"
-            alt="dadaptlion benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Rosenbrock.jpg"
+            alt="dadaptlion benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Schaffer%202.jpg"
-            alt="dadaptlion benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Drop-Wave.jpg"
+            alt="dadaptlion benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Shubert.jpg"
-            alt="dadaptlion benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Schaffer%202.jpg"
+            alt="dadaptlion benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Ackley.jpg"
-            alt="dadaptlion benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Langermann.jpg"
+            alt="dadaptlion benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Rosenbrock.jpg"
-            alt="dadaptlion benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Gramacy%20&%20Lee%202D.jpg"
+            alt="dadaptlion benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Langermann%202.jpg"
-            alt="dadaptlion benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Shubert.jpg"
+            alt="dadaptlion benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Langermann.jpg"
-            alt="dadaptlion benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/EggHolder.jpg"
+            alt="dadaptlion benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Griewank.jpg"
-            alt="dadaptlion benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Lévy.jpg"
+            alt="dadaptlion benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Schaffer%204.jpg"
-            alt="dadaptlion benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Ackley.jpg"
+            alt="dadaptlion benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Rastrigin.jpg"
-            alt="dadaptlion benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Cross-in-Tray.jpg"
+            alt="dadaptlion benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptlion/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/dadaptsgd.html b/docs/vis/dadaptsgd.html
index 0047f772..279e98e5 100644
--- a/docs/vis/dadaptsgd.html
+++ b/docs/vis/dadaptsgd.html
@@ -17,7 +17,7 @@ <h1>dadaptsgd Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">87</div>
+                    <div class="stat-value">91</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">4.9685</div>
+                    <div class="stat-value">4.8433</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Gramacy%20&%20Lee%202D.jpg"
-            alt="dadaptsgd benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Rastrigin.jpg"
+            alt="dadaptsgd benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Drop-Wave.jpg"
-            alt="dadaptsgd benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Griewank.jpg"
+            alt="dadaptsgd benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Lévy.jpg"
-            alt="dadaptsgd benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Langermann%202.jpg"
+            alt="dadaptsgd benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/SchwefelSin.jpg"
-            alt="dadaptsgd benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Schaffer%204.jpg"
+            alt="dadaptsgd benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Weierstrass.jpg"
-            alt="dadaptsgd benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Styblinski-Tang.jpg"
+            alt="dadaptsgd benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Styblinski-Tang.jpg"
-            alt="dadaptsgd benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Weierstrass.jpg"
+            alt="dadaptsgd benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Cross-in-Tray.jpg"
-            alt="dadaptsgd benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Lévy%2013.jpg"
+            alt="dadaptsgd benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/EggHolder.jpg"
-            alt="dadaptsgd benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/MixedMichalewiczSphere.jpg"
+            alt="dadaptsgd benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #37</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Holder%20Table.jpg"
-            alt="dadaptsgd benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/SchwefelSin.jpg"
+            alt="dadaptsgd benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #14</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Lévy%2013.jpg"
-            alt="dadaptsgd benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Rosenbrock.jpg"
+            alt="dadaptsgd benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #31</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Schaffer%202.jpg"
-            alt="dadaptsgd benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Drop-Wave.jpg"
+            alt="dadaptsgd benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Shubert.jpg"
-            alt="dadaptsgd benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Schaffer%202.jpg"
+            alt="dadaptsgd benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Ackley.jpg"
-            alt="dadaptsgd benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Langermann.jpg"
+            alt="dadaptsgd benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Rosenbrock.jpg"
-            alt="dadaptsgd benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Gramacy%20&%20Lee%202D.jpg"
+            alt="dadaptsgd benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Langermann%202.jpg"
-            alt="dadaptsgd benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Shubert.jpg"
+            alt="dadaptsgd benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #24</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Langermann.jpg"
-            alt="dadaptsgd benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/EggHolder.jpg"
+            alt="dadaptsgd benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #38</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Griewank.jpg"
-            alt="dadaptsgd benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Lévy.jpg"
+            alt="dadaptsgd benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Schaffer%204.jpg"
-            alt="dadaptsgd benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Ackley.jpg"
+            alt="dadaptsgd benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Rastrigin.jpg"
-            alt="dadaptsgd benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Cross-in-Tray.jpg"
+            alt="dadaptsgd benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/dadaptsgd/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/diffgrad.html b/docs/vis/diffgrad.html
index b843db9a..c9750c0a 100644
--- a/docs/vis/diffgrad.html
+++ b/docs/vis/diffgrad.html
@@ -17,15 +17,15 @@ <h1>diffgrad Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">69</div>
+                    <div class="stat-value">78</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">79</div>
+                    <div class="stat-value">84</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.2663</div>
+                    <div class="stat-value">3.2461</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,57 +38,71 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Gramacy%20&%20Lee%202D.jpg"
-            alt="diffgrad benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Rastrigin.jpg"
+            alt="diffgrad benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Drop-Wave.jpg"
-            alt="diffgrad benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Griewank.jpg"
+            alt="diffgrad benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Lévy.jpg"
-            alt="diffgrad benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Langermann%202.jpg"
+            alt="diffgrad benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/SchwefelSin.jpg"
-            alt="diffgrad benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Schaffer%204.jpg"
+            alt="diffgrad benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
+    </div>
+</div>
+<div class="card">
+    <div class="image-wrapper">
+        <img
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Styblinski-Tang.jpg"
+            alt="diffgrad benchmark visualization on Styblinski-Tang"
+            onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
+        />
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Styblinski-Tang.jpg')">🔍</button>
+    </div>
+    <div class="card-content">
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
@@ -108,71 +122,71 @@ <h3 class="function-name">Weierstrass</h3>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Styblinski-Tang.jpg"
-            alt="diffgrad benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Lévy%2013.jpg"
+            alt="diffgrad benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Cross-in-Tray.jpg"
-            alt="diffgrad benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/MixedMichalewiczSphere.jpg"
+            alt="diffgrad benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/EggHolder.jpg"
-            alt="diffgrad benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/SchwefelSin.jpg"
+            alt="diffgrad benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Holder%20Table.jpg"
-            alt="diffgrad benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Rosenbrock.jpg"
+            alt="diffgrad benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Lévy%2013.jpg"
-            alt="diffgrad benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Drop-Wave.jpg"
+            alt="diffgrad benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
@@ -182,7 +196,7 @@ <h3 class="function-name">Lévy 13</h3>
             alt="diffgrad benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
+        <div class="rank-badge">Rank #71</div>
         <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
@@ -192,113 +206,99 @@ <h3 class="function-name">Schaffer 2</h3>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Shubert.jpg"
-            alt="diffgrad benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Langermann.jpg"
+            alt="diffgrad benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Ackley.jpg"
-            alt="diffgrad benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Gramacy%20&%20Lee%202D.jpg"
+            alt="diffgrad benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Rosenbrock.jpg"
-            alt="diffgrad benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Shubert.jpg"
+            alt="diffgrad benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Langermann%202.jpg"
-            alt="diffgrad benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/EggHolder.jpg"
+            alt="diffgrad benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Langermann.jpg"
-            alt="diffgrad benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Lévy.jpg"
+            alt="diffgrad benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #61</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Langermann.jpg')">🔍</button>
-    </div>
-    <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
-    </div>
-</div>
-<div class="card">
-    <div class="image-wrapper">
-        <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Griewank.jpg"
-            alt="diffgrad benchmark visualization on Griewank"
-            onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
-        />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Griewank.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Schaffer%204.jpg"
-            alt="diffgrad benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Ackley.jpg"
+            alt="diffgrad benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Rastrigin.jpg"
-            alt="diffgrad benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Cross-in-Tray.jpg"
+            alt="diffgrad benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/diffgrad/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/emofact.html b/docs/vis/emofact.html
index 6bab414b..3239e1df 100644
--- a/docs/vis/emofact.html
+++ b/docs/vis/emofact.html
@@ -17,7 +17,7 @@ <h1>emofact Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">6</div>
+                    <div class="stat-value">4</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.7439</div>
+                    <div class="stat-value">1.5566</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Gramacy%20&%20Lee%202D.jpg"
-            alt="emofact benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Rastrigin.jpg"
+            alt="emofact benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Drop-Wave.jpg"
-            alt="emofact benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Griewank.jpg"
+            alt="emofact benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Lévy.jpg"
-            alt="emofact benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Langermann%202.jpg"
+            alt="emofact benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Lévy.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/SchwefelSin.jpg"
-            alt="emofact benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Schaffer%204.jpg"
+            alt="emofact benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Weierstrass.jpg"
-            alt="emofact benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Styblinski-Tang.jpg"
+            alt="emofact benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Styblinski-Tang.jpg"
-            alt="emofact benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Weierstrass.jpg"
+            alt="emofact benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Cross-in-Tray.jpg"
-            alt="emofact benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Lévy%2013.jpg"
+            alt="emofact benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #14</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/EggHolder.jpg"
-            alt="emofact benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/MixedMichalewiczSphere.jpg"
+            alt="emofact benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Holder%20Table.jpg"
-            alt="emofact benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/SchwefelSin.jpg"
+            alt="emofact benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Lévy%2013.jpg"
-            alt="emofact benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Rosenbrock.jpg"
+            alt="emofact benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Schaffer%202.jpg"
-            alt="emofact benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Drop-Wave.jpg"
+            alt="emofact benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Shubert.jpg"
-            alt="emofact benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Schaffer%202.jpg"
+            alt="emofact benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Ackley.jpg"
-            alt="emofact benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Langermann.jpg"
+            alt="emofact benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Rosenbrock.jpg"
-            alt="emofact benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Gramacy%20&%20Lee%202D.jpg"
+            alt="emofact benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Langermann%202.jpg"
-            alt="emofact benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Shubert.jpg"
+            alt="emofact benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Langermann.jpg"
-            alt="emofact benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/EggHolder.jpg"
+            alt="emofact benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Griewank.jpg"
-            alt="emofact benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Lévy.jpg"
+            alt="emofact benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Schaffer%204.jpg"
-            alt="emofact benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Ackley.jpg"
+            alt="emofact benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Rastrigin.jpg"
-            alt="emofact benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Cross-in-Tray.jpg"
+            alt="emofact benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emofact/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/emolynx.html b/docs/vis/emolynx.html
index 1c1bdae5..979396f1 100644
--- a/docs/vis/emolynx.html
+++ b/docs/vis/emolynx.html
@@ -17,15 +17,15 @@ <h1>emolynx Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">31</div>
+                    <div class="stat-value">37</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">38</div>
+                    <div class="stat-value">40</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.1835</div>
+                    <div class="stat-value">2.1561</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Gramacy%20&%20Lee%202D.jpg"
-            alt="emolynx benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Rastrigin.jpg"
+            alt="emolynx benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Drop-Wave.jpg"
-            alt="emolynx benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Griewank.jpg"
+            alt="emolynx benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Lévy.jpg"
-            alt="emolynx benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Langermann%202.jpg"
+            alt="emolynx benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/SchwefelSin.jpg"
-            alt="emolynx benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Schaffer%204.jpg"
+            alt="emolynx benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Weierstrass.jpg"
-            alt="emolynx benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Styblinski-Tang.jpg"
+            alt="emolynx benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Styblinski-Tang.jpg"
-            alt="emolynx benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Weierstrass.jpg"
+            alt="emolynx benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Cross-in-Tray.jpg"
-            alt="emolynx benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Lévy%2013.jpg"
+            alt="emolynx benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/EggHolder.jpg"
-            alt="emolynx benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/MixedMichalewiczSphere.jpg"
+            alt="emolynx benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Holder%20Table.jpg"
-            alt="emolynx benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/SchwefelSin.jpg"
+            alt="emolynx benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Lévy%2013.jpg"
-            alt="emolynx benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Rosenbrock.jpg"
+            alt="emolynx benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Schaffer%202.jpg"
-            alt="emolynx benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Drop-Wave.jpg"
+            alt="emolynx benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Shubert.jpg"
-            alt="emolynx benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Schaffer%202.jpg"
+            alt="emolynx benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Ackley.jpg"
-            alt="emolynx benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Langermann.jpg"
+            alt="emolynx benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Rosenbrock.jpg"
-            alt="emolynx benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Gramacy%20&%20Lee%202D.jpg"
+            alt="emolynx benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Langermann%202.jpg"
-            alt="emolynx benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Shubert.jpg"
+            alt="emolynx benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Langermann.jpg"
-            alt="emolynx benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/EggHolder.jpg"
+            alt="emolynx benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Griewank.jpg"
-            alt="emolynx benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Lévy.jpg"
+            alt="emolynx benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Schaffer%204.jpg"
-            alt="emolynx benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Ackley.jpg"
+            alt="emolynx benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Rastrigin.jpg"
-            alt="emolynx benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Cross-in-Tray.jpg"
+            alt="emolynx benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emolynx/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/emonavi.html b/docs/vis/emonavi.html
index 7b42eaa8..487f22d6 100644
--- a/docs/vis/emonavi.html
+++ b/docs/vis/emonavi.html
@@ -17,15 +17,15 @@ <h1>emonavi Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">3</div>
+                    <div class="stat-value">2</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1</div>
+                    <div class="stat-value">2</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.638</div>
+                    <div class="stat-value">1.4496</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Gramacy%20&%20Lee%202D.jpg"
-            alt="emonavi benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Rastrigin.jpg"
+            alt="emonavi benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #25</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Drop-Wave.jpg"
-            alt="emonavi benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Griewank.jpg"
+            alt="emonavi benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Lévy.jpg"
-            alt="emonavi benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Langermann%202.jpg"
+            alt="emonavi benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/SchwefelSin.jpg"
-            alt="emonavi benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Schaffer%204.jpg"
+            alt="emonavi benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Weierstrass.jpg"
-            alt="emonavi benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Styblinski-Tang.jpg"
+            alt="emonavi benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Styblinski-Tang.jpg"
-            alt="emonavi benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Weierstrass.jpg"
+            alt="emonavi benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #25</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Cross-in-Tray.jpg"
-            alt="emonavi benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Lévy%2013.jpg"
+            alt="emonavi benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/EggHolder.jpg"
-            alt="emonavi benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/MixedMichalewiczSphere.jpg"
+            alt="emonavi benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #14</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Holder%20Table.jpg"
-            alt="emonavi benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/SchwefelSin.jpg"
+            alt="emonavi benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Lévy%2013.jpg"
-            alt="emonavi benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Rosenbrock.jpg"
+            alt="emonavi benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Schaffer%202.jpg"
-            alt="emonavi benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Drop-Wave.jpg"
+            alt="emonavi benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Shubert.jpg"
-            alt="emonavi benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Schaffer%202.jpg"
+            alt="emonavi benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Ackley.jpg"
-            alt="emonavi benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Langermann.jpg"
+            alt="emonavi benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Rosenbrock.jpg"
-            alt="emonavi benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Gramacy%20&%20Lee%202D.jpg"
+            alt="emonavi benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Langermann%202.jpg"
-            alt="emonavi benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Shubert.jpg"
+            alt="emonavi benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Langermann.jpg"
-            alt="emonavi benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/EggHolder.jpg"
+            alt="emonavi benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #25</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Griewank.jpg"
-            alt="emonavi benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Lévy.jpg"
+            alt="emonavi benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Schaffer%204.jpg"
-            alt="emonavi benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Ackley.jpg"
+            alt="emonavi benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #3</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Rastrigin.jpg"
-            alt="emonavi benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Cross-in-Tray.jpg"
+            alt="emonavi benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #12</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emonavi/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/emoneco.html b/docs/vis/emoneco.html
index ad00412c..9adfb816 100644
--- a/docs/vis/emoneco.html
+++ b/docs/vis/emoneco.html
@@ -17,15 +17,15 @@ <h1>emoneco Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">51</div>
+                    <div class="stat-value">57</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">63</div>
+                    <div class="stat-value">64</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.8004</div>
+                    <div class="stat-value">2.5182</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Gramacy%20&%20Lee%202D.jpg"
-            alt="emoneco benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Rastrigin.jpg"
+            alt="emoneco benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Drop-Wave.jpg"
-            alt="emoneco benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Griewank.jpg"
+            alt="emoneco benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Lévy.jpg"
-            alt="emoneco benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Langermann%202.jpg"
+            alt="emoneco benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #43</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/SchwefelSin.jpg"
-            alt="emoneco benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Schaffer%204.jpg"
+            alt="emoneco benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Weierstrass.jpg"
-            alt="emoneco benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Styblinski-Tang.jpg"
+            alt="emoneco benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Styblinski-Tang.jpg"
-            alt="emoneco benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Weierstrass.jpg"
+            alt="emoneco benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Cross-in-Tray.jpg"
-            alt="emoneco benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Lévy%2013.jpg"
+            alt="emoneco benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #47</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/EggHolder.jpg"
-            alt="emoneco benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/MixedMichalewiczSphere.jpg"
+            alt="emoneco benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Holder%20Table.jpg"
-            alt="emoneco benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/SchwefelSin.jpg"
+            alt="emoneco benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Lévy%2013.jpg"
-            alt="emoneco benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Rosenbrock.jpg"
+            alt="emoneco benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Schaffer%202.jpg"
-            alt="emoneco benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Drop-Wave.jpg"
+            alt="emoneco benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Shubert.jpg"
-            alt="emoneco benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Schaffer%202.jpg"
+            alt="emoneco benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Ackley.jpg"
-            alt="emoneco benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Langermann.jpg"
+            alt="emoneco benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Rosenbrock.jpg"
-            alt="emoneco benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Gramacy%20&%20Lee%202D.jpg"
+            alt="emoneco benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Langermann%202.jpg"
-            alt="emoneco benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Shubert.jpg"
+            alt="emoneco benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Langermann.jpg"
-            alt="emoneco benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/EggHolder.jpg"
+            alt="emoneco benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Griewank.jpg"
-            alt="emoneco benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Lévy.jpg"
+            alt="emoneco benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Schaffer%204.jpg"
-            alt="emoneco benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Ackley.jpg"
+            alt="emoneco benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Rastrigin.jpg"
-            alt="emoneco benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Cross-in-Tray.jpg"
+            alt="emoneco benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emoneco/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/emozeal.html b/docs/vis/emozeal.html
index 9f4ec724..85358e2b 100644
--- a/docs/vis/emozeal.html
+++ b/docs/vis/emozeal.html
@@ -17,7 +17,7 @@ <h1>emozeal Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">7</div>
+                    <div class="stat-value">5</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.7439</div>
+                    <div class="stat-value">1.5566</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Gramacy%20&%20Lee%202D.jpg"
-            alt="emozeal benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Rastrigin.jpg"
+            alt="emozeal benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Drop-Wave.jpg"
-            alt="emozeal benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Griewank.jpg"
+            alt="emozeal benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Lévy.jpg"
-            alt="emozeal benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Langermann%202.jpg"
+            alt="emozeal benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Lévy.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/SchwefelSin.jpg"
-            alt="emozeal benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Schaffer%204.jpg"
+            alt="emozeal benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Weierstrass.jpg"
-            alt="emozeal benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Styblinski-Tang.jpg"
+            alt="emozeal benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Styblinski-Tang.jpg"
-            alt="emozeal benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Weierstrass.jpg"
+            alt="emozeal benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Cross-in-Tray.jpg"
-            alt="emozeal benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Lévy%2013.jpg"
+            alt="emozeal benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #14</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/EggHolder.jpg"
-            alt="emozeal benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/MixedMichalewiczSphere.jpg"
+            alt="emozeal benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Holder%20Table.jpg"
-            alt="emozeal benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/SchwefelSin.jpg"
+            alt="emozeal benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Lévy%2013.jpg"
-            alt="emozeal benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Rosenbrock.jpg"
+            alt="emozeal benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Schaffer%202.jpg"
-            alt="emozeal benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Drop-Wave.jpg"
+            alt="emozeal benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Shubert.jpg"
-            alt="emozeal benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Schaffer%202.jpg"
+            alt="emozeal benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Ackley.jpg"
-            alt="emozeal benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Langermann.jpg"
+            alt="emozeal benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Rosenbrock.jpg"
-            alt="emozeal benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Gramacy%20&%20Lee%202D.jpg"
+            alt="emozeal benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Langermann%202.jpg"
-            alt="emozeal benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Shubert.jpg"
+            alt="emozeal benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Langermann.jpg"
-            alt="emozeal benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/EggHolder.jpg"
+            alt="emozeal benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Griewank.jpg"
-            alt="emozeal benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Lévy.jpg"
+            alt="emozeal benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Schaffer%204.jpg"
-            alt="emozeal benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Ackley.jpg"
+            alt="emozeal benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Rastrigin.jpg"
-            alt="emozeal benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Cross-in-Tray.jpg"
+            alt="emozeal benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/emozeal/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/exadam.html b/docs/vis/exadam.html
index 1db3d867..a1adc7c7 100644
--- a/docs/vis/exadam.html
+++ b/docs/vis/exadam.html
@@ -17,15 +17,15 @@ <h1>exadam Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">62</div>
+                    <div class="stat-value">80</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">78</div>
+                    <div class="stat-value">90</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.0856</div>
+                    <div class="stat-value">3.4891</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Gramacy%20&%20Lee%202D.jpg"
-            alt="exadam benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Rastrigin.jpg"
+            alt="exadam benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Drop-Wave.jpg"
-            alt="exadam benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Griewank.jpg"
+            alt="exadam benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Lévy.jpg"
-            alt="exadam benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Langermann%202.jpg"
+            alt="exadam benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/SchwefelSin.jpg"
-            alt="exadam benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Schaffer%204.jpg"
+            alt="exadam benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Weierstrass.jpg"
-            alt="exadam benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Styblinski-Tang.jpg"
+            alt="exadam benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Styblinski-Tang.jpg"
-            alt="exadam benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Weierstrass.jpg"
+            alt="exadam benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Cross-in-Tray.jpg"
-            alt="exadam benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Lévy%2013.jpg"
+            alt="exadam benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/EggHolder.jpg"
-            alt="exadam benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/MixedMichalewiczSphere.jpg"
+            alt="exadam benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Holder%20Table.jpg"
-            alt="exadam benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/SchwefelSin.jpg"
+            alt="exadam benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #61</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Lévy%2013.jpg"
-            alt="exadam benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Rosenbrock.jpg"
+            alt="exadam benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Schaffer%202.jpg"
-            alt="exadam benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Drop-Wave.jpg"
+            alt="exadam benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Shubert.jpg"
-            alt="exadam benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Schaffer%202.jpg"
+            alt="exadam benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Ackley.jpg"
-            alt="exadam benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Langermann.jpg"
+            alt="exadam benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Rosenbrock.jpg"
-            alt="exadam benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Gramacy%20&%20Lee%202D.jpg"
+            alt="exadam benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Langermann%202.jpg"
-            alt="exadam benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Shubert.jpg"
+            alt="exadam benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Langermann.jpg"
-            alt="exadam benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/EggHolder.jpg"
+            alt="exadam benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Griewank.jpg"
-            alt="exadam benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Lévy.jpg"
+            alt="exadam benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Schaffer%204.jpg"
-            alt="exadam benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Ackley.jpg"
+            alt="exadam benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Rastrigin.jpg"
-            alt="exadam benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Cross-in-Tray.jpg"
+            alt="exadam benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/exadam/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/fadam.html b/docs/vis/fadam.html
index 8b8b6972..b6fa6705 100644
--- a/docs/vis/fadam.html
+++ b/docs/vis/fadam.html
@@ -17,7 +17,7 @@ <h1>fadam Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">5</div>
+                    <div class="stat-value">6</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.7388</div>
+                    <div class="stat-value">1.5652</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,57 +38,71 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Gramacy%20&%20Lee%202D.jpg"
-            alt="fadam benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Rastrigin.jpg"
+            alt="fadam benchmark visualization on Rastrigin"
+            onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
+        />
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Rastrigin.jpg')">🔍</button>
+    </div>
+    <div class="card-content">
+        <h3 class="function-name">Rastrigin</h3>
+    </div>
+</div>
+<div class="card">
+    <div class="image-wrapper">
+        <img
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Griewank.jpg"
+            alt="fadam benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #41</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Drop-Wave.jpg"
-            alt="fadam benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Langermann%202.jpg"
+            alt="fadam benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Lévy.jpg"
-            alt="fadam benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Schaffer%204.jpg"
+            alt="fadam benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #26</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/SchwefelSin.jpg"
-            alt="fadam benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Styblinski-Tang.jpg"
+            alt="fadam benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
@@ -98,7 +112,7 @@ <h3 class="function-name">SchwefelSin</h3>
             alt="fadam benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #24</div>
+        <div class="rank-badge">Rank #33</div>
         <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
@@ -108,71 +122,71 @@ <h3 class="function-name">Weierstrass</h3>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Styblinski-Tang.jpg"
-            alt="fadam benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Lévy%2013.jpg"
+            alt="fadam benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Cross-in-Tray.jpg"
-            alt="fadam benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/MixedMichalewiczSphere.jpg"
+            alt="fadam benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/EggHolder.jpg"
-            alt="fadam benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/SchwefelSin.jpg"
+            alt="fadam benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Holder%20Table.jpg"
-            alt="fadam benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Rosenbrock.jpg"
+            alt="fadam benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #27</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Lévy%2013.jpg"
-            alt="fadam benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Drop-Wave.jpg"
+            alt="fadam benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
@@ -192,113 +206,99 @@ <h3 class="function-name">Schaffer 2</h3>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Shubert.jpg"
-            alt="fadam benchmark visualization on Shubert"
-            onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
-        />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Shubert.jpg')">🔍</button>
-    </div>
-    <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
-    </div>
-</div>
-<div class="card">
-    <div class="image-wrapper">
-        <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Ackley.jpg"
-            alt="fadam benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Langermann.jpg"
+            alt="fadam benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Rosenbrock.jpg"
-            alt="fadam benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Gramacy%20&%20Lee%202D.jpg"
+            alt="fadam benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Langermann%202.jpg"
-            alt="fadam benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Shubert.jpg"
+            alt="fadam benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Langermann.jpg"
-            alt="fadam benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/EggHolder.jpg"
+            alt="fadam benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Griewank.jpg"
-            alt="fadam benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Lévy.jpg"
+            alt="fadam benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Schaffer%204.jpg"
-            alt="fadam benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Ackley.jpg"
+            alt="fadam benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Rastrigin.jpg"
-            alt="fadam benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Cross-in-Tray.jpg"
+            alt="fadam benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #26</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fadam/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/fira.html b/docs/vis/fira.html
index d9d88aac..30db0bc1 100644
--- a/docs/vis/fira.html
+++ b/docs/vis/fira.html
@@ -21,11 +21,11 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">21</div>
+                    <div class="stat-value">26</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.1055</div>
+                    <div class="stat-value">1.8723</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Gramacy%20&%20Lee%202D.jpg"
-            alt="fira benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Rastrigin.jpg"
+            alt="fira benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Drop-Wave.jpg"
-            alt="fira benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Griewank.jpg"
+            alt="fira benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Lévy.jpg"
-            alt="fira benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Langermann%202.jpg"
+            alt="fira benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/SchwefelSin.jpg"
-            alt="fira benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Schaffer%204.jpg"
+            alt="fira benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #36</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Weierstrass.jpg"
-            alt="fira benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Styblinski-Tang.jpg"
+            alt="fira benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Styblinski-Tang.jpg"
-            alt="fira benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Weierstrass.jpg"
+            alt="fira benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Cross-in-Tray.jpg"
-            alt="fira benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Lévy%2013.jpg"
+            alt="fira benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/EggHolder.jpg"
-            alt="fira benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/MixedMichalewiczSphere.jpg"
+            alt="fira benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Holder%20Table.jpg"
-            alt="fira benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/SchwefelSin.jpg"
+            alt="fira benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Lévy%2013.jpg"
-            alt="fira benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Rosenbrock.jpg"
+            alt="fira benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Schaffer%202.jpg"
-            alt="fira benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Drop-Wave.jpg"
+            alt="fira benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Shubert.jpg"
-            alt="fira benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Schaffer%202.jpg"
+            alt="fira benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Ackley.jpg"
-            alt="fira benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Langermann.jpg"
+            alt="fira benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Rosenbrock.jpg"
-            alt="fira benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Gramacy%20&%20Lee%202D.jpg"
+            alt="fira benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Langermann%202.jpg"
-            alt="fira benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Shubert.jpg"
+            alt="fira benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Langermann.jpg"
-            alt="fira benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/EggHolder.jpg"
+            alt="fira benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Griewank.jpg"
-            alt="fira benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Lévy.jpg"
+            alt="fira benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Schaffer%204.jpg"
-            alt="fira benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Ackley.jpg"
+            alt="fira benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Rastrigin.jpg"
-            alt="fira benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Cross-in-Tray.jpg"
+            alt="fira benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fira/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/focus.html b/docs/vis/focus.html
index fbab2b57..84cfb35c 100644
--- a/docs/vis/focus.html
+++ b/docs/vis/focus.html
@@ -17,15 +17,15 @@ <h1>focus Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">13</div>
+                    <div class="stat-value">16</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">14</div>
+                    <div class="stat-value">16</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.9194</div>
+                    <div class="stat-value">1.775</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Gramacy%20&%20Lee%202D.jpg"
-            alt="focus benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Rastrigin.jpg"
+            alt="focus benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Drop-Wave.jpg"
-            alt="focus benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Griewank.jpg"
+            alt="focus benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Lévy.jpg"
-            alt="focus benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Langermann%202.jpg"
+            alt="focus benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/SchwefelSin.jpg"
-            alt="focus benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Schaffer%204.jpg"
+            alt="focus benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Weierstrass.jpg"
-            alt="focus benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Styblinski-Tang.jpg"
+            alt="focus benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #14</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Styblinski-Tang.jpg"
-            alt="focus benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Weierstrass.jpg"
+            alt="focus benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Cross-in-Tray.jpg"
-            alt="focus benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Lévy%2013.jpg"
+            alt="focus benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/EggHolder.jpg"
-            alt="focus benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/MixedMichalewiczSphere.jpg"
+            alt="focus benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Holder%20Table.jpg"
-            alt="focus benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/SchwefelSin.jpg"
+            alt="focus benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Lévy%2013.jpg"
-            alt="focus benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Rosenbrock.jpg"
+            alt="focus benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Schaffer%202.jpg"
-            alt="focus benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Drop-Wave.jpg"
+            alt="focus benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Shubert.jpg"
-            alt="focus benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Schaffer%202.jpg"
+            alt="focus benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Ackley.jpg"
-            alt="focus benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Langermann.jpg"
+            alt="focus benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Rosenbrock.jpg"
-            alt="focus benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Gramacy%20&%20Lee%202D.jpg"
+            alt="focus benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Langermann%202.jpg"
-            alt="focus benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Shubert.jpg"
+            alt="focus benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Langermann.jpg"
-            alt="focus benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/EggHolder.jpg"
+            alt="focus benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #12</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Griewank.jpg"
-            alt="focus benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Lévy.jpg"
+            alt="focus benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Schaffer%204.jpg"
-            alt="focus benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Ackley.jpg"
+            alt="focus benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Rastrigin.jpg"
-            alt="focus benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Cross-in-Tray.jpg"
+            alt="focus benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/focus/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/fromage.html b/docs/vis/fromage.html
index 9d0773b8..304ee934 100644
--- a/docs/vis/fromage.html
+++ b/docs/vis/fromage.html
@@ -17,15 +17,15 @@ <h1>fromage Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">44</div>
+                    <div class="stat-value">39</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">61</div>
+                    <div class="stat-value">62</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.5787</div>
+                    <div class="stat-value">2.1784</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Gramacy%20&%20Lee%202D.jpg"
-            alt="fromage benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Rastrigin.jpg"
+            alt="fromage benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Drop-Wave.jpg"
-            alt="fromage benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Griewank.jpg"
+            alt="fromage benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Lévy.jpg"
-            alt="fromage benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Langermann%202.jpg"
+            alt="fromage benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/SchwefelSin.jpg"
-            alt="fromage benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Schaffer%204.jpg"
+            alt="fromage benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Weierstrass.jpg"
-            alt="fromage benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Styblinski-Tang.jpg"
+            alt="fromage benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Styblinski-Tang.jpg"
-            alt="fromage benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Weierstrass.jpg"
+            alt="fromage benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Cross-in-Tray.jpg"
-            alt="fromage benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Lévy%2013.jpg"
+            alt="fromage benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/EggHolder.jpg"
-            alt="fromage benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/MixedMichalewiczSphere.jpg"
+            alt="fromage benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Holder%20Table.jpg"
-            alt="fromage benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/SchwefelSin.jpg"
+            alt="fromage benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Lévy%2013.jpg"
-            alt="fromage benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Rosenbrock.jpg"
+            alt="fromage benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Schaffer%202.jpg"
-            alt="fromage benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Drop-Wave.jpg"
+            alt="fromage benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Shubert.jpg"
-            alt="fromage benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Schaffer%202.jpg"
+            alt="fromage benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #3</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Ackley.jpg"
-            alt="fromage benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Langermann.jpg"
+            alt="fromage benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Rosenbrock.jpg"
-            alt="fromage benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Gramacy%20&%20Lee%202D.jpg"
+            alt="fromage benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Langermann%202.jpg"
-            alt="fromage benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Shubert.jpg"
+            alt="fromage benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Langermann.jpg"
-            alt="fromage benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/EggHolder.jpg"
+            alt="fromage benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Griewank.jpg"
-            alt="fromage benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Lévy.jpg"
+            alt="fromage benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Schaffer%204.jpg"
-            alt="fromage benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Ackley.jpg"
+            alt="fromage benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Rastrigin.jpg"
-            alt="fromage benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Cross-in-Tray.jpg"
+            alt="fromage benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/fromage/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/ftrl.html b/docs/vis/ftrl.html
index ef7aa469..b017fd36 100644
--- a/docs/vis/ftrl.html
+++ b/docs/vis/ftrl.html
@@ -17,15 +17,15 @@ <h1>ftrl Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">55</div>
+                    <div class="stat-value">67</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">72</div>
+                    <div class="stat-value">76</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.9649</div>
+                    <div class="stat-value">2.9376</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Gramacy%20&%20Lee%202D.jpg"
-            alt="ftrl benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Rastrigin.jpg"
+            alt="ftrl benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Drop-Wave.jpg"
-            alt="ftrl benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Griewank.jpg"
+            alt="ftrl benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Lévy.jpg"
-            alt="ftrl benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Langermann%202.jpg"
+            alt="ftrl benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/SchwefelSin.jpg"
-            alt="ftrl benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Schaffer%204.jpg"
+            alt="ftrl benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Weierstrass.jpg"
-            alt="ftrl benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Styblinski-Tang.jpg"
+            alt="ftrl benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Styblinski-Tang.jpg"
-            alt="ftrl benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Weierstrass.jpg"
+            alt="ftrl benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Cross-in-Tray.jpg"
-            alt="ftrl benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Lévy%2013.jpg"
+            alt="ftrl benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/EggHolder.jpg"
-            alt="ftrl benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/MixedMichalewiczSphere.jpg"
+            alt="ftrl benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Holder%20Table.jpg"
-            alt="ftrl benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/SchwefelSin.jpg"
+            alt="ftrl benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Lévy%2013.jpg"
-            alt="ftrl benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Rosenbrock.jpg"
+            alt="ftrl benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Schaffer%202.jpg"
-            alt="ftrl benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Drop-Wave.jpg"
+            alt="ftrl benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Shubert.jpg"
-            alt="ftrl benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Schaffer%202.jpg"
+            alt="ftrl benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Ackley.jpg"
-            alt="ftrl benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Langermann.jpg"
+            alt="ftrl benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #38</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Rosenbrock.jpg"
-            alt="ftrl benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Gramacy%20&%20Lee%202D.jpg"
+            alt="ftrl benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Langermann%202.jpg"
-            alt="ftrl benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Shubert.jpg"
+            alt="ftrl benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #43</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Langermann.jpg"
-            alt="ftrl benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/EggHolder.jpg"
+            alt="ftrl benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #37</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Griewank.jpg"
-            alt="ftrl benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Lévy.jpg"
+            alt="ftrl benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Schaffer%204.jpg"
-            alt="ftrl benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Ackley.jpg"
+            alt="ftrl benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Rastrigin.jpg"
-            alt="ftrl benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Cross-in-Tray.jpg"
+            alt="ftrl benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ftrl/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/galore.html b/docs/vis/galore.html
index 0ba2d5d8..6f921f92 100644
--- a/docs/vis/galore.html
+++ b/docs/vis/galore.html
@@ -17,15 +17,15 @@ <h1>galore Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">28</div>
+                    <div class="stat-value">27</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">23</div>
+                    <div class="stat-value">27</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.1055</div>
+                    <div class="stat-value">1.8723</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Gramacy%20&%20Lee%202D.jpg"
-            alt="galore benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Rastrigin.jpg"
+            alt="galore benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Drop-Wave.jpg"
-            alt="galore benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Griewank.jpg"
+            alt="galore benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Lévy.jpg"
-            alt="galore benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Langermann%202.jpg"
+            alt="galore benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/SchwefelSin.jpg"
-            alt="galore benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Schaffer%204.jpg"
+            alt="galore benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #36</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Weierstrass.jpg"
-            alt="galore benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Styblinski-Tang.jpg"
+            alt="galore benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Styblinski-Tang.jpg"
-            alt="galore benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Weierstrass.jpg"
+            alt="galore benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Cross-in-Tray.jpg"
-            alt="galore benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Lévy%2013.jpg"
+            alt="galore benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/EggHolder.jpg"
-            alt="galore benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/MixedMichalewiczSphere.jpg"
+            alt="galore benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Holder%20Table.jpg"
-            alt="galore benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/SchwefelSin.jpg"
+            alt="galore benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Lévy%2013.jpg"
-            alt="galore benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Rosenbrock.jpg"
+            alt="galore benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Schaffer%202.jpg"
-            alt="galore benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Drop-Wave.jpg"
+            alt="galore benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Shubert.jpg"
-            alt="galore benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Schaffer%202.jpg"
+            alt="galore benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Ackley.jpg"
-            alt="galore benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Langermann.jpg"
+            alt="galore benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Rosenbrock.jpg"
-            alt="galore benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Gramacy%20&%20Lee%202D.jpg"
+            alt="galore benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Langermann%202.jpg"
-            alt="galore benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Shubert.jpg"
+            alt="galore benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Langermann.jpg"
-            alt="galore benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/EggHolder.jpg"
+            alt="galore benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Griewank.jpg"
-            alt="galore benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Lévy.jpg"
+            alt="galore benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Schaffer%204.jpg"
-            alt="galore benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Ackley.jpg"
+            alt="galore benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Rastrigin.jpg"
-            alt="galore benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Cross-in-Tray.jpg"
+            alt="galore benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/galore/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/grams.html b/docs/vis/grams.html
index 57d140f1..1088e2b3 100644
--- a/docs/vis/grams.html
+++ b/docs/vis/grams.html
@@ -17,15 +17,15 @@ <h1>grams Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">80</div>
+                    <div class="stat-value">87</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">92</div>
+                    <div class="stat-value">93</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">4.0616</div>
+                    <div class="stat-value">4.1952</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Gramacy%20&%20Lee%202D.jpg"
-            alt="grams benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Rastrigin.jpg"
+            alt="grams benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Drop-Wave.jpg"
-            alt="grams benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Griewank.jpg"
+            alt="grams benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Lévy.jpg"
-            alt="grams benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Langermann%202.jpg"
+            alt="grams benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/SchwefelSin.jpg"
-            alt="grams benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Schaffer%204.jpg"
+            alt="grams benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Weierstrass.jpg"
-            alt="grams benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Styblinski-Tang.jpg"
+            alt="grams benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Styblinski-Tang.jpg"
-            alt="grams benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Weierstrass.jpg"
+            alt="grams benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Cross-in-Tray.jpg"
-            alt="grams benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Lévy%2013.jpg"
+            alt="grams benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/EggHolder.jpg"
-            alt="grams benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/MixedMichalewiczSphere.jpg"
+            alt="grams benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Holder%20Table.jpg"
-            alt="grams benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/SchwefelSin.jpg"
+            alt="grams benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Lévy%2013.jpg"
-            alt="grams benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Rosenbrock.jpg"
+            alt="grams benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Schaffer%202.jpg"
-            alt="grams benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Drop-Wave.jpg"
+            alt="grams benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Shubert.jpg"
-            alt="grams benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Schaffer%202.jpg"
+            alt="grams benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Ackley.jpg"
-            alt="grams benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Langermann.jpg"
+            alt="grams benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Rosenbrock.jpg"
-            alt="grams benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Gramacy%20&%20Lee%202D.jpg"
+            alt="grams benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Langermann%202.jpg"
-            alt="grams benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Shubert.jpg"
+            alt="grams benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Langermann.jpg"
-            alt="grams benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/EggHolder.jpg"
+            alt="grams benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Griewank.jpg"
-            alt="grams benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Lévy.jpg"
+            alt="grams benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Schaffer%204.jpg"
-            alt="grams benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Ackley.jpg"
+            alt="grams benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Rastrigin.jpg"
-            alt="grams benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Cross-in-Tray.jpg"
+            alt="grams benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grams/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/gravity.html b/docs/vis/gravity.html
index a39e6c27..7f007336 100644
--- a/docs/vis/gravity.html
+++ b/docs/vis/gravity.html
@@ -17,15 +17,15 @@ <h1>gravity Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">82</div>
+                    <div class="stat-value">73</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">57</div>
+                    <div class="stat-value">49</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">4.1231</div>
+                    <div class="stat-value">3.0977</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Gramacy%20&%20Lee%202D.jpg"
-            alt="gravity benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Rastrigin.jpg"
+            alt="gravity benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #11</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Drop-Wave.jpg"
-            alt="gravity benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Griewank.jpg"
+            alt="gravity benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Lévy.jpg"
-            alt="gravity benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Langermann%202.jpg"
+            alt="gravity benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/SchwefelSin.jpg"
-            alt="gravity benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Schaffer%204.jpg"
+            alt="gravity benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #51</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Weierstrass.jpg"
-            alt="gravity benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Styblinski-Tang.jpg"
+            alt="gravity benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Styblinski-Tang.jpg"
-            alt="gravity benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Weierstrass.jpg"
+            alt="gravity benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Cross-in-Tray.jpg"
-            alt="gravity benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Lévy%2013.jpg"
+            alt="gravity benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/EggHolder.jpg"
-            alt="gravity benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/MixedMichalewiczSphere.jpg"
+            alt="gravity benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Holder%20Table.jpg"
-            alt="gravity benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/SchwefelSin.jpg"
+            alt="gravity benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Lévy%2013.jpg"
-            alt="gravity benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Rosenbrock.jpg"
+            alt="gravity benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Schaffer%202.jpg"
-            alt="gravity benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Drop-Wave.jpg"
+            alt="gravity benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Shubert.jpg"
-            alt="gravity benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Schaffer%202.jpg"
+            alt="gravity benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Ackley.jpg"
-            alt="gravity benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Langermann.jpg"
+            alt="gravity benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #24</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Rosenbrock.jpg"
-            alt="gravity benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Gramacy%20&%20Lee%202D.jpg"
+            alt="gravity benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Langermann%202.jpg"
-            alt="gravity benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Shubert.jpg"
+            alt="gravity benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Langermann.jpg"
-            alt="gravity benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/EggHolder.jpg"
+            alt="gravity benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Griewank.jpg"
-            alt="gravity benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Lévy.jpg"
+            alt="gravity benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Schaffer%204.jpg"
-            alt="gravity benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Ackley.jpg"
+            alt="gravity benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Rastrigin.jpg"
-            alt="gravity benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Cross-in-Tray.jpg"
+            alt="gravity benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #24</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #51</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/gravity/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/grokfastadamw.html b/docs/vis/grokfastadamw.html
index 06a03e86..7e73f95d 100644
--- a/docs/vis/grokfastadamw.html
+++ b/docs/vis/grokfastadamw.html
@@ -17,15 +17,15 @@ <h1>grokfastadamw Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">16</div>
+                    <div class="stat-value">29</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">13</div>
+                    <div class="stat-value">23</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.9688</div>
+                    <div class="stat-value">1.9149</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Gramacy%20&%20Lee%202D.jpg"
-            alt="grokfastadamw benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Rastrigin.jpg"
+            alt="grokfastadamw benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Drop-Wave.jpg"
-            alt="grokfastadamw benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Griewank.jpg"
+            alt="grokfastadamw benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Lévy.jpg"
-            alt="grokfastadamw benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Langermann%202.jpg"
+            alt="grokfastadamw benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/SchwefelSin.jpg"
-            alt="grokfastadamw benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Schaffer%204.jpg"
+            alt="grokfastadamw benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Weierstrass.jpg"
-            alt="grokfastadamw benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Styblinski-Tang.jpg"
+            alt="grokfastadamw benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Styblinski-Tang.jpg"
-            alt="grokfastadamw benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Weierstrass.jpg"
+            alt="grokfastadamw benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Cross-in-Tray.jpg"
-            alt="grokfastadamw benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Lévy%2013.jpg"
+            alt="grokfastadamw benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/EggHolder.jpg"
-            alt="grokfastadamw benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/MixedMichalewiczSphere.jpg"
+            alt="grokfastadamw benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Holder%20Table.jpg"
-            alt="grokfastadamw benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/SchwefelSin.jpg"
+            alt="grokfastadamw benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Lévy%2013.jpg"
-            alt="grokfastadamw benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Rosenbrock.jpg"
+            alt="grokfastadamw benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Schaffer%202.jpg"
-            alt="grokfastadamw benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Drop-Wave.jpg"
+            alt="grokfastadamw benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Shubert.jpg"
-            alt="grokfastadamw benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Schaffer%202.jpg"
+            alt="grokfastadamw benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Ackley.jpg"
-            alt="grokfastadamw benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Langermann.jpg"
+            alt="grokfastadamw benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Rosenbrock.jpg"
-            alt="grokfastadamw benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Gramacy%20&%20Lee%202D.jpg"
+            alt="grokfastadamw benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Rosenbrock.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Langermann%202.jpg"
-            alt="grokfastadamw benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Shubert.jpg"
+            alt="grokfastadamw benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Langermann.jpg"
-            alt="grokfastadamw benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/EggHolder.jpg"
+            alt="grokfastadamw benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Griewank.jpg"
-            alt="grokfastadamw benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Lévy.jpg"
+            alt="grokfastadamw benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Schaffer%204.jpg"
-            alt="grokfastadamw benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Ackley.jpg"
+            alt="grokfastadamw benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Rastrigin.jpg"
-            alt="grokfastadamw benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Cross-in-Tray.jpg"
+            alt="grokfastadamw benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/grokfastadamw/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/kate.html b/docs/vis/kate.html
index 9a6e20e2..c3449dc3 100644
--- a/docs/vis/kate.html
+++ b/docs/vis/kate.html
@@ -17,7 +17,7 @@ <h1>kate Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">83</div>
+                    <div class="stat-value">82</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">4.2841</div>
+                    <div class="stat-value">3.6764</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Gramacy%20&%20Lee%202D.jpg"
-            alt="kate benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Rastrigin.jpg"
+            alt="kate benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Drop-Wave.jpg"
-            alt="kate benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Griewank.jpg"
+            alt="kate benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Lévy.jpg"
-            alt="kate benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Langermann%202.jpg"
+            alt="kate benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/SchwefelSin.jpg"
-            alt="kate benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Schaffer%204.jpg"
+            alt="kate benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Weierstrass.jpg"
-            alt="kate benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Styblinski-Tang.jpg"
+            alt="kate benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Styblinski-Tang.jpg"
-            alt="kate benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Weierstrass.jpg"
+            alt="kate benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Cross-in-Tray.jpg"
-            alt="kate benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Lévy%2013.jpg"
+            alt="kate benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/EggHolder.jpg"
-            alt="kate benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/MixedMichalewiczSphere.jpg"
+            alt="kate benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Holder%20Table.jpg"
-            alt="kate benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/SchwefelSin.jpg"
+            alt="kate benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Lévy%2013.jpg"
-            alt="kate benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Rosenbrock.jpg"
+            alt="kate benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Schaffer%202.jpg"
-            alt="kate benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Drop-Wave.jpg"
+            alt="kate benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Shubert.jpg"
-            alt="kate benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Schaffer%202.jpg"
+            alt="kate benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Ackley.jpg"
-            alt="kate benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Langermann.jpg"
+            alt="kate benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Rosenbrock.jpg"
-            alt="kate benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Gramacy%20&%20Lee%202D.jpg"
+            alt="kate benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Langermann%202.jpg"
-            alt="kate benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Shubert.jpg"
+            alt="kate benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Langermann.jpg"
-            alt="kate benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/EggHolder.jpg"
+            alt="kate benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Griewank.jpg"
-            alt="kate benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Lévy.jpg"
+            alt="kate benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Schaffer%204.jpg"
-            alt="kate benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Ackley.jpg"
+            alt="kate benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Rastrigin.jpg"
-            alt="kate benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Cross-in-Tray.jpg"
+            alt="kate benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kate/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/kron.html b/docs/vis/kron.html
index b5ff4323..39fbaceb 100644
--- a/docs/vis/kron.html
+++ b/docs/vis/kron.html
@@ -17,15 +17,15 @@ <h1>kron Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">10</div>
+                    <div class="stat-value">15</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">9</div>
+                    <div class="stat-value">10</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.8566</div>
+                    <div class="stat-value">1.7323</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Gramacy%20&%20Lee%202D.jpg"
-            alt="kron benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Rastrigin.jpg"
+            alt="kron benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Drop-Wave.jpg"
-            alt="kron benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Griewank.jpg"
+            alt="kron benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Lévy.jpg"
-            alt="kron benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Langermann%202.jpg"
+            alt="kron benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/SchwefelSin.jpg"
-            alt="kron benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Schaffer%204.jpg"
+            alt="kron benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Weierstrass.jpg"
-            alt="kron benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Styblinski-Tang.jpg"
+            alt="kron benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Styblinski-Tang.jpg"
-            alt="kron benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Weierstrass.jpg"
+            alt="kron benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Cross-in-Tray.jpg"
-            alt="kron benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Lévy%2013.jpg"
+            alt="kron benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #11</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/EggHolder.jpg"
-            alt="kron benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/MixedMichalewiczSphere.jpg"
+            alt="kron benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Holder%20Table.jpg"
-            alt="kron benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/SchwefelSin.jpg"
+            alt="kron benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Holder%20Table.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Lévy%2013.jpg"
-            alt="kron benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Rosenbrock.jpg"
+            alt="kron benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Schaffer%202.jpg"
-            alt="kron benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Drop-Wave.jpg"
+            alt="kron benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Shubert.jpg"
-            alt="kron benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Schaffer%202.jpg"
+            alt="kron benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Ackley.jpg"
-            alt="kron benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Langermann.jpg"
+            alt="kron benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #11</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #3</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Rosenbrock.jpg"
-            alt="kron benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Gramacy%20&%20Lee%202D.jpg"
+            alt="kron benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Langermann%202.jpg"
-            alt="kron benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Shubert.jpg"
+            alt="kron benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Langermann.jpg"
-            alt="kron benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/EggHolder.jpg"
+            alt="kron benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Griewank.jpg"
-            alt="kron benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Lévy.jpg"
+            alt="kron benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Schaffer%204.jpg"
-            alt="kron benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Ackley.jpg"
+            alt="kron benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Rastrigin.jpg"
-            alt="kron benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Cross-in-Tray.jpg"
+            alt="kron benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/kron/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/lamb.html b/docs/vis/lamb.html
index e2c47433..a447a29f 100644
--- a/docs/vis/lamb.html
+++ b/docs/vis/lamb.html
@@ -17,15 +17,15 @@ <h1>lamb Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">58</div>
+                    <div class="stat-value">71</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">69</div>
+                    <div class="stat-value">78</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.0246</div>
+                    <div class="stat-value">3.0434</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,57 +38,71 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Gramacy%20&%20Lee%202D.jpg"
-            alt="lamb benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Rastrigin.jpg"
+            alt="lamb benchmark visualization on Rastrigin"
+            onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
+        />
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Rastrigin.jpg')">🔍</button>
+    </div>
+    <div class="card-content">
+        <h3 class="function-name">Rastrigin</h3>
+    </div>
+</div>
+<div class="card">
+    <div class="image-wrapper">
+        <img
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Griewank.jpg"
+            alt="lamb benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Drop-Wave.jpg"
-            alt="lamb benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Langermann%202.jpg"
+            alt="lamb benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Lévy.jpg"
-            alt="lamb benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Schaffer%204.jpg"
+            alt="lamb benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #43</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/SchwefelSin.jpg"
-            alt="lamb benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Styblinski-Tang.jpg"
+            alt="lamb benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
@@ -98,7 +112,7 @@ <h3 class="function-name">SchwefelSin</h3>
             alt="lamb benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
+        <div class="rank-badge">Rank #77</div>
         <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
@@ -108,71 +122,71 @@ <h3 class="function-name">Weierstrass</h3>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Styblinski-Tang.jpg"
-            alt="lamb benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Lévy%2013.jpg"
+            alt="lamb benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Styblinski-Tang.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Cross-in-Tray.jpg"
-            alt="lamb benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/MixedMichalewiczSphere.jpg"
+            alt="lamb benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/EggHolder.jpg"
-            alt="lamb benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/SchwefelSin.jpg"
+            alt="lamb benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Holder%20Table.jpg"
-            alt="lamb benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Rosenbrock.jpg"
+            alt="lamb benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Lévy%2013.jpg"
-            alt="lamb benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Drop-Wave.jpg"
+            alt="lamb benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
@@ -182,7 +196,7 @@ <h3 class="function-name">Lévy 13</h3>
             alt="lamb benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
+        <div class="rank-badge">Rank #47</div>
         <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
@@ -192,113 +206,99 @@ <h3 class="function-name">Schaffer 2</h3>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Shubert.jpg"
-            alt="lamb benchmark visualization on Shubert"
-            onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
-        />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Shubert.jpg')">🔍</button>
-    </div>
-    <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
-    </div>
-</div>
-<div class="card">
-    <div class="image-wrapper">
-        <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Ackley.jpg"
-            alt="lamb benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Langermann.jpg"
+            alt="lamb benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Rosenbrock.jpg"
-            alt="lamb benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Gramacy%20&%20Lee%202D.jpg"
+            alt="lamb benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Langermann%202.jpg"
-            alt="lamb benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Shubert.jpg"
+            alt="lamb benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Langermann.jpg"
-            alt="lamb benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/EggHolder.jpg"
+            alt="lamb benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Griewank.jpg"
-            alt="lamb benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Lévy.jpg"
+            alt="lamb benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Schaffer%204.jpg"
-            alt="lamb benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Ackley.jpg"
+            alt="lamb benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Rastrigin.jpg"
-            alt="lamb benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Cross-in-Tray.jpg"
+            alt="lamb benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lamb/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/laprop.html b/docs/vis/laprop.html
index b4c631de..789a2e55 100644
--- a/docs/vis/laprop.html
+++ b/docs/vis/laprop.html
@@ -17,15 +17,15 @@ <h1>laprop Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">34</div>
+                    <div class="stat-value">33</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">28</div>
+                    <div class="stat-value">24</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.2116</div>
+                    <div class="stat-value">2.0035</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Gramacy%20&%20Lee%202D.jpg"
-            alt="laprop benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Rastrigin.jpg"
+            alt="laprop benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #38</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Drop-Wave.jpg"
-            alt="laprop benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Griewank.jpg"
+            alt="laprop benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Lévy.jpg"
-            alt="laprop benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Langermann%202.jpg"
+            alt="laprop benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/SchwefelSin.jpg"
-            alt="laprop benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Schaffer%204.jpg"
+            alt="laprop benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Weierstrass.jpg"
-            alt="laprop benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Styblinski-Tang.jpg"
+            alt="laprop benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Styblinski-Tang.jpg"
-            alt="laprop benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Weierstrass.jpg"
+            alt="laprop benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #36</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Cross-in-Tray.jpg"
-            alt="laprop benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Lévy%2013.jpg"
+            alt="laprop benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/EggHolder.jpg"
-            alt="laprop benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/MixedMichalewiczSphere.jpg"
+            alt="laprop benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Holder%20Table.jpg"
-            alt="laprop benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/SchwefelSin.jpg"
+            alt="laprop benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #31</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Lévy%2013.jpg"
-            alt="laprop benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Rosenbrock.jpg"
+            alt="laprop benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Schaffer%202.jpg"
-            alt="laprop benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Drop-Wave.jpg"
+            alt="laprop benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #14</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Shubert.jpg"
-            alt="laprop benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Schaffer%202.jpg"
+            alt="laprop benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #11</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Ackley.jpg"
-            alt="laprop benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Langermann.jpg"
+            alt="laprop benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Rosenbrock.jpg"
-            alt="laprop benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Gramacy%20&%20Lee%202D.jpg"
+            alt="laprop benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #27</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Langermann%202.jpg"
-            alt="laprop benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Shubert.jpg"
+            alt="laprop benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #12</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Langermann.jpg"
-            alt="laprop benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/EggHolder.jpg"
+            alt="laprop benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Griewank.jpg"
-            alt="laprop benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Lévy.jpg"
+            alt="laprop benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Schaffer%204.jpg"
-            alt="laprop benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Ackley.jpg"
+            alt="laprop benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Rastrigin.jpg"
-            alt="laprop benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Cross-in-Tray.jpg"
+            alt="laprop benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/laprop/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/lars.html b/docs/vis/lars.html
index 0ecf7193..943a5a98 100644
--- a/docs/vis/lars.html
+++ b/docs/vis/lars.html
@@ -17,7 +17,7 @@ <h1>lars Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">53</div>
+                    <div class="stat-value">50</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.8363</div>
+                    <div class="stat-value">2.3701</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Gramacy%20&%20Lee%202D.jpg"
-            alt="lars benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Rastrigin.jpg"
+            alt="lars benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Drop-Wave.jpg"
-            alt="lars benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Griewank.jpg"
+            alt="lars benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Lévy.jpg"
-            alt="lars benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Langermann%202.jpg"
+            alt="lars benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #18</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/SchwefelSin.jpg"
-            alt="lars benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Schaffer%204.jpg"
+            alt="lars benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Weierstrass.jpg"
-            alt="lars benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Styblinski-Tang.jpg"
+            alt="lars benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Styblinski-Tang.jpg"
-            alt="lars benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Weierstrass.jpg"
+            alt="lars benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Cross-in-Tray.jpg"
-            alt="lars benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Lévy%2013.jpg"
+            alt="lars benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/EggHolder.jpg"
-            alt="lars benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/MixedMichalewiczSphere.jpg"
+            alt="lars benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #43</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Holder%20Table.jpg"
-            alt="lars benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/SchwefelSin.jpg"
+            alt="lars benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Lévy%2013.jpg"
-            alt="lars benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Rosenbrock.jpg"
+            alt="lars benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Schaffer%202.jpg"
-            alt="lars benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Drop-Wave.jpg"
+            alt="lars benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Shubert.jpg"
-            alt="lars benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Schaffer%202.jpg"
+            alt="lars benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Ackley.jpg"
-            alt="lars benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Langermann.jpg"
+            alt="lars benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Rosenbrock.jpg"
-            alt="lars benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Gramacy%20&%20Lee%202D.jpg"
+            alt="lars benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Langermann%202.jpg"
-            alt="lars benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Shubert.jpg"
+            alt="lars benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Langermann.jpg"
-            alt="lars benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/EggHolder.jpg"
+            alt="lars benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Griewank.jpg"
-            alt="lars benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Lévy.jpg"
+            alt="lars benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Schaffer%204.jpg"
-            alt="lars benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Ackley.jpg"
+            alt="lars benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Rastrigin.jpg"
-            alt="lars benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Cross-in-Tray.jpg"
+            alt="lars benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lars/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/lbfgs.html b/docs/vis/lbfgs.html
index 0fcee3ff..e6e38262 100644
--- a/docs/vis/lbfgs.html
+++ b/docs/vis/lbfgs.html
@@ -17,15 +17,15 @@ <h1>lbfgs Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">76</div>
+                    <div class="stat-value">77</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">80</div>
+                    <div class="stat-value">82</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.6091</div>
+                    <div class="stat-value">3.2334</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Gramacy%20&%20Lee%202D.jpg"
-            alt="lbfgs benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Rastrigin.jpg"
+            alt="lbfgs benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Drop-Wave.jpg"
-            alt="lbfgs benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Griewank.jpg"
+            alt="lbfgs benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Lévy.jpg"
-            alt="lbfgs benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Langermann%202.jpg"
+            alt="lbfgs benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/SchwefelSin.jpg"
-            alt="lbfgs benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Schaffer%204.jpg"
+            alt="lbfgs benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Weierstrass.jpg"
-            alt="lbfgs benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Styblinski-Tang.jpg"
+            alt="lbfgs benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Styblinski-Tang.jpg"
-            alt="lbfgs benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Weierstrass.jpg"
+            alt="lbfgs benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Cross-in-Tray.jpg"
-            alt="lbfgs benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Lévy%2013.jpg"
+            alt="lbfgs benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/EggHolder.jpg"
-            alt="lbfgs benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/MixedMichalewiczSphere.jpg"
+            alt="lbfgs benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Holder%20Table.jpg"
-            alt="lbfgs benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/SchwefelSin.jpg"
+            alt="lbfgs benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Lévy%2013.jpg"
-            alt="lbfgs benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Rosenbrock.jpg"
+            alt="lbfgs benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Schaffer%202.jpg"
-            alt="lbfgs benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Drop-Wave.jpg"
+            alt="lbfgs benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #26</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Shubert.jpg"
-            alt="lbfgs benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Schaffer%202.jpg"
+            alt="lbfgs benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #27</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Ackley.jpg"
-            alt="lbfgs benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Langermann.jpg"
+            alt="lbfgs benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Rosenbrock.jpg"
-            alt="lbfgs benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Gramacy%20&%20Lee%202D.jpg"
+            alt="lbfgs benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Langermann%202.jpg"
-            alt="lbfgs benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Shubert.jpg"
+            alt="lbfgs benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Langermann.jpg"
-            alt="lbfgs benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/EggHolder.jpg"
+            alt="lbfgs benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Griewank.jpg"
-            alt="lbfgs benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Lévy.jpg"
+            alt="lbfgs benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Schaffer%204.jpg"
-            alt="lbfgs benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Ackley.jpg"
+            alt="lbfgs benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Rastrigin.jpg"
-            alt="lbfgs benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Cross-in-Tray.jpg"
+            alt="lbfgs benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lbfgs/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/lion.html b/docs/vis/lion.html
index 77772e2b..6f8ac704 100644
--- a/docs/vis/lion.html
+++ b/docs/vis/lion.html
@@ -17,15 +17,15 @@ <h1>lion Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">32</div>
+                    <div class="stat-value">38</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">39</div>
+                    <div class="stat-value">41</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.1835</div>
+                    <div class="stat-value">2.1561</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Gramacy%20&%20Lee%202D.jpg"
-            alt="lion benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Rastrigin.jpg"
+            alt="lion benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Drop-Wave.jpg"
-            alt="lion benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Griewank.jpg"
+            alt="lion benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Lévy.jpg"
-            alt="lion benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Langermann%202.jpg"
+            alt="lion benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/SchwefelSin.jpg"
-            alt="lion benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Schaffer%204.jpg"
+            alt="lion benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Weierstrass.jpg"
-            alt="lion benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Styblinski-Tang.jpg"
+            alt="lion benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Styblinski-Tang.jpg"
-            alt="lion benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Weierstrass.jpg"
+            alt="lion benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Cross-in-Tray.jpg"
-            alt="lion benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Lévy%2013.jpg"
+            alt="lion benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/EggHolder.jpg"
-            alt="lion benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/MixedMichalewiczSphere.jpg"
+            alt="lion benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Holder%20Table.jpg"
-            alt="lion benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/SchwefelSin.jpg"
+            alt="lion benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Lévy%2013.jpg"
-            alt="lion benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Rosenbrock.jpg"
+            alt="lion benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Schaffer%202.jpg"
-            alt="lion benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Drop-Wave.jpg"
+            alt="lion benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Shubert.jpg"
-            alt="lion benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Schaffer%202.jpg"
+            alt="lion benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Ackley.jpg"
-            alt="lion benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Langermann.jpg"
+            alt="lion benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Rosenbrock.jpg"
-            alt="lion benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Gramacy%20&%20Lee%202D.jpg"
+            alt="lion benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Langermann%202.jpg"
-            alt="lion benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Shubert.jpg"
+            alt="lion benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Langermann.jpg"
-            alt="lion benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/EggHolder.jpg"
+            alt="lion benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Griewank.jpg"
-            alt="lion benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Lévy.jpg"
+            alt="lion benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Schaffer%204.jpg"
-            alt="lion benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Ackley.jpg"
+            alt="lion benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Rastrigin.jpg"
-            alt="lion benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Cross-in-Tray.jpg"
+            alt="lion benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/lion/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/madgrad.html b/docs/vis/madgrad.html
index 8dfb2b02..33abff4c 100644
--- a/docs/vis/madgrad.html
+++ b/docs/vis/madgrad.html
@@ -17,15 +17,15 @@ <h1>madgrad Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">64</div>
+                    <div class="stat-value">56</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">56</div>
+                    <div class="stat-value">52</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.1647</div>
+                    <div class="stat-value">2.508</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Gramacy%20&%20Lee%202D.jpg"
-            alt="madgrad benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Rastrigin.jpg"
+            alt="madgrad benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Drop-Wave.jpg"
-            alt="madgrad benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Griewank.jpg"
+            alt="madgrad benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Lévy.jpg"
-            alt="madgrad benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Langermann%202.jpg"
+            alt="madgrad benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/SchwefelSin.jpg"
-            alt="madgrad benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Schaffer%204.jpg"
+            alt="madgrad benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Weierstrass.jpg"
-            alt="madgrad benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Styblinski-Tang.jpg"
+            alt="madgrad benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Styblinski-Tang.jpg"
-            alt="madgrad benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Weierstrass.jpg"
+            alt="madgrad benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Cross-in-Tray.jpg"
-            alt="madgrad benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Lévy%2013.jpg"
+            alt="madgrad benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/EggHolder.jpg"
-            alt="madgrad benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/MixedMichalewiczSphere.jpg"
+            alt="madgrad benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Holder%20Table.jpg"
-            alt="madgrad benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/SchwefelSin.jpg"
+            alt="madgrad benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Lévy%2013.jpg"
-            alt="madgrad benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Rosenbrock.jpg"
+            alt="madgrad benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Schaffer%202.jpg"
-            alt="madgrad benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Drop-Wave.jpg"
+            alt="madgrad benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Shubert.jpg"
-            alt="madgrad benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Schaffer%202.jpg"
+            alt="madgrad benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Ackley.jpg"
-            alt="madgrad benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Langermann.jpg"
+            alt="madgrad benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Rosenbrock.jpg"
-            alt="madgrad benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Gramacy%20&%20Lee%202D.jpg"
+            alt="madgrad benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Langermann%202.jpg"
-            alt="madgrad benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Shubert.jpg"
+            alt="madgrad benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Langermann.jpg"
-            alt="madgrad benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/EggHolder.jpg"
+            alt="madgrad benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Griewank.jpg"
-            alt="madgrad benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Lévy.jpg"
+            alt="madgrad benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #48</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Schaffer%204.jpg"
-            alt="madgrad benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Ackley.jpg"
+            alt="madgrad benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Rastrigin.jpg"
-            alt="madgrad benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Cross-in-Tray.jpg"
+            alt="madgrad benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/madgrad/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/mars.html b/docs/vis/mars.html
index ddc64134..6a07eb79 100644
--- a/docs/vis/mars.html
+++ b/docs/vis/mars.html
@@ -17,15 +17,15 @@ <h1>mars Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">95</div>
+                    <div class="stat-value">98</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">99</div>
+                    <div class="stat-value">100</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">11.9431</div>
+                    <div class="stat-value">12.0823</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Gramacy%20&%20Lee%202D.jpg"
-            alt="mars benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Rastrigin.jpg"
+            alt="mars benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Drop-Wave.jpg"
-            alt="mars benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Griewank.jpg"
+            alt="mars benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Lévy.jpg"
-            alt="mars benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Langermann%202.jpg"
+            alt="mars benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/SchwefelSin.jpg"
-            alt="mars benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Schaffer%204.jpg"
+            alt="mars benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Weierstrass.jpg"
-            alt="mars benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Styblinski-Tang.jpg"
+            alt="mars benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Styblinski-Tang.jpg"
-            alt="mars benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Weierstrass.jpg"
+            alt="mars benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Cross-in-Tray.jpg"
-            alt="mars benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Lévy%2013.jpg"
+            alt="mars benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Cross-in-Tray.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/EggHolder.jpg"
-            alt="mars benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/MixedMichalewiczSphere.jpg"
+            alt="mars benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Holder%20Table.jpg"
-            alt="mars benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/SchwefelSin.jpg"
+            alt="mars benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Lévy%2013.jpg"
-            alt="mars benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Rosenbrock.jpg"
+            alt="mars benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Schaffer%202.jpg"
-            alt="mars benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Drop-Wave.jpg"
+            alt="mars benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Shubert.jpg"
-            alt="mars benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Schaffer%202.jpg"
+            alt="mars benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Ackley.jpg"
-            alt="mars benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Langermann.jpg"
+            alt="mars benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Rosenbrock.jpg"
-            alt="mars benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Gramacy%20&%20Lee%202D.jpg"
+            alt="mars benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Langermann%202.jpg"
-            alt="mars benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Shubert.jpg"
+            alt="mars benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Langermann.jpg"
-            alt="mars benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/EggHolder.jpg"
+            alt="mars benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Griewank.jpg"
-            alt="mars benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Lévy.jpg"
+            alt="mars benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Schaffer%204.jpg"
-            alt="mars benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Ackley.jpg"
+            alt="mars benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Rastrigin.jpg"
-            alt="mars benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Cross-in-Tray.jpg"
+            alt="mars benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/mars/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/nadam.html b/docs/vis/nadam.html
index 05de76b0..b9d9f16e 100644
--- a/docs/vis/nadam.html
+++ b/docs/vis/nadam.html
@@ -17,15 +17,15 @@ <h1>nadam Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">41</div>
+                    <div class="stat-value">46</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">47</div>
+                    <div class="stat-value">57</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.4236</div>
+                    <div class="stat-value">2.2635</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,57 +38,71 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Gramacy%20&%20Lee%202D.jpg"
-            alt="nadam benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Rastrigin.jpg"
+            alt="nadam benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Drop-Wave.jpg"
-            alt="nadam benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Griewank.jpg"
+            alt="nadam benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Lévy.jpg"
-            alt="nadam benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Langermann%202.jpg"
+            alt="nadam benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #27</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/SchwefelSin.jpg"
-            alt="nadam benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Schaffer%204.jpg"
+            alt="nadam benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
+    </div>
+</div>
+<div class="card">
+    <div class="image-wrapper">
+        <img
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Styblinski-Tang.jpg"
+            alt="nadam benchmark visualization on Styblinski-Tang"
+            onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
+        />
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Styblinski-Tang.jpg')">🔍</button>
+    </div>
+    <div class="card-content">
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
@@ -98,7 +112,7 @@ <h3 class="function-name">SchwefelSin</h3>
             alt="nadam benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
+        <div class="rank-badge">Rank #48</div>
         <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
@@ -108,71 +122,71 @@ <h3 class="function-name">Weierstrass</h3>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Styblinski-Tang.jpg"
-            alt="nadam benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Lévy%2013.jpg"
+            alt="nadam benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #61</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Cross-in-Tray.jpg"
-            alt="nadam benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/MixedMichalewiczSphere.jpg"
+            alt="nadam benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/EggHolder.jpg"
-            alt="nadam benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/SchwefelSin.jpg"
+            alt="nadam benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Holder%20Table.jpg"
-            alt="nadam benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Rosenbrock.jpg"
+            alt="nadam benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Lévy%2013.jpg"
-            alt="nadam benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Drop-Wave.jpg"
+            alt="nadam benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #47</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
@@ -192,113 +206,99 @@ <h3 class="function-name">Schaffer 2</h3>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Shubert.jpg"
-            alt="nadam benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Langermann.jpg"
+            alt="nadam benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Shubert.jpg')">🔍</button>
-    </div>
-    <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
-    </div>
-</div>
-<div class="card">
-    <div class="image-wrapper">
-        <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Ackley.jpg"
-            alt="nadam benchmark visualization on Ackley"
-            onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
-        />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Ackley.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Rosenbrock.jpg"
-            alt="nadam benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Gramacy%20&%20Lee%202D.jpg"
+            alt="nadam benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Langermann%202.jpg"
-            alt="nadam benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Shubert.jpg"
+            alt="nadam benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Langermann.jpg"
-            alt="nadam benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/EggHolder.jpg"
+            alt="nadam benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #48</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Griewank.jpg"
-            alt="nadam benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Lévy.jpg"
+            alt="nadam benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Schaffer%204.jpg"
-            alt="nadam benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Ackley.jpg"
+            alt="nadam benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Rastrigin.jpg"
-            alt="nadam benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Cross-in-Tray.jpg"
+            alt="nadam benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nadam/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/nero.html b/docs/vis/nero.html
index ff9901de..5dd4042b 100644
--- a/docs/vis/nero.html
+++ b/docs/vis/nero.html
@@ -17,7 +17,7 @@ <h1>nero Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">68</div>
+                    <div class="stat-value">65</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.2117</div>
+                    <div class="stat-value">2.8818</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Gramacy%20&%20Lee%202D.jpg"
-            alt="nero benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Rastrigin.jpg"
+            alt="nero benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Drop-Wave.jpg"
-            alt="nero benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Griewank.jpg"
+            alt="nero benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Lévy.jpg"
-            alt="nero benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Langermann%202.jpg"
+            alt="nero benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #31</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/SchwefelSin.jpg"
-            alt="nero benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Schaffer%204.jpg"
+            alt="nero benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Weierstrass.jpg"
-            alt="nero benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Styblinski-Tang.jpg"
+            alt="nero benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Styblinski-Tang.jpg"
-            alt="nero benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Weierstrass.jpg"
+            alt="nero benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Cross-in-Tray.jpg"
-            alt="nero benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Lévy%2013.jpg"
+            alt="nero benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #61</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/EggHolder.jpg"
-            alt="nero benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/MixedMichalewiczSphere.jpg"
+            alt="nero benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Holder%20Table.jpg"
-            alt="nero benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/SchwefelSin.jpg"
+            alt="nero benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Lévy%2013.jpg"
-            alt="nero benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Rosenbrock.jpg"
+            alt="nero benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Schaffer%202.jpg"
-            alt="nero benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Drop-Wave.jpg"
+            alt="nero benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Shubert.jpg"
-            alt="nero benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Schaffer%202.jpg"
+            alt="nero benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Ackley.jpg"
-            alt="nero benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Langermann.jpg"
+            alt="nero benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Rosenbrock.jpg"
-            alt="nero benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Gramacy%20&%20Lee%202D.jpg"
+            alt="nero benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Langermann%202.jpg"
-            alt="nero benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Shubert.jpg"
+            alt="nero benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Langermann.jpg"
-            alt="nero benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/EggHolder.jpg"
+            alt="nero benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Griewank.jpg"
-            alt="nero benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Lévy.jpg"
+            alt="nero benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Schaffer%204.jpg"
-            alt="nero benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Ackley.jpg"
+            alt="nero benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Rastrigin.jpg"
-            alt="nero benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Cross-in-Tray.jpg"
+            alt="nero benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #61</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/nero/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/novograd.html b/docs/vis/novograd.html
index 400c35b3..ab4a47f8 100644
--- a/docs/vis/novograd.html
+++ b/docs/vis/novograd.html
@@ -17,7 +17,7 @@ <h1>novograd Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">39</div>
+                    <div class="stat-value">44</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.3957</div>
+                    <div class="stat-value">2.2331</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Gramacy%20&%20Lee%202D.jpg"
-            alt="novograd benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Rastrigin.jpg"
+            alt="novograd benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #26</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Drop-Wave.jpg"
-            alt="novograd benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Griewank.jpg"
+            alt="novograd benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Lévy.jpg"
-            alt="novograd benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Langermann%202.jpg"
+            alt="novograd benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/SchwefelSin.jpg"
-            alt="novograd benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Schaffer%204.jpg"
+            alt="novograd benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Weierstrass.jpg"
-            alt="novograd benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Styblinski-Tang.jpg"
+            alt="novograd benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Styblinski-Tang.jpg"
-            alt="novograd benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Weierstrass.jpg"
+            alt="novograd benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Cross-in-Tray.jpg"
-            alt="novograd benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Lévy%2013.jpg"
+            alt="novograd benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Cross-in-Tray.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/EggHolder.jpg"
-            alt="novograd benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/MixedMichalewiczSphere.jpg"
+            alt="novograd benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #27</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Holder%20Table.jpg"
-            alt="novograd benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/SchwefelSin.jpg"
+            alt="novograd benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Lévy%2013.jpg"
-            alt="novograd benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Rosenbrock.jpg"
+            alt="novograd benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Schaffer%202.jpg"
-            alt="novograd benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Drop-Wave.jpg"
+            alt="novograd benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Shubert.jpg"
-            alt="novograd benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Schaffer%202.jpg"
+            alt="novograd benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Ackley.jpg"
-            alt="novograd benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Langermann.jpg"
+            alt="novograd benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Rosenbrock.jpg"
-            alt="novograd benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Gramacy%20&%20Lee%202D.jpg"
+            alt="novograd benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Langermann%202.jpg"
-            alt="novograd benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Shubert.jpg"
+            alt="novograd benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Langermann.jpg"
-            alt="novograd benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/EggHolder.jpg"
+            alt="novograd benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Griewank.jpg"
-            alt="novograd benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Lévy.jpg"
+            alt="novograd benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #11</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #25</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Schaffer%204.jpg"
-            alt="novograd benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Ackley.jpg"
+            alt="novograd benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Rastrigin.jpg"
-            alt="novograd benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Cross-in-Tray.jpg"
+            alt="novograd benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/novograd/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/padam.html b/docs/vis/padam.html
index 2e1736d5..ece47f88 100644
--- a/docs/vis/padam.html
+++ b/docs/vis/padam.html
@@ -17,15 +17,15 @@ <h1>padam Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">61</div>
+                    <div class="stat-value">52</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">55</div>
+                    <div class="stat-value">51</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.0507</div>
+                    <div class="stat-value">2.3977</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Gramacy%20&%20Lee%202D.jpg"
-            alt="padam benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Rastrigin.jpg"
+            alt="padam benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Drop-Wave.jpg"
-            alt="padam benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Griewank.jpg"
+            alt="padam benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #61</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Lévy.jpg"
-            alt="padam benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Langermann%202.jpg"
+            alt="padam benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/SchwefelSin.jpg"
-            alt="padam benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Schaffer%204.jpg"
+            alt="padam benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Weierstrass.jpg"
-            alt="padam benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Styblinski-Tang.jpg"
+            alt="padam benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Styblinski-Tang.jpg"
-            alt="padam benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Weierstrass.jpg"
+            alt="padam benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Cross-in-Tray.jpg"
-            alt="padam benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Lévy%2013.jpg"
+            alt="padam benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/EggHolder.jpg"
-            alt="padam benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/MixedMichalewiczSphere.jpg"
+            alt="padam benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Holder%20Table.jpg"
-            alt="padam benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/SchwefelSin.jpg"
+            alt="padam benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Lévy%2013.jpg"
-            alt="padam benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Rosenbrock.jpg"
+            alt="padam benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Schaffer%202.jpg"
-            alt="padam benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Drop-Wave.jpg"
+            alt="padam benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Shubert.jpg"
-            alt="padam benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Schaffer%202.jpg"
+            alt="padam benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Ackley.jpg"
-            alt="padam benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Langermann.jpg"
+            alt="padam benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Rosenbrock.jpg"
-            alt="padam benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Gramacy%20&%20Lee%202D.jpg"
+            alt="padam benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Langermann%202.jpg"
-            alt="padam benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Shubert.jpg"
+            alt="padam benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Langermann.jpg"
-            alt="padam benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/EggHolder.jpg"
+            alt="padam benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Griewank.jpg"
-            alt="padam benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Lévy.jpg"
+            alt="padam benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Schaffer%204.jpg"
-            alt="padam benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Ackley.jpg"
+            alt="padam benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #38</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Rastrigin.jpg"
-            alt="padam benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Cross-in-Tray.jpg"
+            alt="padam benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/padam/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/pid.html b/docs/vis/pid.html
index 161d7353..0f51f96b 100644
--- a/docs/vis/pid.html
+++ b/docs/vis/pid.html
@@ -17,7 +17,7 @@ <h1>pid Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">49</div>
+                    <div class="stat-value">45</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.7063</div>
+                    <div class="stat-value">2.2483</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Gramacy%20&%20Lee%202D.jpg"
-            alt="pid benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Rastrigin.jpg"
+            alt="pid benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Drop-Wave.jpg"
-            alt="pid benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Griewank.jpg"
+            alt="pid benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Lévy.jpg"
-            alt="pid benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Langermann%202.jpg"
+            alt="pid benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/SchwefelSin.jpg"
-            alt="pid benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Schaffer%204.jpg"
+            alt="pid benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Weierstrass.jpg"
-            alt="pid benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Styblinski-Tang.jpg"
+            alt="pid benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #3</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Styblinski-Tang.jpg"
-            alt="pid benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Weierstrass.jpg"
+            alt="pid benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Cross-in-Tray.jpg"
-            alt="pid benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Lévy%2013.jpg"
+            alt="pid benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #51</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/EggHolder.jpg"
-            alt="pid benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/MixedMichalewiczSphere.jpg"
+            alt="pid benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Holder%20Table.jpg"
-            alt="pid benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/SchwefelSin.jpg"
+            alt="pid benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #3</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Lévy%2013.jpg"
-            alt="pid benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Rosenbrock.jpg"
+            alt="pid benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Schaffer%202.jpg"
-            alt="pid benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Drop-Wave.jpg"
+            alt="pid benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Shubert.jpg"
-            alt="pid benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Schaffer%202.jpg"
+            alt="pid benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Ackley.jpg"
-            alt="pid benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Langermann.jpg"
+            alt="pid benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #26</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Rosenbrock.jpg"
-            alt="pid benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Gramacy%20&%20Lee%202D.jpg"
+            alt="pid benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Langermann%202.jpg"
-            alt="pid benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Shubert.jpg"
+            alt="pid benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Langermann.jpg"
-            alt="pid benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/EggHolder.jpg"
+            alt="pid benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Griewank.jpg"
-            alt="pid benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Lévy.jpg"
+            alt="pid benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Schaffer%204.jpg"
-            alt="pid benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Ackley.jpg"
+            alt="pid benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #25</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Rastrigin.jpg"
-            alt="pid benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Cross-in-Tray.jpg"
+            alt="pid benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pid/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/pnm.html b/docs/vis/pnm.html
index fc0a3e75..9eab177e 100644
--- a/docs/vis/pnm.html
+++ b/docs/vis/pnm.html
@@ -17,15 +17,15 @@ <h1>pnm Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">74</div>
+                    <div class="stat-value">64</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">82</div>
+                    <div class="stat-value">74</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.4458</div>
+                    <div class="stat-value">2.8315</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Gramacy%20&%20Lee%202D.jpg"
-            alt="pnm benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Rastrigin.jpg"
+            alt="pnm benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Drop-Wave.jpg"
-            alt="pnm benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Griewank.jpg"
+            alt="pnm benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #48</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Lévy.jpg"
-            alt="pnm benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Langermann%202.jpg"
+            alt="pnm benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/SchwefelSin.jpg"
-            alt="pnm benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Schaffer%204.jpg"
+            alt="pnm benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Weierstrass.jpg"
-            alt="pnm benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Styblinski-Tang.jpg"
+            alt="pnm benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Styblinski-Tang.jpg"
-            alt="pnm benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Weierstrass.jpg"
+            alt="pnm benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Cross-in-Tray.jpg"
-            alt="pnm benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Lévy%2013.jpg"
+            alt="pnm benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/EggHolder.jpg"
-            alt="pnm benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/MixedMichalewiczSphere.jpg"
+            alt="pnm benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Holder%20Table.jpg"
-            alt="pnm benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/SchwefelSin.jpg"
+            alt="pnm benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Lévy%2013.jpg"
-            alt="pnm benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Rosenbrock.jpg"
+            alt="pnm benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Schaffer%202.jpg"
-            alt="pnm benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Drop-Wave.jpg"
+            alt="pnm benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Shubert.jpg"
-            alt="pnm benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Schaffer%202.jpg"
+            alt="pnm benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Ackley.jpg"
-            alt="pnm benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Langermann.jpg"
+            alt="pnm benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Rosenbrock.jpg"
-            alt="pnm benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Gramacy%20&%20Lee%202D.jpg"
+            alt="pnm benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Langermann%202.jpg"
-            alt="pnm benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Shubert.jpg"
+            alt="pnm benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Langermann.jpg"
-            alt="pnm benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/EggHolder.jpg"
+            alt="pnm benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Griewank.jpg"
-            alt="pnm benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Lévy.jpg"
+            alt="pnm benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Schaffer%204.jpg"
-            alt="pnm benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Ackley.jpg"
+            alt="pnm benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #47</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Rastrigin.jpg"
-            alt="pnm benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Cross-in-Tray.jpg"
+            alt="pnm benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/pnm/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/prodigy.html b/docs/vis/prodigy.html
index 0818b81f..8cf5fa81 100644
--- a/docs/vis/prodigy.html
+++ b/docs/vis/prodigy.html
@@ -17,15 +17,15 @@ <h1>prodigy Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">67</div>
+                    <div class="stat-value">74</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">49</div>
+                    <div class="stat-value">59</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.1962</div>
+                    <div class="stat-value">3.1333</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Gramacy%20&%20Lee%202D.jpg"
-            alt="prodigy benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Rastrigin.jpg"
+            alt="prodigy benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Drop-Wave.jpg"
-            alt="prodigy benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Griewank.jpg"
+            alt="prodigy benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Lévy.jpg"
-            alt="prodigy benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Langermann%202.jpg"
+            alt="prodigy benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/SchwefelSin.jpg"
-            alt="prodigy benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Schaffer%204.jpg"
+            alt="prodigy benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Weierstrass.jpg"
-            alt="prodigy benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Styblinski-Tang.jpg"
+            alt="prodigy benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Styblinski-Tang.jpg"
-            alt="prodigy benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Weierstrass.jpg"
+            alt="prodigy benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Cross-in-Tray.jpg"
-            alt="prodigy benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Lévy%2013.jpg"
+            alt="prodigy benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/EggHolder.jpg"
-            alt="prodigy benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/MixedMichalewiczSphere.jpg"
+            alt="prodigy benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Holder%20Table.jpg"
-            alt="prodigy benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/SchwefelSin.jpg"
+            alt="prodigy benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Lévy%2013.jpg"
-            alt="prodigy benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Rosenbrock.jpg"
+            alt="prodigy benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Schaffer%202.jpg"
-            alt="prodigy benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Drop-Wave.jpg"
+            alt="prodigy benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Shubert.jpg"
-            alt="prodigy benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Schaffer%202.jpg"
+            alt="prodigy benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Ackley.jpg"
-            alt="prodigy benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Langermann.jpg"
+            alt="prodigy benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Rosenbrock.jpg"
-            alt="prodigy benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Gramacy%20&%20Lee%202D.jpg"
+            alt="prodigy benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Langermann%202.jpg"
-            alt="prodigy benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Shubert.jpg"
+            alt="prodigy benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #11</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #31</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Langermann.jpg"
-            alt="prodigy benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/EggHolder.jpg"
+            alt="prodigy benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Griewank.jpg"
-            alt="prodigy benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Lévy.jpg"
+            alt="prodigy benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Schaffer%204.jpg"
-            alt="prodigy benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Ackley.jpg"
+            alt="prodigy benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Rastrigin.jpg"
-            alt="prodigy benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Cross-in-Tray.jpg"
+            alt="prodigy benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/prodigy/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/qhadam.html b/docs/vis/qhadam.html
index eedd9f84..d8172f6f 100644
--- a/docs/vis/qhadam.html
+++ b/docs/vis/qhadam.html
@@ -17,11 +17,11 @@ <h1>qhadam Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">98</div>
+                    <div class="stat-value">100</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">89</div>
+                    <div class="stat-value">85</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Gramacy%20&%20Lee%202D.jpg"
-            alt="qhadam benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Rastrigin.jpg"
+            alt="qhadam benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Drop-Wave.jpg"
-            alt="qhadam benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Griewank.jpg"
+            alt="qhadam benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Drop-Wave.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Lévy.jpg"
-            alt="qhadam benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Langermann%202.jpg"
+            alt="qhadam benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/SchwefelSin.jpg"
-            alt="qhadam benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Schaffer%204.jpg"
+            alt="qhadam benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Weierstrass.jpg"
-            alt="qhadam benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Styblinski-Tang.jpg"
+            alt="qhadam benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Styblinski-Tang.jpg"
-            alt="qhadam benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Weierstrass.jpg"
+            alt="qhadam benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Cross-in-Tray.jpg"
-            alt="qhadam benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Lévy%2013.jpg"
+            alt="qhadam benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/EggHolder.jpg"
-            alt="qhadam benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/MixedMichalewiczSphere.jpg"
+            alt="qhadam benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Holder%20Table.jpg"
-            alt="qhadam benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/SchwefelSin.jpg"
+            alt="qhadam benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Lévy%2013.jpg"
-            alt="qhadam benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Rosenbrock.jpg"
+            alt="qhadam benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Schaffer%202.jpg"
-            alt="qhadam benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Drop-Wave.jpg"
+            alt="qhadam benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Shubert.jpg"
-            alt="qhadam benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Schaffer%202.jpg"
+            alt="qhadam benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #48</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Ackley.jpg"
-            alt="qhadam benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Langermann.jpg"
+            alt="qhadam benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Rosenbrock.jpg"
-            alt="qhadam benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Gramacy%20&%20Lee%202D.jpg"
+            alt="qhadam benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Langermann%202.jpg"
-            alt="qhadam benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Shubert.jpg"
+            alt="qhadam benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Langermann.jpg"
-            alt="qhadam benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/EggHolder.jpg"
+            alt="qhadam benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Griewank.jpg"
-            alt="qhadam benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Lévy.jpg"
+            alt="qhadam benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Schaffer%204.jpg"
-            alt="qhadam benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Ackley.jpg"
+            alt="qhadam benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Rastrigin.jpg"
-            alt="qhadam benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Cross-in-Tray.jpg"
+            alt="qhadam benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhadam/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/qhm.html b/docs/vis/qhm.html
index 7f6dbb09..04f4df90 100644
--- a/docs/vis/qhm.html
+++ b/docs/vis/qhm.html
@@ -17,15 +17,15 @@ <h1>qhm Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">73</div>
+                    <div class="stat-value">70</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">85</div>
+                    <div class="stat-value">83</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.4021</div>
+                    <div class="stat-value">3.0012</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Gramacy%20&%20Lee%202D.jpg"
-            alt="qhm benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Rastrigin.jpg"
+            alt="qhm benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Drop-Wave.jpg"
-            alt="qhm benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Griewank.jpg"
+            alt="qhm benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Lévy.jpg"
-            alt="qhm benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Langermann%202.jpg"
+            alt="qhm benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/SchwefelSin.jpg"
-            alt="qhm benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Schaffer%204.jpg"
+            alt="qhm benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Weierstrass.jpg"
-            alt="qhm benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Styblinski-Tang.jpg"
+            alt="qhm benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Styblinski-Tang.jpg"
-            alt="qhm benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Weierstrass.jpg"
+            alt="qhm benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Cross-in-Tray.jpg"
-            alt="qhm benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Lévy%2013.jpg"
+            alt="qhm benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/EggHolder.jpg"
-            alt="qhm benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/MixedMichalewiczSphere.jpg"
+            alt="qhm benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Holder%20Table.jpg"
-            alt="qhm benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/SchwefelSin.jpg"
+            alt="qhm benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Lévy%2013.jpg"
-            alt="qhm benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Rosenbrock.jpg"
+            alt="qhm benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Schaffer%202.jpg"
-            alt="qhm benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Drop-Wave.jpg"
+            alt="qhm benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Shubert.jpg"
-            alt="qhm benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Schaffer%202.jpg"
+            alt="qhm benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Ackley.jpg"
-            alt="qhm benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Langermann.jpg"
+            alt="qhm benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Rosenbrock.jpg"
-            alt="qhm benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Gramacy%20&%20Lee%202D.jpg"
+            alt="qhm benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Langermann%202.jpg"
-            alt="qhm benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Shubert.jpg"
+            alt="qhm benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Langermann.jpg"
-            alt="qhm benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/EggHolder.jpg"
+            alt="qhm benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Griewank.jpg"
-            alt="qhm benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Lévy.jpg"
+            alt="qhm benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Schaffer%204.jpg"
-            alt="qhm benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Ackley.jpg"
+            alt="qhm benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Rastrigin.jpg"
-            alt="qhm benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Cross-in-Tray.jpg"
+            alt="qhm benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/qhm/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/racs.html b/docs/vis/racs.html
index a4c87c6c..e368f035 100644
--- a/docs/vis/racs.html
+++ b/docs/vis/racs.html
@@ -17,15 +17,15 @@ <h1>racs Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">88</div>
+                    <div class="stat-value">89</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">83</div>
+                    <div class="stat-value">79</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">4.9971</div>
+                    <div class="stat-value">4.2758</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Gramacy%20&%20Lee%202D.jpg"
-            alt="racs benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Rastrigin.jpg"
+            alt="racs benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Drop-Wave.jpg"
-            alt="racs benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Griewank.jpg"
+            alt="racs benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Lévy.jpg"
-            alt="racs benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Langermann%202.jpg"
+            alt="racs benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/SchwefelSin.jpg"
-            alt="racs benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Schaffer%204.jpg"
+            alt="racs benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Weierstrass.jpg"
-            alt="racs benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Styblinski-Tang.jpg"
+            alt="racs benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Styblinski-Tang.jpg"
-            alt="racs benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Weierstrass.jpg"
+            alt="racs benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Cross-in-Tray.jpg"
-            alt="racs benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Lévy%2013.jpg"
+            alt="racs benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/EggHolder.jpg"
-            alt="racs benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/MixedMichalewiczSphere.jpg"
+            alt="racs benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Holder%20Table.jpg"
-            alt="racs benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/SchwefelSin.jpg"
+            alt="racs benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Lévy%2013.jpg"
-            alt="racs benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Rosenbrock.jpg"
+            alt="racs benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Schaffer%202.jpg"
-            alt="racs benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Drop-Wave.jpg"
+            alt="racs benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Shubert.jpg"
-            alt="racs benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Schaffer%202.jpg"
+            alt="racs benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Ackley.jpg"
-            alt="racs benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Langermann.jpg"
+            alt="racs benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Rosenbrock.jpg"
-            alt="racs benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Gramacy%20&%20Lee%202D.jpg"
+            alt="racs benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Langermann%202.jpg"
-            alt="racs benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Shubert.jpg"
+            alt="racs benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Langermann.jpg"
-            alt="racs benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/EggHolder.jpg"
+            alt="racs benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Griewank.jpg"
-            alt="racs benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Lévy.jpg"
+            alt="racs benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Schaffer%204.jpg"
-            alt="racs benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Ackley.jpg"
+            alt="racs benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Rastrigin.jpg"
-            alt="racs benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Cross-in-Tray.jpg"
+            alt="racs benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/racs/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/radam.html b/docs/vis/radam.html
index 5b4a5ae1..d31aac68 100644
--- a/docs/vis/radam.html
+++ b/docs/vis/radam.html
@@ -17,15 +17,15 @@ <h1>radam Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">66</div>
+                    <div class="stat-value">69</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">62</div>
+                    <div class="stat-value">65</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.1856</div>
+                    <div class="stat-value">2.9793</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Gramacy%20&%20Lee%202D.jpg"
-            alt="radam benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Rastrigin.jpg"
+            alt="radam benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Drop-Wave.jpg"
-            alt="radam benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Griewank.jpg"
+            alt="radam benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Lévy.jpg"
-            alt="radam benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Langermann%202.jpg"
+            alt="radam benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/SchwefelSin.jpg"
-            alt="radam benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Schaffer%204.jpg"
+            alt="radam benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Weierstrass.jpg"
-            alt="radam benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Styblinski-Tang.jpg"
+            alt="radam benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Styblinski-Tang.jpg"
-            alt="radam benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Weierstrass.jpg"
+            alt="radam benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #27</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Cross-in-Tray.jpg"
-            alt="radam benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Lévy%2013.jpg"
+            alt="radam benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/EggHolder.jpg"
-            alt="radam benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/MixedMichalewiczSphere.jpg"
+            alt="radam benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #61</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Holder%20Table.jpg"
-            alt="radam benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/SchwefelSin.jpg"
+            alt="radam benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Lévy%2013.jpg"
-            alt="radam benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Rosenbrock.jpg"
+            alt="radam benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Schaffer%202.jpg"
-            alt="radam benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Drop-Wave.jpg"
+            alt="radam benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Shubert.jpg"
-            alt="radam benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Schaffer%202.jpg"
+            alt="radam benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Ackley.jpg"
-            alt="radam benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Langermann.jpg"
+            alt="radam benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Rosenbrock.jpg"
-            alt="radam benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Gramacy%20&%20Lee%202D.jpg"
+            alt="radam benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Langermann%202.jpg"
-            alt="radam benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Shubert.jpg"
+            alt="radam benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Langermann.jpg"
-            alt="radam benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/EggHolder.jpg"
+            alt="radam benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Griewank.jpg"
-            alt="radam benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Lévy.jpg"
+            alt="radam benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Schaffer%204.jpg"
-            alt="radam benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Ackley.jpg"
+            alt="radam benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #41</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Rastrigin.jpg"
-            alt="radam benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Cross-in-Tray.jpg"
+            alt="radam benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/radam/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/ranger.html b/docs/vis/ranger.html
index 70e94910..8dfd404f 100644
--- a/docs/vis/ranger.html
+++ b/docs/vis/ranger.html
@@ -17,15 +17,15 @@ <h1>ranger Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">79</div>
+                    <div class="stat-value">86</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">87</div>
+                    <div class="stat-value">88</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">4.0586</div>
+                    <div class="stat-value">4.1528</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Gramacy%20&%20Lee%202D.jpg"
-            alt="ranger benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Rastrigin.jpg"
+            alt="ranger benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Drop-Wave.jpg"
-            alt="ranger benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Griewank.jpg"
+            alt="ranger benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Lévy.jpg"
-            alt="ranger benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Langermann%202.jpg"
+            alt="ranger benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/SchwefelSin.jpg"
-            alt="ranger benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Schaffer%204.jpg"
+            alt="ranger benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Weierstrass.jpg"
-            alt="ranger benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Styblinski-Tang.jpg"
+            alt="ranger benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Styblinski-Tang.jpg"
-            alt="ranger benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Weierstrass.jpg"
+            alt="ranger benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Styblinski-Tang.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Cross-in-Tray.jpg"
-            alt="ranger benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Lévy%2013.jpg"
+            alt="ranger benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/EggHolder.jpg"
-            alt="ranger benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/MixedMichalewiczSphere.jpg"
+            alt="ranger benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Holder%20Table.jpg"
-            alt="ranger benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/SchwefelSin.jpg"
+            alt="ranger benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Lévy%2013.jpg"
-            alt="ranger benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Rosenbrock.jpg"
+            alt="ranger benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Schaffer%202.jpg"
-            alt="ranger benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Drop-Wave.jpg"
+            alt="ranger benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Shubert.jpg"
-            alt="ranger benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Schaffer%202.jpg"
+            alt="ranger benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Ackley.jpg"
-            alt="ranger benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Langermann.jpg"
+            alt="ranger benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Rosenbrock.jpg"
-            alt="ranger benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Gramacy%20&%20Lee%202D.jpg"
+            alt="ranger benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Langermann%202.jpg"
-            alt="ranger benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Shubert.jpg"
+            alt="ranger benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Langermann.jpg"
-            alt="ranger benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/EggHolder.jpg"
+            alt="ranger benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Griewank.jpg"
-            alt="ranger benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Lévy.jpg"
+            alt="ranger benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Schaffer%204.jpg"
-            alt="ranger benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Ackley.jpg"
+            alt="ranger benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Rastrigin.jpg"
-            alt="ranger benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Cross-in-Tray.jpg"
+            alt="ranger benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/ranger21.html b/docs/vis/ranger21.html
index 9a755792..15ee3864 100644
--- a/docs/vis/ranger21.html
+++ b/docs/vis/ranger21.html
@@ -17,15 +17,15 @@ <h1>ranger21 Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">38</div>
+                    <div class="stat-value">34</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">46</div>
+                    <div class="stat-value">47</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.3908</div>
+                    <div class="stat-value">2.0967</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Gramacy%20&%20Lee%202D.jpg"
-            alt="ranger21 benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Rastrigin.jpg"
+            alt="ranger21 benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Drop-Wave.jpg"
-            alt="ranger21 benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Griewank.jpg"
+            alt="ranger21 benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #12</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Lévy.jpg"
-            alt="ranger21 benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Langermann%202.jpg"
+            alt="ranger21 benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/SchwefelSin.jpg"
-            alt="ranger21 benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Schaffer%204.jpg"
+            alt="ranger21 benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Weierstrass.jpg"
-            alt="ranger21 benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Styblinski-Tang.jpg"
+            alt="ranger21 benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #61</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Styblinski-Tang.jpg"
-            alt="ranger21 benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Weierstrass.jpg"
+            alt="ranger21 benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Cross-in-Tray.jpg"
-            alt="ranger21 benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Lévy%2013.jpg"
+            alt="ranger21 benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/EggHolder.jpg"
-            alt="ranger21 benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/MixedMichalewiczSphere.jpg"
+            alt="ranger21 benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Holder%20Table.jpg"
-            alt="ranger21 benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/SchwefelSin.jpg"
+            alt="ranger21 benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Lévy%2013.jpg"
-            alt="ranger21 benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Rosenbrock.jpg"
+            alt="ranger21 benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Schaffer%202.jpg"
-            alt="ranger21 benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Drop-Wave.jpg"
+            alt="ranger21 benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Shubert.jpg"
-            alt="ranger21 benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Schaffer%202.jpg"
+            alt="ranger21 benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Ackley.jpg"
-            alt="ranger21 benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Langermann.jpg"
+            alt="ranger21 benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #14</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Rosenbrock.jpg"
-            alt="ranger21 benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Gramacy%20&%20Lee%202D.jpg"
+            alt="ranger21 benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Langermann%202.jpg"
-            alt="ranger21 benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Shubert.jpg"
+            alt="ranger21 benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Langermann.jpg"
-            alt="ranger21 benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/EggHolder.jpg"
+            alt="ranger21 benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Griewank.jpg"
-            alt="ranger21 benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Lévy.jpg"
+            alt="ranger21 benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Schaffer%204.jpg"
-            alt="ranger21 benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Ackley.jpg"
+            alt="ranger21 benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Rastrigin.jpg"
-            alt="ranger21 benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Cross-in-Tray.jpg"
+            alt="ranger21 benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger21/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/ranger25.html b/docs/vis/ranger25.html
index ab6413c4..13353947 100644
--- a/docs/vis/ranger25.html
+++ b/docs/vis/ranger25.html
@@ -17,15 +17,15 @@ <h1>ranger25 Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">99</div>
+                    <div class="stat-value">53</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">60</div>
+                    <div class="stat-value">56</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">inf</div>
+                    <div class="stat-value">2.4184</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Gramacy%20&%20Lee%202D.jpg"
-            alt="ranger25 benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Rastrigin.jpg"
+            alt="ranger25 benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Drop-Wave.jpg"
-            alt="ranger25 benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Griewank.jpg"
+            alt="ranger25 benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #31</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Lévy.jpg"
-            alt="ranger25 benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Langermann%202.jpg"
+            alt="ranger25 benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #37</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/SchwefelSin.jpg"
-            alt="ranger25 benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Schaffer%204.jpg"
+            alt="ranger25 benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Weierstrass.jpg"
-            alt="ranger25 benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Styblinski-Tang.jpg"
+            alt="ranger25 benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Styblinski-Tang.jpg"
-            alt="ranger25 benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Weierstrass.jpg"
+            alt="ranger25 benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Cross-in-Tray.jpg"
-            alt="ranger25 benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Lévy%2013.jpg"
+            alt="ranger25 benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/EggHolder.jpg"
-            alt="ranger25 benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/MixedMichalewiczSphere.jpg"
+            alt="ranger25 benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Holder%20Table.jpg"
-            alt="ranger25 benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/SchwefelSin.jpg"
+            alt="ranger25 benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Lévy%2013.jpg"
-            alt="ranger25 benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Rosenbrock.jpg"
+            alt="ranger25 benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Schaffer%202.jpg"
-            alt="ranger25 benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Drop-Wave.jpg"
+            alt="ranger25 benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Shubert.jpg"
-            alt="ranger25 benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Schaffer%202.jpg"
+            alt="ranger25 benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Ackley.jpg"
-            alt="ranger25 benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Langermann.jpg"
+            alt="ranger25 benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Rosenbrock.jpg"
-            alt="ranger25 benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Gramacy%20&%20Lee%202D.jpg"
+            alt="ranger25 benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #24</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #73</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Langermann%202.jpg"
-            alt="ranger25 benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Shubert.jpg"
+            alt="ranger25 benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #18</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Langermann.jpg"
-            alt="ranger25 benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/EggHolder.jpg"
+            alt="ranger25 benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #27</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Griewank.jpg"
-            alt="ranger25 benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Lévy.jpg"
+            alt="ranger25 benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Schaffer%204.jpg"
-            alt="ranger25 benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Ackley.jpg"
+            alt="ranger25 benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Rastrigin.jpg"
-            alt="ranger25 benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Cross-in-Tray.jpg"
+            alt="ranger25 benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/ranger25/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/rmsprop.html b/docs/vis/rmsprop.html
index e64a29f1..6234f477 100644
--- a/docs/vis/rmsprop.html
+++ b/docs/vis/rmsprop.html
@@ -17,7 +17,7 @@ <h1>rmsprop Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">71</div>
+                    <div class="stat-value">76</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.2876</div>
+                    <div class="stat-value">3.229</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Gramacy%20&%20Lee%202D.jpg"
-            alt="rmsprop benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Rastrigin.jpg"
+            alt="rmsprop benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Drop-Wave.jpg"
-            alt="rmsprop benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Griewank.jpg"
+            alt="rmsprop benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Lévy.jpg"
-            alt="rmsprop benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Langermann%202.jpg"
+            alt="rmsprop benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/SchwefelSin.jpg"
-            alt="rmsprop benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Schaffer%204.jpg"
+            alt="rmsprop benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #62</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Weierstrass.jpg"
-            alt="rmsprop benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Styblinski-Tang.jpg"
+            alt="rmsprop benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Styblinski-Tang.jpg"
-            alt="rmsprop benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Weierstrass.jpg"
+            alt="rmsprop benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Cross-in-Tray.jpg"
-            alt="rmsprop benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Lévy%2013.jpg"
+            alt="rmsprop benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/EggHolder.jpg"
-            alt="rmsprop benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/MixedMichalewiczSphere.jpg"
+            alt="rmsprop benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Holder%20Table.jpg"
-            alt="rmsprop benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/SchwefelSin.jpg"
+            alt="rmsprop benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Lévy%2013.jpg"
-            alt="rmsprop benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Rosenbrock.jpg"
+            alt="rmsprop benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Schaffer%202.jpg"
-            alt="rmsprop benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Drop-Wave.jpg"
+            alt="rmsprop benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Shubert.jpg"
-            alt="rmsprop benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Schaffer%202.jpg"
+            alt="rmsprop benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Ackley.jpg"
-            alt="rmsprop benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Langermann.jpg"
+            alt="rmsprop benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Rosenbrock.jpg"
-            alt="rmsprop benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Gramacy%20&%20Lee%202D.jpg"
+            alt="rmsprop benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Langermann%202.jpg"
-            alt="rmsprop benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Shubert.jpg"
+            alt="rmsprop benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Langermann.jpg"
-            alt="rmsprop benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/EggHolder.jpg"
+            alt="rmsprop benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Griewank.jpg"
-            alt="rmsprop benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Lévy.jpg"
+            alt="rmsprop benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Schaffer%204.jpg"
-            alt="rmsprop benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Ackley.jpg"
+            alt="rmsprop benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Rastrigin.jpg"
-            alt="rmsprop benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Cross-in-Tray.jpg"
+            alt="rmsprop benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/rmsprop/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/scalableshampoo.html b/docs/vis/scalableshampoo.html
index 48114477..f38f5f93 100644
--- a/docs/vis/scalableshampoo.html
+++ b/docs/vis/scalableshampoo.html
@@ -17,15 +17,15 @@ <h1>scalableshampoo Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">70</div>
+                    <div class="stat-value">63</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">64</div>
+                    <div class="stat-value">61</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">3.2861</div>
+                    <div class="stat-value">2.7853</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Gramacy%20&%20Lee%202D.jpg"
-            alt="scalableshampoo benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Rastrigin.jpg"
+            alt="scalableshampoo benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Drop-Wave.jpg"
-            alt="scalableshampoo benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Griewank.jpg"
+            alt="scalableshampoo benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Lévy.jpg"
-            alt="scalableshampoo benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Langermann%202.jpg"
+            alt="scalableshampoo benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #61</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/SchwefelSin.jpg"
-            alt="scalableshampoo benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Schaffer%204.jpg"
+            alt="scalableshampoo benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Weierstrass.jpg"
-            alt="scalableshampoo benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Styblinski-Tang.jpg"
+            alt="scalableshampoo benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Styblinski-Tang.jpg"
-            alt="scalableshampoo benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Weierstrass.jpg"
+            alt="scalableshampoo benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Cross-in-Tray.jpg"
-            alt="scalableshampoo benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Lévy%2013.jpg"
+            alt="scalableshampoo benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/EggHolder.jpg"
-            alt="scalableshampoo benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/MixedMichalewiczSphere.jpg"
+            alt="scalableshampoo benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Holder%20Table.jpg"
-            alt="scalableshampoo benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/SchwefelSin.jpg"
+            alt="scalableshampoo benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Lévy%2013.jpg"
-            alt="scalableshampoo benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Rosenbrock.jpg"
+            alt="scalableshampoo benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Schaffer%202.jpg"
-            alt="scalableshampoo benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Drop-Wave.jpg"
+            alt="scalableshampoo benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Shubert.jpg"
-            alt="scalableshampoo benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Schaffer%202.jpg"
+            alt="scalableshampoo benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Ackley.jpg"
-            alt="scalableshampoo benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Langermann.jpg"
+            alt="scalableshampoo benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Rosenbrock.jpg"
-            alt="scalableshampoo benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Gramacy%20&%20Lee%202D.jpg"
+            alt="scalableshampoo benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Langermann%202.jpg"
-            alt="scalableshampoo benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Shubert.jpg"
+            alt="scalableshampoo benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #26</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Langermann.jpg"
-            alt="scalableshampoo benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/EggHolder.jpg"
+            alt="scalableshampoo benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Griewank.jpg"
-            alt="scalableshampoo benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Lévy.jpg"
+            alt="scalableshampoo benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Schaffer%204.jpg"
-            alt="scalableshampoo benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Ackley.jpg"
+            alt="scalableshampoo benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #14</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Rastrigin.jpg"
-            alt="scalableshampoo benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Cross-in-Tray.jpg"
+            alt="scalableshampoo benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scalableshampoo/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/schedulefreeadamw.html b/docs/vis/schedulefreeadamw.html
index 02c91e53..8338d273 100644
--- a/docs/vis/schedulefreeadamw.html
+++ b/docs/vis/schedulefreeadamw.html
@@ -17,15 +17,15 @@ <h1>schedulefreeadamw Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">43</div>
+                    <div class="stat-value">54</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">52</div>
+                    <div class="stat-value">60</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.5309</div>
+                    <div class="stat-value">2.4196</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Gramacy%20&%20Lee%202D.jpg"
-            alt="schedulefreeadamw benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Rastrigin.jpg"
+            alt="schedulefreeadamw benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Drop-Wave.jpg"
-            alt="schedulefreeadamw benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Griewank.jpg"
+            alt="schedulefreeadamw benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Lévy.jpg"
-            alt="schedulefreeadamw benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Langermann%202.jpg"
+            alt="schedulefreeadamw benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/SchwefelSin.jpg"
-            alt="schedulefreeadamw benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Schaffer%204.jpg"
+            alt="schedulefreeadamw benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Weierstrass.jpg"
-            alt="schedulefreeadamw benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Styblinski-Tang.jpg"
+            alt="schedulefreeadamw benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Styblinski-Tang.jpg"
-            alt="schedulefreeadamw benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Weierstrass.jpg"
+            alt="schedulefreeadamw benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #66</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Cross-in-Tray.jpg"
-            alt="schedulefreeadamw benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Lévy%2013.jpg"
+            alt="schedulefreeadamw benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/EggHolder.jpg"
-            alt="schedulefreeadamw benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/MixedMichalewiczSphere.jpg"
+            alt="schedulefreeadamw benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Holder%20Table.jpg"
-            alt="schedulefreeadamw benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/SchwefelSin.jpg"
+            alt="schedulefreeadamw benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Lévy%2013.jpg"
-            alt="schedulefreeadamw benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Rosenbrock.jpg"
+            alt="schedulefreeadamw benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #69</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Schaffer%202.jpg"
-            alt="schedulefreeadamw benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Drop-Wave.jpg"
+            alt="schedulefreeadamw benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #24</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Shubert.jpg"
-            alt="schedulefreeadamw benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Schaffer%202.jpg"
+            alt="schedulefreeadamw benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #25</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Ackley.jpg"
-            alt="schedulefreeadamw benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Langermann.jpg"
+            alt="schedulefreeadamw benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #41</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Rosenbrock.jpg"
-            alt="schedulefreeadamw benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Gramacy%20&%20Lee%202D.jpg"
+            alt="schedulefreeadamw benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Langermann%202.jpg"
-            alt="schedulefreeadamw benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Shubert.jpg"
+            alt="schedulefreeadamw benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Langermann.jpg"
-            alt="schedulefreeadamw benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/EggHolder.jpg"
+            alt="schedulefreeadamw benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Griewank.jpg"
-            alt="schedulefreeadamw benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Lévy.jpg"
+            alt="schedulefreeadamw benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Schaffer%204.jpg"
-            alt="schedulefreeadamw benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Ackley.jpg"
+            alt="schedulefreeadamw benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Rastrigin.jpg"
-            alt="schedulefreeadamw benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Cross-in-Tray.jpg"
+            alt="schedulefreeadamw benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeadamw/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/schedulefreeradam.html b/docs/vis/schedulefreeradam.html
index d83aee55..2bd8d6b8 100644
--- a/docs/vis/schedulefreeradam.html
+++ b/docs/vis/schedulefreeradam.html
@@ -17,7 +17,7 @@ <h1>schedulefreeradam Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">91</div>
+                    <div class="stat-value">95</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">7.198</div>
+                    <div class="stat-value">7.5761</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Gramacy%20&%20Lee%202D.jpg"
-            alt="schedulefreeradam benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Rastrigin.jpg"
+            alt="schedulefreeradam benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Drop-Wave.jpg"
-            alt="schedulefreeradam benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Griewank.jpg"
+            alt="schedulefreeradam benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Lévy.jpg"
-            alt="schedulefreeradam benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Langermann%202.jpg"
+            alt="schedulefreeradam benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/SchwefelSin.jpg"
-            alt="schedulefreeradam benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Schaffer%204.jpg"
+            alt="schedulefreeradam benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #47</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Weierstrass.jpg"
-            alt="schedulefreeradam benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Styblinski-Tang.jpg"
+            alt="schedulefreeradam benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Styblinski-Tang.jpg"
-            alt="schedulefreeradam benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Weierstrass.jpg"
+            alt="schedulefreeradam benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Cross-in-Tray.jpg"
-            alt="schedulefreeradam benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Lévy%2013.jpg"
+            alt="schedulefreeradam benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/EggHolder.jpg"
-            alt="schedulefreeradam benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/MixedMichalewiczSphere.jpg"
+            alt="schedulefreeradam benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Holder%20Table.jpg"
-            alt="schedulefreeradam benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/SchwefelSin.jpg"
+            alt="schedulefreeradam benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Lévy%2013.jpg"
-            alt="schedulefreeradam benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Rosenbrock.jpg"
+            alt="schedulefreeradam benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Schaffer%202.jpg"
-            alt="schedulefreeradam benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Drop-Wave.jpg"
+            alt="schedulefreeradam benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Shubert.jpg"
-            alt="schedulefreeradam benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Schaffer%202.jpg"
+            alt="schedulefreeradam benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Ackley.jpg"
-            alt="schedulefreeradam benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Langermann.jpg"
+            alt="schedulefreeradam benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Rosenbrock.jpg"
-            alt="schedulefreeradam benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Gramacy%20&%20Lee%202D.jpg"
+            alt="schedulefreeradam benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Langermann%202.jpg"
-            alt="schedulefreeradam benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Shubert.jpg"
+            alt="schedulefreeradam benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Langermann.jpg"
-            alt="schedulefreeradam benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/EggHolder.jpg"
+            alt="schedulefreeradam benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Griewank.jpg"
-            alt="schedulefreeradam benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Lévy.jpg"
+            alt="schedulefreeradam benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #89</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Schaffer%204.jpg"
-            alt="schedulefreeradam benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Ackley.jpg"
+            alt="schedulefreeradam benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Rastrigin.jpg"
-            alt="schedulefreeradam benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Cross-in-Tray.jpg"
+            alt="schedulefreeradam benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreeradam/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/schedulefreesgd.html b/docs/vis/schedulefreesgd.html
index cbc56942..649a6fa3 100644
--- a/docs/vis/schedulefreesgd.html
+++ b/docs/vis/schedulefreesgd.html
@@ -21,11 +21,11 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">76</div>
+                    <div class="stat-value">72</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">4.0727</div>
+                    <div class="stat-value">3.5228</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Gramacy%20&%20Lee%202D.jpg"
-            alt="schedulefreesgd benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Rastrigin.jpg"
+            alt="schedulefreesgd benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Drop-Wave.jpg"
-            alt="schedulefreesgd benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Griewank.jpg"
+            alt="schedulefreesgd benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Lévy.jpg"
-            alt="schedulefreesgd benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Langermann%202.jpg"
+            alt="schedulefreesgd benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #85</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/SchwefelSin.jpg"
-            alt="schedulefreesgd benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Schaffer%204.jpg"
+            alt="schedulefreesgd benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #75</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Weierstrass.jpg"
-            alt="schedulefreesgd benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Styblinski-Tang.jpg"
+            alt="schedulefreesgd benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Styblinski-Tang.jpg"
-            alt="schedulefreesgd benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Weierstrass.jpg"
+            alt="schedulefreesgd benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Cross-in-Tray.jpg"
-            alt="schedulefreesgd benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Lévy%2013.jpg"
+            alt="schedulefreesgd benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/EggHolder.jpg"
-            alt="schedulefreesgd benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/MixedMichalewiczSphere.jpg"
+            alt="schedulefreesgd benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #95</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Holder%20Table.jpg"
-            alt="schedulefreesgd benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/SchwefelSin.jpg"
+            alt="schedulefreesgd benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #76</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Lévy%2013.jpg"
-            alt="schedulefreesgd benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Rosenbrock.jpg"
+            alt="schedulefreesgd benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Schaffer%202.jpg"
-            alt="schedulefreesgd benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Drop-Wave.jpg"
+            alt="schedulefreesgd benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Shubert.jpg"
-            alt="schedulefreesgd benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Schaffer%202.jpg"
+            alt="schedulefreesgd benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Ackley.jpg"
-            alt="schedulefreesgd benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Langermann.jpg"
+            alt="schedulefreesgd benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #47</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Rosenbrock.jpg"
-            alt="schedulefreesgd benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Gramacy%20&%20Lee%202D.jpg"
+            alt="schedulefreesgd benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Langermann%202.jpg"
-            alt="schedulefreesgd benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Shubert.jpg"
+            alt="schedulefreesgd benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Langermann.jpg"
-            alt="schedulefreesgd benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/EggHolder.jpg"
+            alt="schedulefreesgd benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #96</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Griewank.jpg"
-            alt="schedulefreesgd benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Lévy.jpg"
+            alt="schedulefreesgd benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #86</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Schaffer%204.jpg"
-            alt="schedulefreesgd benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Ackley.jpg"
+            alt="schedulefreesgd benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #79</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Rastrigin.jpg"
-            alt="schedulefreesgd benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Cross-in-Tray.jpg"
+            alt="schedulefreesgd benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #11</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/schedulefreesgd/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/scion.html b/docs/vis/scion.html
index bcbecfa2..3115ab0d 100644
--- a/docs/vis/scion.html
+++ b/docs/vis/scion.html
@@ -17,15 +17,15 @@ <h1>scion Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">54</div>
+                    <div class="stat-value">72</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">37</div>
+                    <div class="stat-value">39</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.8934</div>
+                    <div class="stat-value">3.0911</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Gramacy%20&%20Lee%202D.jpg"
-            alt="scion benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Rastrigin.jpg"
+            alt="scion benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Drop-Wave.jpg"
-            alt="scion benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Griewank.jpg"
+            alt="scion benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Lévy.jpg"
-            alt="scion benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Langermann%202.jpg"
+            alt="scion benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #24</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/SchwefelSin.jpg"
-            alt="scion benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Schaffer%204.jpg"
+            alt="scion benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Weierstrass.jpg"
-            alt="scion benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Styblinski-Tang.jpg"
+            alt="scion benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Styblinski-Tang.jpg"
-            alt="scion benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Weierstrass.jpg"
+            alt="scion benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Cross-in-Tray.jpg"
-            alt="scion benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Lévy%2013.jpg"
+            alt="scion benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/EggHolder.jpg"
-            alt="scion benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/MixedMichalewiczSphere.jpg"
+            alt="scion benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Holder%20Table.jpg"
-            alt="scion benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/SchwefelSin.jpg"
+            alt="scion benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #11</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Lévy%2013.jpg"
-            alt="scion benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Rosenbrock.jpg"
+            alt="scion benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Schaffer%202.jpg"
-            alt="scion benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Drop-Wave.jpg"
+            alt="scion benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Shubert.jpg"
-            alt="scion benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Schaffer%202.jpg"
+            alt="scion benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Ackley.jpg"
-            alt="scion benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Langermann.jpg"
+            alt="scion benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Rosenbrock.jpg"
-            alt="scion benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Gramacy%20&%20Lee%202D.jpg"
+            alt="scion benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Langermann%202.jpg"
-            alt="scion benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Shubert.jpg"
+            alt="scion benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #41</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Langermann.jpg"
-            alt="scion benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/EggHolder.jpg"
+            alt="scion benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #14</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Griewank.jpg"
-            alt="scion benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Lévy.jpg"
+            alt="scion benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Schaffer%204.jpg"
-            alt="scion benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Ackley.jpg"
+            alt="scion benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Rastrigin.jpg"
-            alt="scion benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Cross-in-Tray.jpg"
+            alt="scion benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scion/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/scionlight.html b/docs/vis/scionlight.html
index 8354047e..79d5c08b 100644
--- a/docs/vis/scionlight.html
+++ b/docs/vis/scionlight.html
@@ -17,15 +17,15 @@ <h1>scionlight Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">48</div>
+                    <div class="stat-value">51</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">53</div>
+                    <div class="stat-value">58</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.7025</div>
+                    <div class="stat-value">2.3913</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Gramacy%20&%20Lee%202D.jpg"
-            alt="scionlight benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Rastrigin.jpg"
+            alt="scionlight benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #31</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Drop-Wave.jpg"
-            alt="scionlight benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Griewank.jpg"
+            alt="scionlight benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Lévy.jpg"
-            alt="scionlight benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Langermann%202.jpg"
+            alt="scionlight benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/SchwefelSin.jpg"
-            alt="scionlight benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Schaffer%204.jpg"
+            alt="scionlight benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Weierstrass.jpg"
-            alt="scionlight benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Styblinski-Tang.jpg"
+            alt="scionlight benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #93</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Styblinski-Tang.jpg"
-            alt="scionlight benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Weierstrass.jpg"
+            alt="scionlight benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #92</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Cross-in-Tray.jpg"
-            alt="scionlight benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Lévy%2013.jpg"
+            alt="scionlight benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #26</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/EggHolder.jpg"
-            alt="scionlight benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/MixedMichalewiczSphere.jpg"
+            alt="scionlight benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #51</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Holder%20Table.jpg"
-            alt="scionlight benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/SchwefelSin.jpg"
+            alt="scionlight benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Lévy%2013.jpg"
-            alt="scionlight benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Rosenbrock.jpg"
+            alt="scionlight benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #61</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Schaffer%202.jpg"
-            alt="scionlight benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Drop-Wave.jpg"
+            alt="scionlight benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Shubert.jpg"
-            alt="scionlight benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Schaffer%202.jpg"
+            alt="scionlight benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #53</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #51</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Ackley.jpg"
-            alt="scionlight benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Langermann.jpg"
+            alt="scionlight benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #51</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Rosenbrock.jpg"
-            alt="scionlight benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Gramacy%20&%20Lee%202D.jpg"
+            alt="scionlight benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #41</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #47</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Langermann%202.jpg"
-            alt="scionlight benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Shubert.jpg"
+            alt="scionlight benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Langermann.jpg"
-            alt="scionlight benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/EggHolder.jpg"
+            alt="scionlight benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Griewank.jpg"
-            alt="scionlight benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Lévy.jpg"
+            alt="scionlight benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Schaffer%204.jpg"
-            alt="scionlight benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Ackley.jpg"
+            alt="scionlight benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Rastrigin.jpg"
-            alt="scionlight benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Cross-in-Tray.jpg"
+            alt="scionlight benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #31</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/scionlight/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/sgd.html b/docs/vis/sgd.html
index 43935de4..4e64101d 100644
--- a/docs/vis/sgd.html
+++ b/docs/vis/sgd.html
@@ -17,15 +17,15 @@ <h1>sgd Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">45</div>
+                    <div class="stat-value">41</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">43</div>
+                    <div class="stat-value">44</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.6349</div>
+                    <div class="stat-value">2.2049</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Gramacy%20&%20Lee%202D.jpg"
-            alt="sgd benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Rastrigin.jpg"
+            alt="sgd benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Drop-Wave.jpg"
-            alt="sgd benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Griewank.jpg"
+            alt="sgd benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Lévy.jpg"
-            alt="sgd benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Langermann%202.jpg"
+            alt="sgd benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/SchwefelSin.jpg"
-            alt="sgd benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Schaffer%204.jpg"
+            alt="sgd benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Weierstrass.jpg"
-            alt="sgd benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Styblinski-Tang.jpg"
+            alt="sgd benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Styblinski-Tang.jpg"
-            alt="sgd benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Weierstrass.jpg"
+            alt="sgd benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #11</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Cross-in-Tray.jpg"
-            alt="sgd benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Lévy%2013.jpg"
+            alt="sgd benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/EggHolder.jpg"
-            alt="sgd benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/MixedMichalewiczSphere.jpg"
+            alt="sgd benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Holder%20Table.jpg"
-            alt="sgd benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/SchwefelSin.jpg"
+            alt="sgd benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Lévy%2013.jpg"
-            alt="sgd benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Rosenbrock.jpg"
+            alt="sgd benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Schaffer%202.jpg"
-            alt="sgd benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Drop-Wave.jpg"
+            alt="sgd benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Shubert.jpg"
-            alt="sgd benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Schaffer%202.jpg"
+            alt="sgd benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Ackley.jpg"
-            alt="sgd benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Langermann.jpg"
+            alt="sgd benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Rosenbrock.jpg"
-            alt="sgd benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Gramacy%20&%20Lee%202D.jpg"
+            alt="sgd benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Langermann%202.jpg"
-            alt="sgd benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Shubert.jpg"
+            alt="sgd benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Langermann.jpg"
-            alt="sgd benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/EggHolder.jpg"
+            alt="sgd benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Griewank.jpg"
-            alt="sgd benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Lévy.jpg"
+            alt="sgd benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Schaffer%204.jpg"
-            alt="sgd benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Ackley.jpg"
+            alt="sgd benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Rastrigin.jpg"
-            alt="sgd benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Cross-in-Tray.jpg"
+            alt="sgd benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgd/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/sgdp.html b/docs/vis/sgdp.html
index d9627215..db240cc8 100644
--- a/docs/vis/sgdp.html
+++ b/docs/vis/sgdp.html
@@ -17,15 +17,15 @@ <h1>sgdp Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">46</div>
+                    <div class="stat-value">40</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">44</div>
+                    <div class="stat-value">43</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.6349</div>
+                    <div class="stat-value">2.2049</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Gramacy%20&%20Lee%202D.jpg"
-            alt="sgdp benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Rastrigin.jpg"
+            alt="sgdp benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Drop-Wave.jpg"
-            alt="sgdp benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Griewank.jpg"
+            alt="sgdp benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Lévy.jpg"
-            alt="sgdp benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Langermann%202.jpg"
+            alt="sgdp benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/SchwefelSin.jpg"
-            alt="sgdp benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Schaffer%204.jpg"
+            alt="sgdp benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #80</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Weierstrass.jpg"
-            alt="sgdp benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Styblinski-Tang.jpg"
+            alt="sgdp benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Styblinski-Tang.jpg"
-            alt="sgdp benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Weierstrass.jpg"
+            alt="sgdp benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #11</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Cross-in-Tray.jpg"
-            alt="sgdp benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Lévy%2013.jpg"
+            alt="sgdp benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/EggHolder.jpg"
-            alt="sgdp benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/MixedMichalewiczSphere.jpg"
+            alt="sgdp benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Holder%20Table.jpg"
-            alt="sgdp benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/SchwefelSin.jpg"
+            alt="sgdp benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Lévy%2013.jpg"
-            alt="sgdp benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Rosenbrock.jpg"
+            alt="sgdp benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Schaffer%202.jpg"
-            alt="sgdp benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Drop-Wave.jpg"
+            alt="sgdp benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #66</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Shubert.jpg"
-            alt="sgdp benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Schaffer%202.jpg"
+            alt="sgdp benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Ackley.jpg"
-            alt="sgdp benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Langermann.jpg"
+            alt="sgdp benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Rosenbrock.jpg"
-            alt="sgdp benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Gramacy%20&%20Lee%202D.jpg"
+            alt="sgdp benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #53</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Langermann%202.jpg"
-            alt="sgdp benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Shubert.jpg"
+            alt="sgdp benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Langermann.jpg"
-            alt="sgdp benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/EggHolder.jpg"
+            alt="sgdp benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Griewank.jpg"
-            alt="sgdp benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Lévy.jpg"
+            alt="sgdp benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Schaffer%204.jpg"
-            alt="sgdp benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Ackley.jpg"
+            alt="sgdp benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Rastrigin.jpg"
-            alt="sgdp benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Cross-in-Tray.jpg"
+            alt="sgdp benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdp/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/sgdsai.html b/docs/vis/sgdsai.html
index 5d99790c..b109c3f6 100644
--- a/docs/vis/sgdsai.html
+++ b/docs/vis/sgdsai.html
@@ -17,7 +17,7 @@ <h1>sgdsai Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">96</div>
+                    <div class="stat-value">84</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">13.6452</div>
+                    <div class="stat-value">4.0238</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Gramacy%20&%20Lee%202D.jpg"
-            alt="sgdsai benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Rastrigin.jpg"
+            alt="sgdsai benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #48</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Drop-Wave.jpg"
-            alt="sgdsai benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Griewank.jpg"
+            alt="sgdsai benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Lévy.jpg"
-            alt="sgdsai benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Langermann%202.jpg"
+            alt="sgdsai benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/SchwefelSin.jpg"
-            alt="sgdsai benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Schaffer%204.jpg"
+            alt="sgdsai benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Weierstrass.jpg"
-            alt="sgdsai benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Styblinski-Tang.jpg"
+            alt="sgdsai benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #27</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Styblinski-Tang.jpg"
-            alt="sgdsai benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Weierstrass.jpg"
+            alt="sgdsai benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #26</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Cross-in-Tray.jpg"
-            alt="sgdsai benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Lévy%2013.jpg"
+            alt="sgdsai benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/EggHolder.jpg"
-            alt="sgdsai benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/MixedMichalewiczSphere.jpg"
+            alt="sgdsai benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Holder%20Table.jpg"
-            alt="sgdsai benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/SchwefelSin.jpg"
+            alt="sgdsai benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Holder%20Table.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Lévy%2013.jpg"
-            alt="sgdsai benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Rosenbrock.jpg"
+            alt="sgdsai benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Schaffer%202.jpg"
-            alt="sgdsai benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Drop-Wave.jpg"
+            alt="sgdsai benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Shubert.jpg"
-            alt="sgdsai benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Schaffer%202.jpg"
+            alt="sgdsai benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Ackley.jpg"
-            alt="sgdsai benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Langermann.jpg"
+            alt="sgdsai benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Rosenbrock.jpg"
-            alt="sgdsai benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Gramacy%20&%20Lee%202D.jpg"
+            alt="sgdsai benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Langermann%202.jpg"
-            alt="sgdsai benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Shubert.jpg"
+            alt="sgdsai benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Langermann.jpg"
-            alt="sgdsai benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/EggHolder.jpg"
+            alt="sgdsai benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Griewank.jpg"
-            alt="sgdsai benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Lévy.jpg"
+            alt="sgdsai benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Schaffer%204.jpg"
-            alt="sgdsai benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Ackley.jpg"
+            alt="sgdsai benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Rastrigin.jpg"
-            alt="sgdsai benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Cross-in-Tray.jpg"
+            alt="sgdsai benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #64</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sgdsai/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/shampoo.html b/docs/vis/shampoo.html
index 2f8b9529..53f681c9 100644
--- a/docs/vis/shampoo.html
+++ b/docs/vis/shampoo.html
@@ -17,15 +17,15 @@ <h1>shampoo Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">97</div>
+                    <div class="stat-value">99</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">90</div>
+                    <div class="stat-value">92</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">29.0068</div>
+                    <div class="stat-value">25.8916</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Gramacy%20&%20Lee%202D.jpg"
-            alt="shampoo benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Rastrigin.jpg"
+            alt="shampoo benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Drop-Wave.jpg"
-            alt="shampoo benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Griewank.jpg"
+            alt="shampoo benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Lévy.jpg"
-            alt="shampoo benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Langermann%202.jpg"
+            alt="shampoo benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #47</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/SchwefelSin.jpg"
-            alt="shampoo benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Schaffer%204.jpg"
+            alt="shampoo benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Weierstrass.jpg"
-            alt="shampoo benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Styblinski-Tang.jpg"
+            alt="shampoo benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #86</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Styblinski-Tang.jpg"
-            alt="shampoo benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Weierstrass.jpg"
+            alt="shampoo benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Cross-in-Tray.jpg"
-            alt="shampoo benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Lévy%2013.jpg"
+            alt="shampoo benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/EggHolder.jpg"
-            alt="shampoo benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/MixedMichalewiczSphere.jpg"
+            alt="shampoo benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Holder%20Table.jpg"
-            alt="shampoo benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/SchwefelSin.jpg"
+            alt="shampoo benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #37</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Lévy%2013.jpg"
-            alt="shampoo benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Rosenbrock.jpg"
+            alt="shampoo benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Schaffer%202.jpg"
-            alt="shampoo benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Drop-Wave.jpg"
+            alt="shampoo benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Shubert.jpg"
-            alt="shampoo benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Schaffer%202.jpg"
+            alt="shampoo benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #55</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Ackley.jpg"
-            alt="shampoo benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Langermann.jpg"
+            alt="shampoo benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Rosenbrock.jpg"
-            alt="shampoo benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Gramacy%20&%20Lee%202D.jpg"
+            alt="shampoo benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Langermann%202.jpg"
-            alt="shampoo benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Shubert.jpg"
+            alt="shampoo benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #88</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Langermann.jpg"
-            alt="shampoo benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/EggHolder.jpg"
+            alt="shampoo benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Griewank.jpg"
-            alt="shampoo benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Lévy.jpg"
+            alt="shampoo benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #81</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Schaffer%204.jpg"
-            alt="shampoo benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Ackley.jpg"
+            alt="shampoo benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #52</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #83</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Rastrigin.jpg"
-            alt="shampoo benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Cross-in-Tray.jpg"
+            alt="shampoo benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/shampoo/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/signsgd.html b/docs/vis/signsgd.html
index 20ddfc59..41e50bfe 100644
--- a/docs/vis/signsgd.html
+++ b/docs/vis/signsgd.html
@@ -17,15 +17,15 @@ <h1>signsgd Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">9</div>
+                    <div class="stat-value">10</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">11</div>
+                    <div class="stat-value">9</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.8405</div>
+                    <div class="stat-value">1.6894</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Gramacy%20&%20Lee%202D.jpg"
-            alt="signsgd benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Rastrigin.jpg"
+            alt="signsgd benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Drop-Wave.jpg"
-            alt="signsgd benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Griewank.jpg"
+            alt="signsgd benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #60</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Lévy.jpg"
-            alt="signsgd benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Langermann%202.jpg"
+            alt="signsgd benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/SchwefelSin.jpg"
-            alt="signsgd benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Schaffer%204.jpg"
+            alt="signsgd benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Weierstrass.jpg"
-            alt="signsgd benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Styblinski-Tang.jpg"
+            alt="signsgd benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Styblinski-Tang.jpg"
-            alt="signsgd benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Weierstrass.jpg"
+            alt="signsgd benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Cross-in-Tray.jpg"
-            alt="signsgd benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Lévy%2013.jpg"
+            alt="signsgd benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/EggHolder.jpg"
-            alt="signsgd benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/MixedMichalewiczSphere.jpg"
+            alt="signsgd benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Holder%20Table.jpg"
-            alt="signsgd benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/SchwefelSin.jpg"
+            alt="signsgd benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Lévy%2013.jpg"
-            alt="signsgd benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Rosenbrock.jpg"
+            alt="signsgd benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #14</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Schaffer%202.jpg"
-            alt="signsgd benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Drop-Wave.jpg"
+            alt="signsgd benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Shubert.jpg"
-            alt="signsgd benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Schaffer%202.jpg"
+            alt="signsgd benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #36</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Ackley.jpg"
-            alt="signsgd benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Langermann.jpg"
+            alt="signsgd benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Rosenbrock.jpg"
-            alt="signsgd benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Gramacy%20&%20Lee%202D.jpg"
+            alt="signsgd benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Rosenbrock.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Langermann%202.jpg"
-            alt="signsgd benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Shubert.jpg"
+            alt="signsgd benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Langermann.jpg"
-            alt="signsgd benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/EggHolder.jpg"
+            alt="signsgd benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Griewank.jpg"
-            alt="signsgd benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Lévy.jpg"
+            alt="signsgd benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #12</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Schaffer%204.jpg"
-            alt="signsgd benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Ackley.jpg"
+            alt="signsgd benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Rastrigin.jpg"
-            alt="signsgd benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Cross-in-Tray.jpg"
+            alt="signsgd benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #14</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/signsgd/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/simplifiedademamix.html b/docs/vis/simplifiedademamix.html
index 57e33524..945f0da8 100644
--- a/docs/vis/simplifiedademamix.html
+++ b/docs/vis/simplifiedademamix.html
@@ -17,15 +17,15 @@ <h1>simplifiedademamix Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">33</div>
+                    <div class="stat-value">31</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">32</div>
+                    <div class="stat-value">35</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.1922</div>
+                    <div class="stat-value">1.9563</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Gramacy%20&%20Lee%202D.jpg"
-            alt="simplifiedademamix benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Rastrigin.jpg"
+            alt="simplifiedademamix benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Drop-Wave.jpg"
-            alt="simplifiedademamix benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Griewank.jpg"
+            alt="simplifiedademamix benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #36</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Lévy.jpg"
-            alt="simplifiedademamix benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Langermann%202.jpg"
+            alt="simplifiedademamix benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #25</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/SchwefelSin.jpg"
-            alt="simplifiedademamix benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Schaffer%204.jpg"
+            alt="simplifiedademamix benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #40</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Weierstrass.jpg"
-            alt="simplifiedademamix benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Styblinski-Tang.jpg"
+            alt="simplifiedademamix benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Styblinski-Tang.jpg"
-            alt="simplifiedademamix benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Weierstrass.jpg"
+            alt="simplifiedademamix benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #18</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Cross-in-Tray.jpg"
-            alt="simplifiedademamix benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Lévy%2013.jpg"
+            alt="simplifiedademamix benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/EggHolder.jpg"
-            alt="simplifiedademamix benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/MixedMichalewiczSphere.jpg"
+            alt="simplifiedademamix benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #26</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Holder%20Table.jpg"
-            alt="simplifiedademamix benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/SchwefelSin.jpg"
+            alt="simplifiedademamix benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Lévy%2013.jpg"
-            alt="simplifiedademamix benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Rosenbrock.jpg"
+            alt="simplifiedademamix benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Schaffer%202.jpg"
-            alt="simplifiedademamix benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Drop-Wave.jpg"
+            alt="simplifiedademamix benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #37</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Shubert.jpg"
-            alt="simplifiedademamix benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Schaffer%202.jpg"
+            alt="simplifiedademamix benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Ackley.jpg"
-            alt="simplifiedademamix benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Langermann.jpg"
+            alt="simplifiedademamix benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Rosenbrock.jpg"
-            alt="simplifiedademamix benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Gramacy%20&%20Lee%202D.jpg"
+            alt="simplifiedademamix benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Langermann%202.jpg"
-            alt="simplifiedademamix benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Shubert.jpg"
+            alt="simplifiedademamix benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Langermann.jpg"
-            alt="simplifiedademamix benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/EggHolder.jpg"
+            alt="simplifiedademamix benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Griewank.jpg"
-            alt="simplifiedademamix benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Lévy.jpg"
+            alt="simplifiedademamix benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Schaffer%204.jpg"
-            alt="simplifiedademamix benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Ackley.jpg"
+            alt="simplifiedademamix benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Rastrigin.jpg"
-            alt="simplifiedademamix benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Cross-in-Tray.jpg"
+            alt="simplifiedademamix benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #18</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/simplifiedademamix/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/sm3.html b/docs/vis/sm3.html
index 433491a8..e6f3e117 100644
--- a/docs/vis/sm3.html
+++ b/docs/vis/sm3.html
@@ -17,15 +17,15 @@ <h1>sm3 Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">56</div>
+                    <div class="stat-value">68</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">74</div>
+                    <div class="stat-value">80</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.9704</div>
+                    <div class="stat-value">2.9387</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Gramacy%20&%20Lee%202D.jpg"
-            alt="sm3 benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Rastrigin.jpg"
+            alt="sm3 benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Drop-Wave.jpg"
-            alt="sm3 benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Griewank.jpg"
+            alt="sm3 benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Lévy.jpg"
-            alt="sm3 benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Langermann%202.jpg"
+            alt="sm3 benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/SchwefelSin.jpg"
-            alt="sm3 benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Schaffer%204.jpg"
+            alt="sm3 benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #61</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Weierstrass.jpg"
-            alt="sm3 benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Styblinski-Tang.jpg"
+            alt="sm3 benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #79</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Styblinski-Tang.jpg"
-            alt="sm3 benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Weierstrass.jpg"
+            alt="sm3 benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Cross-in-Tray.jpg"
-            alt="sm3 benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Lévy%2013.jpg"
+            alt="sm3 benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/EggHolder.jpg"
-            alt="sm3 benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/MixedMichalewiczSphere.jpg"
+            alt="sm3 benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #81</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Holder%20Table.jpg"
-            alt="sm3 benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/SchwefelSin.jpg"
+            alt="sm3 benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #64</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Lévy%2013.jpg"
-            alt="sm3 benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Rosenbrock.jpg"
+            alt="sm3 benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Schaffer%202.jpg"
-            alt="sm3 benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Drop-Wave.jpg"
+            alt="sm3 benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #76</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Shubert.jpg"
-            alt="sm3 benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Schaffer%202.jpg"
+            alt="sm3 benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Ackley.jpg"
-            alt="sm3 benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Langermann.jpg"
+            alt="sm3 benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Rosenbrock.jpg"
-            alt="sm3 benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Gramacy%20&%20Lee%202D.jpg"
+            alt="sm3 benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #87</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Langermann%202.jpg"
-            alt="sm3 benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Shubert.jpg"
+            alt="sm3 benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Langermann.jpg"
-            alt="sm3 benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/EggHolder.jpg"
+            alt="sm3 benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Griewank.jpg"
-            alt="sm3 benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Lévy.jpg"
+            alt="sm3 benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Schaffer%204.jpg"
-            alt="sm3 benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Ackley.jpg"
+            alt="sm3 benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #71</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Rastrigin.jpg"
-            alt="sm3 benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Cross-in-Tray.jpg"
+            alt="sm3 benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #62</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sm3/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/soap.html b/docs/vis/soap.html
index 11927138..bf3727db 100644
--- a/docs/vis/soap.html
+++ b/docs/vis/soap.html
@@ -17,7 +17,7 @@ <h1>soap Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">11</div>
+                    <div class="stat-value">8</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
@@ -25,7 +25,7 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.8633</div>
+                    <div class="stat-value">1.6251</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Gramacy%20&%20Lee%202D.jpg"
-            alt="soap benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Rastrigin.jpg"
+            alt="soap benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Drop-Wave.jpg"
-            alt="soap benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Griewank.jpg"
+            alt="soap benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #35</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Lévy.jpg"
-            alt="soap benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Langermann%202.jpg"
+            alt="soap benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/SchwefelSin.jpg"
-            alt="soap benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Schaffer%204.jpg"
+            alt="soap benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Weierstrass.jpg"
-            alt="soap benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Styblinski-Tang.jpg"
+            alt="soap benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Styblinski-Tang.jpg"
-            alt="soap benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Weierstrass.jpg"
+            alt="soap benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Cross-in-Tray.jpg"
-            alt="soap benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Lévy%2013.jpg"
+            alt="soap benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #18</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #31</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/EggHolder.jpg"
-            alt="soap benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/MixedMichalewiczSphere.jpg"
+            alt="soap benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #57</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #32</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Holder%20Table.jpg"
-            alt="soap benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/SchwefelSin.jpg"
+            alt="soap benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Lévy%2013.jpg"
-            alt="soap benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Rosenbrock.jpg"
+            alt="soap benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #13</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Schaffer%202.jpg"
-            alt="soap benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Drop-Wave.jpg"
+            alt="soap benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #41</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Shubert.jpg"
-            alt="soap benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Schaffer%202.jpg"
+            alt="soap benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #18</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #43</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Ackley.jpg"
-            alt="soap benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Langermann.jpg"
+            alt="soap benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Ackley.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Rosenbrock.jpg"
-            alt="soap benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Gramacy%20&%20Lee%202D.jpg"
+            alt="soap benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Langermann%202.jpg"
-            alt="soap benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Shubert.jpg"
+            alt="soap benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Langermann.jpg"
-            alt="soap benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/EggHolder.jpg"
+            alt="soap benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #59</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Griewank.jpg"
-            alt="soap benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Lévy.jpg"
+            alt="soap benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #27</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Schaffer%204.jpg"
-            alt="soap benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Ackley.jpg"
+            alt="soap benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #48</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Rastrigin.jpg"
-            alt="soap benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Cross-in-Tray.jpg"
+            alt="soap benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #27</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/soap/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/sophiah.html b/docs/vis/sophiah.html
index 273d6814..2991b996 100644
--- a/docs/vis/sophiah.html
+++ b/docs/vis/sophiah.html
@@ -17,15 +17,15 @@ <h1>sophiah Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">4</div>
+                    <div class="stat-value">9</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">10</div>
+                    <div class="stat-value">11</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.705</div>
+                    <div class="stat-value">1.6593</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Gramacy%20&%20Lee%202D.jpg"
-            alt="sophiah benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Rastrigin.jpg"
+            alt="sophiah benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Drop-Wave.jpg"
-            alt="sophiah benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Griewank.jpg"
+            alt="sophiah benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #18</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Lévy.jpg"
-            alt="sophiah benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Langermann%202.jpg"
+            alt="sophiah benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/SchwefelSin.jpg"
-            alt="sophiah benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Schaffer%204.jpg"
+            alt="sophiah benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #24</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #25</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Weierstrass.jpg"
-            alt="sophiah benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Styblinski-Tang.jpg"
+            alt="sophiah benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Styblinski-Tang.jpg"
-            alt="sophiah benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Weierstrass.jpg"
+            alt="sophiah benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Cross-in-Tray.jpg"
-            alt="sophiah benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Lévy%2013.jpg"
+            alt="sophiah benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/EggHolder.jpg"
-            alt="sophiah benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/MixedMichalewiczSphere.jpg"
+            alt="sophiah benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #19</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #47</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Holder%20Table.jpg"
-            alt="sophiah benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/SchwefelSin.jpg"
+            alt="sophiah benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #25</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Lévy%2013.jpg"
-            alt="sophiah benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Rosenbrock.jpg"
+            alt="sophiah benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #12</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Schaffer%202.jpg"
-            alt="sophiah benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Drop-Wave.jpg"
+            alt="sophiah benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #29</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Shubert.jpg"
-            alt="sophiah benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Schaffer%202.jpg"
+            alt="sophiah benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #30</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Ackley.jpg"
-            alt="sophiah benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Langermann.jpg"
+            alt="sophiah benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Rosenbrock.jpg"
-            alt="sophiah benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Gramacy%20&%20Lee%202D.jpg"
+            alt="sophiah benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #25</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Langermann%202.jpg"
-            alt="sophiah benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Shubert.jpg"
+            alt="sophiah benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Langermann.jpg"
-            alt="sophiah benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/EggHolder.jpg"
+            alt="sophiah benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Griewank.jpg"
-            alt="sophiah benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Lévy.jpg"
+            alt="sophiah benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Schaffer%204.jpg"
-            alt="sophiah benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Ackley.jpg"
+            alt="sophiah benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #24</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Rastrigin.jpg"
-            alt="sophiah benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Cross-in-Tray.jpg"
+            alt="sophiah benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Rastrigin.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/sophiah/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/spam.html b/docs/vis/spam.html
index 4de734eb..2e15ba72 100644
--- a/docs/vis/spam.html
+++ b/docs/vis/spam.html
@@ -17,15 +17,15 @@ <h1>spam Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">22</div>
+                    <div class="stat-value">18</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">27</div>
+                    <div class="stat-value">22</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.0666</div>
+                    <div class="stat-value">1.7994</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Gramacy%20&%20Lee%202D.jpg"
-            alt="spam benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Rastrigin.jpg"
+            alt="spam benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Drop-Wave.jpg"
-            alt="spam benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Griewank.jpg"
+            alt="spam benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #28</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Lévy.jpg"
-            alt="spam benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Langermann%202.jpg"
+            alt="spam benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/SchwefelSin.jpg"
-            alt="spam benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Schaffer%204.jpg"
+            alt="spam benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Weierstrass.jpg"
-            alt="spam benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Styblinski-Tang.jpg"
+            alt="spam benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #7</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Styblinski-Tang.jpg"
-            alt="spam benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Weierstrass.jpg"
+            alt="spam benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Cross-in-Tray.jpg"
-            alt="spam benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Lévy%2013.jpg"
+            alt="spam benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #20</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/EggHolder.jpg"
-            alt="spam benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/MixedMichalewiczSphere.jpg"
+            alt="spam benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Holder%20Table.jpg"
-            alt="spam benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/SchwefelSin.jpg"
+            alt="spam benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #26</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #43</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Lévy%2013.jpg"
-            alt="spam benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Rosenbrock.jpg"
+            alt="spam benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #20</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Schaffer%202.jpg"
-            alt="spam benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Drop-Wave.jpg"
+            alt="spam benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #29</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Shubert.jpg"
-            alt="spam benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Schaffer%202.jpg"
+            alt="spam benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Ackley.jpg"
-            alt="spam benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Langermann.jpg"
+            alt="spam benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Rosenbrock.jpg"
-            alt="spam benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Gramacy%20&%20Lee%202D.jpg"
+            alt="spam benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Langermann%202.jpg"
-            alt="spam benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Shubert.jpg"
+            alt="spam benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Langermann.jpg"
-            alt="spam benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/EggHolder.jpg"
+            alt="spam benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #51</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Griewank.jpg"
-            alt="spam benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Lévy.jpg"
+            alt="spam benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #32</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Schaffer%204.jpg"
-            alt="spam benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Ackley.jpg"
+            alt="spam benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #51</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Rastrigin.jpg"
-            alt="spam benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Cross-in-Tray.jpg"
+            alt="spam benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #46</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/spam/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/srmm.html b/docs/vis/srmm.html
index 4eb9f082..f2c09b4b 100644
--- a/docs/vis/srmm.html
+++ b/docs/vis/srmm.html
@@ -21,11 +21,11 @@ <h2>Overall Performance</h2>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">97</div>
+                    <div class="stat-value">98</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">7.6447</div>
+                    <div class="stat-value">7.3066</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Gramacy%20&%20Lee%202D.jpg"
-            alt="srmm benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Rastrigin.jpg"
+            alt="srmm benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #99</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Drop-Wave.jpg"
-            alt="srmm benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Griewank.jpg"
+            alt="srmm benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #85</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Lévy.jpg"
-            alt="srmm benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Langermann%202.jpg"
+            alt="srmm benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/SchwefelSin.jpg"
-            alt="srmm benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Schaffer%204.jpg"
+            alt="srmm benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #96</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #92</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Weierstrass.jpg"
-            alt="srmm benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Styblinski-Tang.jpg"
+            alt="srmm benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Styblinski-Tang.jpg"
-            alt="srmm benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Weierstrass.jpg"
+            alt="srmm benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Cross-in-Tray.jpg"
-            alt="srmm benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Lévy%2013.jpg"
+            alt="srmm benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #69</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/EggHolder.jpg"
-            alt="srmm benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/MixedMichalewiczSphere.jpg"
+            alt="srmm benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #89</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #68</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Holder%20Table.jpg"
-            alt="srmm benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/SchwefelSin.jpg"
+            alt="srmm benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #97</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Lévy%2013.jpg"
-            alt="srmm benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Rosenbrock.jpg"
+            alt="srmm benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #97</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #99</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Schaffer%202.jpg"
-            alt="srmm benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Drop-Wave.jpg"
+            alt="srmm benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Shubert.jpg"
-            alt="srmm benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Schaffer%202.jpg"
+            alt="srmm benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #73</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Ackley.jpg"
-            alt="srmm benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Langermann.jpg"
+            alt="srmm benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Ackley.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Rosenbrock.jpg"
-            alt="srmm benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Gramacy%20&%20Lee%202D.jpg"
+            alt="srmm benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #98</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #100</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Langermann%202.jpg"
-            alt="srmm benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Shubert.jpg"
+            alt="srmm benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #74</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Langermann.jpg"
-            alt="srmm benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/EggHolder.jpg"
+            alt="srmm benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #93</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #90</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Griewank.jpg"
-            alt="srmm benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Lévy.jpg"
+            alt="srmm benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #84</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #98</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Schaffer%204.jpg"
-            alt="srmm benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Ackley.jpg"
+            alt="srmm benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #91</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #94</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Rastrigin.jpg"
-            alt="srmm benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Cross-in-Tray.jpg"
+            alt="srmm benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #87</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/srmm/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/stablespam.html b/docs/vis/stablespam.html
index 2d0881d9..71fba29c 100644
--- a/docs/vis/stablespam.html
+++ b/docs/vis/stablespam.html
@@ -17,15 +17,15 @@ <h1>stablespam Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">15</div>
+                    <div class="stat-value">13</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">25</div>
+                    <div class="stat-value">21</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.9527</div>
+                    <div class="stat-value">1.7236</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,57 +38,71 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Gramacy%20&%20Lee%202D.jpg"
-            alt="stablespam benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Rastrigin.jpg"
+            alt="stablespam benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #9</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Drop-Wave.jpg"
-            alt="stablespam benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Griewank.jpg"
+            alt="stablespam benchmark visualization on Griewank"
+            onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
+        />
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Griewank.jpg')">🔍</button>
+    </div>
+    <div class="card-content">
+        <h3 class="function-name">Griewank</h3>
+    </div>
+</div>
+<div class="card">
+    <div class="image-wrapper">
+        <img
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Langermann%202.jpg"
+            alt="stablespam benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Drop-Wave.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Lévy.jpg"
-            alt="stablespam benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Schaffer%204.jpg"
+            alt="stablespam benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #33</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/SchwefelSin.jpg"
-            alt="stablespam benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Styblinski-Tang.jpg"
+            alt="stablespam benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #68</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
@@ -98,7 +112,7 @@ <h3 class="function-name">SchwefelSin</h3>
             alt="stablespam benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #26</div>
+        <div class="rank-badge">Rank #44</div>
         <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
@@ -108,71 +122,71 @@ <h3 class="function-name">Weierstrass</h3>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Styblinski-Tang.jpg"
-            alt="stablespam benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Lévy%2013.jpg"
+            alt="stablespam benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #58</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #24</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Cross-in-Tray.jpg"
-            alt="stablespam benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/MixedMichalewiczSphere.jpg"
+            alt="stablespam benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #38</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/EggHolder.jpg"
-            alt="stablespam benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/SchwefelSin.jpg"
+            alt="stablespam benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #59</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #70</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Holder%20Table.jpg"
-            alt="stablespam benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Rosenbrock.jpg"
+            alt="stablespam benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #48</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Lévy%2013.jpg"
-            alt="stablespam benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Drop-Wave.jpg"
+            alt="stablespam benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
@@ -192,113 +206,99 @@ <h3 class="function-name">Schaffer 2</h3>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Shubert.jpg"
-            alt="stablespam benchmark visualization on Shubert"
-            onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
-        />
-        <div class="rank-badge">Rank #27</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Shubert.jpg')">🔍</button>
-    </div>
-    <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
-    </div>
-</div>
-<div class="card">
-    <div class="image-wrapper">
-        <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Ackley.jpg"
-            alt="stablespam benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Langermann.jpg"
+            alt="stablespam benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #65</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #31</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Rosenbrock.jpg"
-            alt="stablespam benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Gramacy%20&%20Lee%202D.jpg"
+            alt="stablespam benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Langermann%202.jpg"
-            alt="stablespam benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Shubert.jpg"
+            alt="stablespam benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #28</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Langermann.jpg"
-            alt="stablespam benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/EggHolder.jpg"
+            alt="stablespam benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #30</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Griewank.jpg"
-            alt="stablespam benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Lévy.jpg"
+            alt="stablespam benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #33</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Schaffer%204.jpg"
-            alt="stablespam benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Ackley.jpg"
+            alt="stablespam benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #39</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #61</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Rastrigin.jpg"
-            alt="stablespam benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Cross-in-Tray.jpg"
+            alt="stablespam benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #7</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/stablespam/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/swats.html b/docs/vis/swats.html
index f21055a8..4d699f01 100644
--- a/docs/vis/swats.html
+++ b/docs/vis/swats.html
@@ -17,15 +17,15 @@ <h1>swats Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">25</div>
+                    <div class="stat-value">28</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">19</div>
+                    <div class="stat-value">20</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.0996</div>
+                    <div class="stat-value">1.8957</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Gramacy%20&%20Lee%202D.jpg"
-            alt="swats benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Rastrigin.jpg"
+            alt="swats benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #34</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Drop-Wave.jpg"
-            alt="swats benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Griewank.jpg"
+            alt="swats benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Lévy.jpg"
-            alt="swats benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Langermann%202.jpg"
+            alt="swats benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #58</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/SchwefelSin.jpg"
-            alt="swats benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Schaffer%204.jpg"
+            alt="swats benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #9</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Weierstrass.jpg"
-            alt="swats benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Styblinski-Tang.jpg"
+            alt="swats benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #47</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Styblinski-Tang.jpg"
-            alt="swats benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Weierstrass.jpg"
+            alt="swats benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Cross-in-Tray.jpg"
-            alt="swats benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Lévy%2013.jpg"
+            alt="swats benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/EggHolder.jpg"
-            alt="swats benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/MixedMichalewiczSphere.jpg"
+            alt="swats benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Holder%20Table.jpg"
-            alt="swats benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/SchwefelSin.jpg"
+            alt="swats benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Lévy%2013.jpg"
-            alt="swats benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Rosenbrock.jpg"
+            alt="swats benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Schaffer%202.jpg"
-            alt="swats benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Drop-Wave.jpg"
+            alt="swats benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Shubert.jpg"
-            alt="swats benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Schaffer%202.jpg"
+            alt="swats benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #16</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Ackley.jpg"
-            alt="swats benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Langermann.jpg"
+            alt="swats benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #48</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #26</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Rosenbrock.jpg"
-            alt="swats benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Gramacy%20&%20Lee%202D.jpg"
+            alt="swats benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #34</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Langermann%202.jpg"
-            alt="swats benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Shubert.jpg"
+            alt="swats benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Langermann.jpg"
-            alt="swats benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/EggHolder.jpg"
+            alt="swats benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Griewank.jpg"
-            alt="swats benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Lévy.jpg"
+            alt="swats benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Schaffer%204.jpg"
-            alt="swats benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Ackley.jpg"
+            alt="swats benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Rastrigin.jpg"
-            alt="swats benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Cross-in-Tray.jpg"
+            alt="swats benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/swats/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/tam.html b/docs/vis/tam.html
index 44014eab..283a7eea 100644
--- a/docs/vis/tam.html
+++ b/docs/vis/tam.html
@@ -17,15 +17,15 @@ <h1>tam Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">35</div>
+                    <div class="stat-value">36</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">35</div>
+                    <div class="stat-value">34</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.292</div>
+                    <div class="stat-value">2.1254</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Gramacy%20&%20Lee%202D.jpg"
-            alt="tam benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Rastrigin.jpg"
+            alt="tam benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #23</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #3</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Drop-Wave.jpg"
-            alt="tam benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Griewank.jpg"
+            alt="tam benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #90</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #14</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Lévy.jpg"
-            alt="tam benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Langermann%202.jpg"
+            alt="tam benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #14</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #72</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/SchwefelSin.jpg"
-            alt="tam benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Schaffer%204.jpg"
+            alt="tam benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Weierstrass.jpg"
-            alt="tam benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Styblinski-Tang.jpg"
+            alt="tam benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Styblinski-Tang.jpg"
-            alt="tam benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Weierstrass.jpg"
+            alt="tam benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #5</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #63</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Cross-in-Tray.jpg"
-            alt="tam benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Lévy%2013.jpg"
+            alt="tam benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #48</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #46</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/EggHolder.jpg"
-            alt="tam benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/MixedMichalewiczSphere.jpg"
+            alt="tam benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Holder%20Table.jpg"
-            alt="tam benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/SchwefelSin.jpg"
+            alt="tam benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #12</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #5</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Lévy%2013.jpg"
-            alt="tam benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Rosenbrock.jpg"
+            alt="tam benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #45</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #6</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Schaffer%202.jpg"
-            alt="tam benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Drop-Wave.jpg"
+            alt="tam benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #74</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #91</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Shubert.jpg"
-            alt="tam benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Schaffer%202.jpg"
+            alt="tam benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #77</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #75</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Ackley.jpg"
-            alt="tam benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Langermann.jpg"
+            alt="tam benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #37</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #56</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Rosenbrock.jpg"
-            alt="tam benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Gramacy%20&%20Lee%202D.jpg"
+            alt="tam benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #6</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Langermann%202.jpg"
-            alt="tam benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Shubert.jpg"
+            alt="tam benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #70</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #77</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Langermann.jpg"
-            alt="tam benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/EggHolder.jpg"
+            alt="tam benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #3</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Griewank.jpg"
-            alt="tam benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Lévy.jpg"
+            alt="tam benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #14</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Schaffer%204.jpg"
-            alt="tam benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Ackley.jpg"
+            alt="tam benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #56</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #12</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Rastrigin.jpg"
-            alt="tam benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Cross-in-Tray.jpg"
+            alt="tam benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #3</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #57</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tam/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/tiger.html b/docs/vis/tiger.html
index a7b313b1..c4832510 100644
--- a/docs/vis/tiger.html
+++ b/docs/vis/tiger.html
@@ -17,15 +17,15 @@ <h1>tiger Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">18</div>
+                    <div class="stat-value">23</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">17</div>
+                    <div class="stat-value">18</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.994</div>
+                    <div class="stat-value">1.8461</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Gramacy%20&%20Lee%202D.jpg"
-            alt="tiger benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Rastrigin.jpg"
+            alt="tiger benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #40</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Drop-Wave.jpg"
-            alt="tiger benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Griewank.jpg"
+            alt="tiger benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Lévy.jpg"
-            alt="tiger benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Langermann%202.jpg"
+            alt="tiger benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #95</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/SchwefelSin.jpg"
-            alt="tiger benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Schaffer%204.jpg"
+            alt="tiger benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #23</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Weierstrass.jpg"
-            alt="tiger benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Styblinski-Tang.jpg"
+            alt="tiger benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #10</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Styblinski-Tang.jpg"
-            alt="tiger benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Weierstrass.jpg"
+            alt="tiger benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #14</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Cross-in-Tray.jpg"
-            alt="tiger benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Lévy%2013.jpg"
+            alt="tiger benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #45</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/EggHolder.jpg"
-            alt="tiger benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/MixedMichalewiczSphere.jpg"
+            alt="tiger benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #49</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Holder%20Table.jpg"
-            alt="tiger benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/SchwefelSin.jpg"
+            alt="tiger benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Lévy%2013.jpg"
-            alt="tiger benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Rosenbrock.jpg"
+            alt="tiger benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Schaffer%202.jpg"
-            alt="tiger benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Drop-Wave.jpg"
+            alt="tiger benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #38</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #52</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Shubert.jpg"
-            alt="tiger benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Schaffer%202.jpg"
+            alt="tiger benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #51</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #39</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Ackley.jpg"
-            alt="tiger benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Langermann.jpg"
+            alt="tiger benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #13</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Rosenbrock.jpg"
-            alt="tiger benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Gramacy%20&%20Lee%202D.jpg"
+            alt="tiger benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #41</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Langermann%202.jpg"
-            alt="tiger benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Shubert.jpg"
+            alt="tiger benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #94</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #51</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Langermann.jpg"
-            alt="tiger benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/EggHolder.jpg"
+            alt="tiger benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #15</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Griewank.jpg"
-            alt="tiger benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Lévy.jpg"
+            alt="tiger benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #44</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #17</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Schaffer%204.jpg"
-            alt="tiger benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Ackley.jpg"
+            alt="tiger benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #22</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Rastrigin.jpg"
-            alt="tiger benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Cross-in-Tray.jpg"
+            alt="tiger benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #15</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/tiger/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/vsgd.html b/docs/vis/vsgd.html
index 76a9bf84..4c385a4a 100644
--- a/docs/vis/vsgd.html
+++ b/docs/vis/vsgd.html
@@ -17,15 +17,15 @@ <h1>vsgd Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">52</div>
+                    <div class="stat-value">47</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">45</div>
+                    <div class="stat-value">38</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">2.8283</div>
+                    <div class="stat-value">2.3138</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Gramacy%20&%20Lee%202D.jpg"
-            alt="vsgd benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Rastrigin.jpg"
+            alt="vsgd benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #67</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Drop-Wave.jpg"
-            alt="vsgd benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Griewank.jpg"
+            alt="vsgd benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #80</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #25</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Lévy.jpg"
-            alt="vsgd benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Langermann%202.jpg"
+            alt="vsgd benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #11</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #44</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/SchwefelSin.jpg"
-            alt="vsgd benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Schaffer%204.jpg"
+            alt="vsgd benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #21</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Weierstrass.jpg"
-            alt="vsgd benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Styblinski-Tang.jpg"
+            alt="vsgd benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #88</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #2</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Styblinski-Tang.jpg"
-            alt="vsgd benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Weierstrass.jpg"
+            alt="vsgd benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #2</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Cross-in-Tray.jpg"
-            alt="vsgd benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Lévy%2013.jpg"
+            alt="vsgd benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #27</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/EggHolder.jpg"
-            alt="vsgd benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/MixedMichalewiczSphere.jpg"
+            alt="vsgd benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #18</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #71</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Holder%20Table.jpg"
-            alt="vsgd benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/SchwefelSin.jpg"
+            alt="vsgd benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #55</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #21</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Lévy%2013.jpg"
-            alt="vsgd benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Rosenbrock.jpg"
+            alt="vsgd benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #26</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #4</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Schaffer%202.jpg"
-            alt="vsgd benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Drop-Wave.jpg"
+            alt="vsgd benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #83</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #82</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Shubert.jpg"
-            alt="vsgd benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Schaffer%202.jpg"
+            alt="vsgd benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #41</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #84</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Ackley.jpg"
-            alt="vsgd benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Langermann.jpg"
+            alt="vsgd benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #72</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #78</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Rosenbrock.jpg"
-            alt="vsgd benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Gramacy%20&%20Lee%202D.jpg"
+            alt="vsgd benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #4</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Langermann%202.jpg"
-            alt="vsgd benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Shubert.jpg"
+            alt="vsgd benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #43</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #42</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Langermann.jpg"
-            alt="vsgd benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/EggHolder.jpg"
+            alt="vsgd benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #78</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Langermann.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Griewank.jpg"
-            alt="vsgd benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Lévy.jpg"
+            alt="vsgd benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #24</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Schaffer%204.jpg"
-            alt="vsgd benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Ackley.jpg"
+            alt="vsgd benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #82</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Rastrigin.jpg"
-            alt="vsgd benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Cross-in-Tray.jpg"
+            alt="vsgd benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #67</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #60</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/vsgd/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/docs/vis/yogi.html b/docs/vis/yogi.html
index 21f33256..cf7ea83e 100644
--- a/docs/vis/yogi.html
+++ b/docs/vis/yogi.html
@@ -17,15 +17,15 @@ <h1>yogi Optimizer Benchmark Results</h1>
             <h2>Overall Performance</h2>
             <div class="summary-stats">
                 <div class="stat-item">
-                    <div class="stat-value">17</div>
+                    <div class="stat-value">21</div>
                     <div class="stat-label">Rank (Error Rate)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">24</div>
+                    <div class="stat-value">30</div>
                     <div class="stat-label">Rank (Avg Function Rank)</div>
                 </div>
                 <div class="stat-item">
-                    <div class="stat-value">1.9907</div>
+                    <div class="stat-value">1.8374</div>
                     <div class="stat-label">Avg Error Rate</div>
                 </div>
                 <div class="stat-item">
@@ -38,267 +38,267 @@ <h2>Overall Performance</h2>
         <div class="gallery"><div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Gramacy%20&%20Lee%202D.jpg"
-            alt="yogi benchmark visualization on Gramacy & Lee 2D"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Rastrigin.jpg"
+            alt="yogi benchmark visualization on Rastrigin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #47</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Rastrigin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Gramacy & Lee 2D</h3>
+        <h3 class="function-name">Rastrigin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Drop-Wave.jpg"
-            alt="yogi benchmark visualization on Drop-Wave"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Griewank.jpg"
+            alt="yogi benchmark visualization on Griewank"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #35</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Drop-Wave.jpg')">🔍</button>
+        <div class="rank-badge">Rank #19</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Griewank.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Drop-Wave</h3>
+        <h3 class="function-name">Griewank</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Lévy.jpg"
-            alt="yogi benchmark visualization on Lévy"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Langermann%202.jpg"
+            alt="yogi benchmark visualization on Langermann 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Lévy.jpg')">🔍</button>
+        <div class="rank-badge">Rank #65</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Langermann%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy</h3>
+        <h3 class="function-name">Langermann 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/SchwefelSin.jpg"
-            alt="yogi benchmark visualization on SchwefelSin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Schaffer%204.jpg"
+            alt="yogi benchmark visualization on Schaffer 4"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #49</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/SchwefelSin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #1</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Schaffer%204.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">SchwefelSin</h3>
+        <h3 class="function-name">Schaffer 4</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Weierstrass.jpg"
-            alt="yogi benchmark visualization on Weierstrass"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Styblinski-Tang.jpg"
+            alt="yogi benchmark visualization on Styblinski-Tang"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #17</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Weierstrass.jpg')">🔍</button>
+        <div class="rank-badge">Rank #38</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Styblinski-Tang.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Weierstrass</h3>
+        <h3 class="function-name">Styblinski-Tang</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Styblinski-Tang.jpg"
-            alt="yogi benchmark visualization on Styblinski-Tang"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Weierstrass.jpg"
+            alt="yogi benchmark visualization on Weierstrass"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #37</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Styblinski-Tang.jpg')">🔍</button>
+        <div class="rank-badge">Rank #43</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Weierstrass.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Styblinski-Tang</h3>
+        <h3 class="function-name">Weierstrass</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Cross-in-Tray.jpg"
-            alt="yogi benchmark visualization on Cross-in-Tray"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Lévy%2013.jpg"
+            alt="yogi benchmark visualization on Lévy 13"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Cross-in-Tray.jpg')">🔍</button>
+        <div class="rank-badge">Rank #8</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Lévy%2013.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Cross-in-Tray</h3>
+        <h3 class="function-name">Lévy 13</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/EggHolder.jpg"
-            alt="yogi benchmark visualization on EggHolder"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/MixedMichalewiczSphere.jpg"
+            alt="yogi benchmark visualization on MixedMichalewiczSphere"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #41</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/EggHolder.jpg')">🔍</button>
+        <div class="rank-badge">Rank #16</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/MixedMichalewiczSphere.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">EggHolder</h3>
+        <h3 class="function-name">MixedMichalewiczSphere</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Holder%20Table.jpg"
-            alt="yogi benchmark visualization on Holder Table"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/SchwefelSin.jpg"
+            alt="yogi benchmark visualization on SchwefelSin"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #50</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Holder%20Table.jpg')">🔍</button>
+        <div class="rank-badge">Rank #51</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/SchwefelSin.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Holder Table</h3>
+        <h3 class="function-name">SchwefelSin</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Lévy%2013.jpg"
-            alt="yogi benchmark visualization on Lévy 13"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Rosenbrock.jpg"
+            alt="yogi benchmark visualization on Rosenbrock"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #8</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Lévy%2013.jpg')">🔍</button>
+        <div class="rank-badge">Rank #54</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Rosenbrock.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Lévy 13</h3>
+        <h3 class="function-name">Rosenbrock</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Schaffer%202.jpg"
-            alt="yogi benchmark visualization on Schaffer 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Drop-Wave.jpg"
+            alt="yogi benchmark visualization on Drop-Wave"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #18</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Schaffer%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #36</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Drop-Wave.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 2</h3>
+        <h3 class="function-name">Drop-Wave</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Shubert.jpg"
-            alt="yogi benchmark visualization on Shubert"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Schaffer%202.jpg"
+            alt="yogi benchmark visualization on Schaffer 2"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #10</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Shubert.jpg')">🔍</button>
+        <div class="rank-badge">Rank #18</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Schaffer%202.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Shubert</h3>
+        <h3 class="function-name">Schaffer 2</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Ackley.jpg"
-            alt="yogi benchmark visualization on Ackley"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Langermann.jpg"
+            alt="yogi benchmark visualization on Langermann"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #25</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Ackley.jpg')">🔍</button>
+        <div class="rank-badge">Rank #43</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Langermann.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Ackley</h3>
+        <h3 class="function-name">Langermann</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Rosenbrock.jpg"
-            alt="yogi benchmark visualization on Rosenbrock"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Gramacy%20&%20Lee%202D.jpg"
+            alt="yogi benchmark visualization on Gramacy & Lee 2D"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #54</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Rosenbrock.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Gramacy%20&%20Lee%202D.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rosenbrock</h3>
+        <h3 class="function-name">Gramacy & Lee 2D</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Langermann%202.jpg"
-            alt="yogi benchmark visualization on Langermann 2"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Shubert.jpg"
+            alt="yogi benchmark visualization on Shubert"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #63</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Langermann%202.jpg')">🔍</button>
+        <div class="rank-badge">Rank #11</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Shubert.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann 2</h3>
+        <h3 class="function-name">Shubert</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Langermann.jpg"
-            alt="yogi benchmark visualization on Langermann"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/EggHolder.jpg"
+            alt="yogi benchmark visualization on EggHolder"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
         <div class="rank-badge">Rank #42</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Langermann.jpg')">🔍</button>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/EggHolder.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Langermann</h3>
+        <h3 class="function-name">EggHolder</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Griewank.jpg"
-            alt="yogi benchmark visualization on Griewank"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Lévy.jpg"
+            alt="yogi benchmark visualization on Lévy"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #18</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Griewank.jpg')">🔍</button>
+        <div class="rank-badge">Rank #50</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Lévy.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Griewank</h3>
+        <h3 class="function-name">Lévy</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Schaffer%204.jpg"
-            alt="yogi benchmark visualization on Schaffer 4"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Ackley.jpg"
+            alt="yogi benchmark visualization on Ackley"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #1</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Schaffer%204.jpg')">🔍</button>
+        <div class="rank-badge">Rank #48</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Ackley.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Schaffer 4</h3>
+        <h3 class="function-name">Ackley</h3>
     </div>
 </div>
 <div class="card">
     <div class="image-wrapper">
         <img
-            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Rastrigin.jpg"
-            alt="yogi benchmark visualization on Rastrigin"
+            src="https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Cross-in-Tray.jpg"
+            alt="yogi benchmark visualization on Cross-in-Tray"
             onerror="this.parentNode.innerHTML='<div class=&quot;fallback&quot;>Not available</div>'"
         />
-        <div class="rank-badge">Rank #48</div>
-        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Rastrigin.jpg')">🔍</button>
+        <div class="rank-badge">Rank #22</div>
+        <button class="enlarge-btn" onclick="openModal('https://cdn.statically.io/gh/AidinHamedi/Optimizer-Benchmark@vis-base/results/yogi/Cross-in-Tray.jpg')">🔍</button>
     </div>
     <div class="card-content">
-        <h3 class="function-name">Rastrigin</h3>
+        <h3 class="function-name">Cross-in-Tray</h3>
     </div>
 </div>
 </div>
diff --git a/results/results.json b/results/results.json
index 69245d8d..4dee6565 100644
--- a/results/results.json
+++ b/results/results.json
@@ -1,21621 +1,21621 @@
 {
-    "optimizers": {
-        "pnm": {
-            "error_rates": {
-                "Ackley": 1.3156900113503316,
-                "Cross-in-Tray": 2.8932394589078445,
-                "Drop-Wave": 2.746180626254143,
-                "EggHolder": 2.6111317022880978,
-                "Gramacy & Lee 2D": 2.033966791002526,
-                "Griewank": 3.1171929157489093,
-                "Langermann": 2.665372351030221,
-                "Langermann 2": 2.64893800121269,
-                "Lévy": 3.389620347578063,
-                "Lévy 13": 1.5840861403625668,
-                "MixedMichalewiczSphere": 0.8030692485416016,
-                "Rastrigin": 0.9251399962685969,
-                "Rosenbrock": 1.7674040140540912,
-                "Schaffer 2": 2.918048066029466,
-                "Schaffer 4": 2.6121576416944587,
-                "SchwefelSin": 2.7116703678076446,
-                "Shubert": 2.195760443815854,
-                "Styblinski-Tang": 2.1216099491452884,
-                "Weierstrass": 1.31727339444358
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.9735350170254975,
-                "Cross-in-Tray": 1.4466197294539223,
-                "Drop-Wave": 4.119270939381215,
-                "EggHolder": 2.0889053618304785,
-                "Gramacy & Lee 2D": 5.084916977506316,
-                "Griewank": 4.675789373623364,
-                "Langermann": 2.665372351030221,
-                "Langermann 2": 2.119150400970152,
-                "Lévy": 3.389620347578063,
-                "Lévy 13": 2.37612921054385,
-                "MixedMichalewiczSphere": 1.2046038728124024,
-                "Rastrigin": 1.3877099944028952,
-                "Rosenbrock": 1.7674040140540912,
-                "Schaffer 2": 5.252486518853039,
-                "Schaffer 4": 4.701883755050026,
-                "SchwefelSin": 2.169336294246116,
-                "Shubert": 2.195760443815854,
-                "Styblinski-Tang": 2.545931938974346,
-                "Weierstrass": 2.63454678888716
-            },
-            "avg_error_rate": 2.230397445659788,
-            "weighted_avg_error_rate": 2.8315249121073163,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.445610106929685,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.10202423969307847,
-                    "average distance to final point": 0.265815408812548,
-                    "convergence": 0.34442734995904684,
-                    "oscillation": 0.12010219908685742,
-                    "lucky jump": 0.03771070686911577
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.3898528660150986,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6770631640724206,
-                    "average distance to final point": 0.20889618109944066,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0952382868895688,
-                    "min movement": 0.17262786148114473
-                },
-                "Drop-Wave": {
-                    "final loss": 1.3665348671381405,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5674217531659124,
-                    "average distance to final point": 0.24585977479249357,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0959034080021012,
-                    "min movement": 0.12089972380532417
-                },
-                "EggHolder": {
-                    "final loss": 1.050176416837159,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6809182356353478,
-                    "average distance to final point": 0.17262916766714306,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13311805747452662,
-                    "min movement": 0.22472872532375013
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5772851705573949,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7049376291380407,
-                    "average distance to final point": 0.2556527071023806,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.14653018485453867
-                },
-                "Griewank": {
-                    "final loss": 1.0263543218781996,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8993804486685201,
-                    "average distance to final point": 0.10698537788836682,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.029791686691817355,
-                    "min movement": 0.34307622544721156,
-                    "final proximity": 0.36204375582462295
-                },
-                "Langermann": {
-                    "final loss": 0.9750013826076027,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.81645630349791,
-                    "average distance to final point": 0.147235000957873,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.11106309456252127,
-                    "min movement": 0.26605547005414304
-                },
-                "Langermann 2": {
-                    "final loss": 1.0967711019753932,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7260021931703354,
-                    "average distance to final point": 0.22686040539957567,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13277137217678753,
-                    "min movement": 0.11697182914042728
-                },
-                "Lévy": {
-                    "final loss": 0.3771581935282282,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8944370919942601,
-                    "average distance to final point": 0.09298543264222328,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.17068573345625768,
-                    "lucky jump": 1.3533884216426522,
-                    "min movement": 0.15140437496427048
-                },
-                "Lévy 13": {
-                    "final loss": 0.3262550951056319,
-                    "boundary violation": 0.007620381995804606,
-                    "final distance to global minimum": 0.5802614030971405,
-                    "average distance to final point": 0.22568138037361732,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09470678044020134
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.11902602260839236,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0916276151912908,
-                    "average distance to final point": 0.20794807328803755,
-                    "convergence": 0.2368274503258795,
-                    "oscillation": 0.14764008712800136
-                },
-                "Rastrigin": {
-                    "final loss": 0.2513609335062426,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.112030951292203,
-                    "average distance to final point": 0.17346648407869336,
-                    "convergence": 0.2569365031736506,
-                    "oscillation": 0.13134512421780725
-                },
-                "Rosenbrock": {
-                    "final loss": 0.049026719374053354,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0354317156817823,
-                    "average distance to final point": 0.05363925705098063,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00489107468397536,
-                    "min movement": 0.274854147913128
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1284064404480618,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0013741307954782,
-                    "average distance to final point": 0.07909347895735021,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03688488384749829,
-                    "min movement": 0.32272803263090644
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8170204092644505,
-                    "boundary violation": 0.022643006891415608,
-                    "final distance to global minimum": 0.988943696293004,
-                    "average distance to final point": 0.10755695398297513,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.052235241706457415,
-                    "min movement": 0.27419723420598474
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992354134229496,
-                    "average distance to final point": 0.056018643351883765,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3225289206133408
-                },
-                "Shubert": {
-                    "final loss": 0.9849346085566734,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.31217650169629857,
-                    "average distance to final point": 0.15810188402836947,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.11754383557134218,
-                    "min movement": 0.273442514612999
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833320578543606,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.203146812468381,
-                    "average distance to final point": 0.05835443901691723,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.018069247716118397,
-                    "min movement": 0.1741451448082645
-                },
-                "Weierstrass": {
-                    "final loss": 0.4463587434099808,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1847113001828442,
-                    "average distance to final point": 0.2585001937838572,
-                    "convergence": 0.3232809177664838,
-                    "oscillation": 0.10442223930041404
-                }
-            }
-        },
-        "sgdp": {
-            "error_rates": {
-                "Ackley": 1.0830667559831837,
-                "Cross-in-Tray": 3.8068689973029617,
-                "Drop-Wave": 3.3557805397879275,
-                "EggHolder": 1.559631446317249,
-                "Gramacy & Lee 2D": 1.9374984877826833,
-                "Griewank": 0.6991232364185869,
-                "Langermann": 2.804402318065839,
-                "Langermann 2": 2.7382296472641925,
-                "Lévy": 0.3378355705319495,
-                "Lévy 13": 0.6125288835184252,
-                "MixedMichalewiczSphere": 0.2733344288707793,
-                "Rastrigin": 0.69075733826247,
-                "Rosenbrock": 0.4802816779331159,
-                "Schaffer 2": 2.923017924227012,
-                "Schaffer 4": 2.61710645384118,
-                "SchwefelSin": 2.023310265535161,
-                "Shubert": 2.4624049974066193,
-                "Styblinski-Tang": 0.5512062922552262,
-                "Weierstrass": 1.64902763962682
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.6246001339747755,
-                "Cross-in-Tray": 1.9034344986514808,
-                "Drop-Wave": 5.033670809681891,
-                "EggHolder": 1.2477051570537991,
-                "Gramacy & Lee 2D": 4.843746219456708,
-                "Griewank": 1.0486848546278802,
-                "Langermann": 2.804402318065839,
-                "Langermann 2": 2.190583717811354,
-                "Lévy": 0.3378355705319495,
-                "Lévy 13": 0.9187933252776377,
-                "MixedMichalewiczSphere": 0.41000164330616895,
-                "Rastrigin": 1.036136007393705,
-                "Rosenbrock": 0.4802816779331159,
-                "Schaffer 2": 5.261432263608622,
-                "Schaffer 4": 4.710791616914124,
-                "SchwefelSin": 1.6186482124281287,
-                "Shubert": 2.4624049974066193,
-                "Styblinski-Tang": 0.6614475507062715,
-                "Weierstrass": 3.29805527925364
-            },
-            "avg_error_rate": 1.7160743632069149,
-            "weighted_avg_error_rate": 2.2048766238991426,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.37952373217820123,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0931549631993225,
-                    "average distance to final point": 0.2438142894670162,
-                    "convergence": 0.2923281572999748,
-                    "oscillation": 0.07424561383866893
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.651111761617043,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9889401601964934,
-                    "average distance to final point": 0.058880801283971794,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024849769545391625,
-                    "lucky jump": 0.42198524150287875,
-                    "min movement": 0.31154016380701177
-                },
-                "Drop-Wave": {
-                    "final loss": 1.6840062022422504,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8506663010241511,
-                    "average distance to final point": 0.05550873917329723,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10187025797944962,
-                    "min movement": 0.3141679400186076
-                },
-                "EggHolder": {
-                    "final loss": 0.6171421904149192,
-                    "boundary violation": 0.022160159209675245,
-                    "final distance to global minimum": 0.3052769462918776,
-                    "average distance to final point": 0.2544897911276199,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011001259922985576
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5122239189329884,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9058339635459306,
-                    "average distance to final point": 0.11586243908612855,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0540170668674647
-                },
-                "Griewank": {
-                    "final loss": 0.05230715889452595,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1812503190198435,
-                    "average distance to final point": 0.20779372302445517,
-                    "convergence": 0.2491340034577409,
-                    "oscillation": 0.008638032022021347
-                },
-                "Langermann": {
-                    "final loss": 1.0764661942442306,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8919328369107863,
-                    "average distance to final point": 0.1089959328422101,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10732995977730579,
-                    "lucky jump": 0.03346457893728405,
-                    "min movement": 0.23665171600385082
-                },
-                "Langermann 2": {
-                    "final loss": 1.0101485862666375,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0055118479557479,
-                    "average distance to final point": 0.1335867856448915,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06523392334112016,
-                    "min movement": 0.17418740470562386
-                },
-                "Lévy": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.018030753721593778,
-                    "average distance to final point": 0.13416040298080384,
-                    "convergence": 0.18104754549331284,
-                    "oscillation": 0.004596868336239055
-                },
-                "Lévy 13": {
-                    "final loss": 0.019957524480130592,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.13454505000504663,
-                    "average distance to final point": 0.17366599847134018,
-                    "convergence": 0.27585197052569754,
-                    "oscillation": 0.008508340036210163
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.022007159490914273,
-                    "average distance to final point": 0.10351809695295673,
-                    "convergence": 0.12893894858448918,
-                    "oscillation": 0.018870223842419084
-                },
-                "Rastrigin": {
-                    "final loss": 0.1369802638566176,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08231622098123506,
-                    "average distance to final point": 0.14277530314013154,
-                    "convergence": 0.218939015319192,
-                    "oscillation": 0.10974653496529377
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.047834159340582376,
-                    "average distance to final point": 0.17697122331860296,
-                    "convergence": 0.24346796178676874,
-                    "oscillation": 0.01200833348716179
-                },
-                "Schaffer 2": {
-                    "final loss": 1.126535346180101,
-                    "boundary violation": 0.016084964015579736,
-                    "final distance to global minimum": 0.9935381095870621,
-                    "average distance to final point": 0.12487508627309396,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02756229558045814,
-                    "min movement": 0.28486102324054635
-                },
-                "Schaffer 4": {
-                    "final loss": 0.829640534350182,
-                    "boundary violation": 0.004297515599514427,
-                    "final distance to global minimum": 0.9784405824186042,
-                    "average distance to final point": 0.11408185301998265,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.048632181075746544,
-                    "min movement": 0.29245268802697877
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8177555299926815,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6688176118140884,
-                    "average distance to final point": 0.17595807229714336,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011217952081076574
-                },
-                "Shubert": {
-                    "final loss": 1.0893570368140328,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4524670192896735,
-                    "average distance to final point": 0.07903057694032352,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08988165927660273,
-                    "lucky jump": 0.1995678448259981,
-                    "min movement": 0.20253976090981782
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.006623844414873898,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.06018322126483009,
-                    "average distance to final point": 0.19388589918849933,
-                    "convergence": 0.2804211119693833,
-                    "oscillation": 0.010092215417639615
-                },
-                "Weierstrass": {
-                    "final loss": 0.6494139288667854,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3459875706635911,
-                    "average distance to final point": 0.26324704135156973,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0408179993947025
-                }
-            }
-        },
-        "accsgd": {
-            "error_rates": {
-                "Ackley": 0.8686649836291243,
-                "Cross-in-Tray": 3.4958353139446325,
-                "Drop-Wave": 4.5183468505475695,
-                "EggHolder": 7.340212971764369,
-                "Gramacy & Lee 2D": 2.1712157003534385,
-                "Griewank": 11.22428235468736,
-                "Langermann": 2.659626744234088,
-                "Langermann 2": 2.9589265002045915,
-                "Lévy": 3.736970157866214,
-                "Lévy 13": 0.9089244981262977,
-                "MixedMichalewiczSphere": 1.7237045587386366,
-                "Rastrigin": 0.8395632904231624,
-                "Rosenbrock": 1.7447836062749742,
-                "Schaffer 2": 2.6987395789307573,
-                "Schaffer 4": 2.08436373052934,
-                "SchwefelSin": 2.7014566642664946,
-                "Shubert": 8.380464647274199,
-                "Styblinski-Tang": 2.126017822553445,
-                "Weierstrass": 1.4747559397700274
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.3029974754436864,
-                "Cross-in-Tray": 1.7479176569723163,
-                "Drop-Wave": 6.777520275821354,
-                "EggHolder": 5.8721703774114955,
-                "Gramacy & Lee 2D": 5.428039250883597,
-                "Griewank": 16.836423532031038,
-                "Langermann": 2.659626744234088,
-                "Langermann 2": 2.3671412001636734,
-                "Lévy": 3.736970157866214,
-                "Lévy 13": 1.3633867471894465,
-                "MixedMichalewiczSphere": 2.585556838107955,
-                "Rastrigin": 1.2593449356347435,
-                "Rosenbrock": 1.7447836062749742,
-                "Schaffer 2": 4.8577312420753636,
-                "Schaffer 4": 3.751854714952812,
-                "SchwefelSin": 2.1611653314131956,
-                "Shubert": 8.380464647274199,
-                "Styblinski-Tang": 2.551221387064134,
-                "Weierstrass": 2.949511879540055
-            },
-            "avg_error_rate": 3.350360837585196,
-            "weighted_avg_error_rate": 4.122833052650229,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.26373097764636677,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07528574633862037,
-                    "average distance to final point": 0.20770031039072845,
-                    "convergence": 0.24536841835316095,
-                    "oscillation": 0.07657953090024766
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.6639448406641761,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0103701428287803,
-                    "average distance to final point": 0.06228327113990638,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.016675646546798987,
-                    "lucky jump": 0.07732256747282056,
-                    "min movement": 0.3156777459419793
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7336560300137198,
-                    "boundary violation": 0.017109781263710287,
-                    "final position out-of-bounds": 0.858555072411421,
-                    "final distance to global minimum": 1.0708504341537846,
-                    "average distance to final point": 0.06099345506250552,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1096857078241029,
-                    "min movement": 0.31793527046815434
-                },
-                "EggHolder": {
-                    "final loss": 1.1712238029586461,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8820620028054961,
-                    "average distance to final point": 0.07636981092000635,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3949757922045274,
-                    "final proximity": 4.466020463525521
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.6018522383001336,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9731361514849896,
-                    "average distance to final point": 0.12445328650822453,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.12221292470991953
-                },
-                "Griewank": {
-                    "final loss": 1.2734863077981613,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0038217552303341,
-                    "average distance to final point": 0.010656485664975878,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.4359486847919186,
-                    "final proximity": 8.150808021851798
-                },
-                "Langermann": {
-                    "final loss": 0.9955242387702307,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7980513862491576,
-                    "average distance to final point": 0.16113652889211558,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10658410614548909,
-                    "min movement": 0.2487693848269236
-                },
-                "Langermann 2": {
-                    "final loss": 1.0982709873241117,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1737769872934285,
-                    "average distance to final point": 0.02430991669858477,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00052751064033171,
-                    "min movement": 0.31247999889796346
-                },
-                "Lévy": {
-                    "final loss": 0.6443061534346989,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9968335140585713,
-                    "average distance to final point": 0.07471696123613102,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1949879770731697,
-                    "lucky jump": 1.148741044696472,
-                    "min movement": 0.3278234080169995
-                },
-                "Lévy 13": {
-                    "final loss": 0.045444339196782785,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.20424723412348672,
-                    "average distance to final point": 0.2535988409358591,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05607298451999778
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.6161465289228376,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5321338971272006,
-                    "average distance to final point": 0.10634300286308809,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04384664310407368,
-                    "min movement": 0.07567338737126571
-                },
-                "Rastrigin": {
-                    "final loss": 0.2369121355792933,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.10878393251596752,
-                    "average distance to final point": 0.16073895855486964,
-                    "convergence": 0.19572422247919108,
-                    "oscillation": 0.1374040412938408
-                },
-                "Rosenbrock": {
-                    "final loss": 0.04611617753650013,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9720748850658575,
-                    "average distance to final point": 0.11967346418241025,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2573579801400353
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1402799502719914,
-                    "boundary violation": 0.00634807478019603,
-                    "final distance to global minimum": 0.8168258217319059,
-                    "average distance to final point": 0.3279822406490357,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05774239214745705
-                },
-                "Schaffer 4": {
-                    "final loss": 1.1526301579040474,
-                    "boundary violation": 0.09419192783127832,
-                    "final distance to global minimum": 0.11481462459572678,
-                    "average distance to final point": 0.33485421507660484,
-                    "convergence": 0.3239576240750526,
-                    "oscillation": 0.0639151810466298
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992346464319285,
-                    "average distance to final point": 0.04306513149380941,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.32526949592128607
-                },
-                "Shubert": {
-                    "final loss": 1.1141474621238086,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.48107485043427206,
-                    "average distance to final point": 0.051393385469633034,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13090640328759573,
-                    "min movement": 0.4077729584925899,
-                    "final proximity": 5.845608488116129
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833318127625965,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031429116838228,
-                    "average distance to final point": 0.04843458716472607,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2065460430784649
-                },
-                "Weierstrass": {
-                    "final loss": 0.5256576275417081,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2458014291322983,
-                    "average distance to final point": 0.3091532870131753,
-                    "convergence": 0.33265849662159475,
-                    "oscillation": 0.0614850994612509
-                }
-            }
-        },
-        "grams": {
-            "error_rates": {
-                "Ackley": 3.3476530539896565,
-                "Cross-in-Tray": 3.9646687577294877,
-                "Drop-Wave": 4.493774249004571,
-                "EggHolder": 3.1107404471411133,
-                "Gramacy & Lee 2D": 2.4557008079932645,
-                "Griewank": 2.3425597945107945,
-                "Langermann": 3.0066432985167126,
-                "Langermann 2": 3.7470746820089804,
-                "Lévy": 3.4291842880520687,
-                "Lévy 13": 2.01900106232755,
-                "MixedMichalewiczSphere": 6.303453912355574,
-                "Rastrigin": 4.193083193161258,
-                "Rosenbrock": 1.844004990449488,
-                "Schaffer 2": 2.896609627967605,
-                "Schaffer 4": 2.864370528094852,
-                "SchwefelSin": 2.679949621528477,
-                "Shubert": 2.23946895469597,
-                "Styblinski-Tang": 2.1775991250978803,
-                "Weierstrass": 3.2023280534961938
-            },
-            "weighted_error_rates": {
-                "Ackley": 5.021479580984485,
-                "Cross-in-Tray": 1.9823343788647438,
-                "Drop-Wave": 6.740661373506857,
-                "EggHolder": 2.488592357712891,
-                "Gramacy & Lee 2D": 6.139252019983161,
-                "Griewank": 3.513839691766192,
-                "Langermann": 3.0066432985167126,
-                "Langermann 2": 2.9976597456071845,
-                "Lévy": 3.4291842880520687,
-                "Lévy 13": 3.028501593491325,
-                "MixedMichalewiczSphere": 9.455180868533361,
-                "Rastrigin": 6.289624789741888,
-                "Rosenbrock": 1.844004990449488,
-                "Schaffer 2": 5.2138973303416885,
-                "Schaffer 4": 5.155866950570734,
-                "SchwefelSin": 2.1439596972227815,
-                "Shubert": 2.23946895469597,
-                "Styblinski-Tang": 2.6131189501174563,
-                "Weierstrass": 6.4046561069923875
-            },
-            "avg_error_rate": 3.174624655164289,
-            "weighted_avg_error_rate": 4.195154050902704,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.3332904176575757,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9788563265423083,
-                    "average distance to final point": 0.016374102338905606,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02818947756304259,
-                    "min movement": 0.3241284850238749,
-                    "final proximity": 0.317253145513778
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.5608527636736915,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8655869937281305,
-                    "average distance to final point": 0.018109615676913965,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0031279841000191816,
-                    "lucky jump": 0.1670692231920887,
-                    "min movement": 0.3330359350776115,
-                    "final proximity": 0.6673251429308615
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7266180948246674,
-                    "boundary violation": 0.005979436029272274,
-                    "final position out-of-bounds": 0.5952021517007526,
-                    "final distance to global minimum": 1.0752630403273753,
-                    "average distance to final point": 0.015471787849519907,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.023456432969833317,
-                    "lucky jump": 0.37954292125893174,
-                    "min movement": 0.322679284694047
-                },
-                "EggHolder": {
-                    "final loss": 1.0396548207323137,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778455266216457,
-                    "average distance to final point": 0.022267153396605326,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.022637837394690254,
-                    "lucky jump": 0.5956584316493703,
-                    "min movement": 0.3031155779963172
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.6257402411628986,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1436421698540713,
-                    "average distance to final point": 0.025372537354297543,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3113847602718259
-                },
-                "Griewank": {
-                    "final loss": 0.6401833720899407,
-                    "boundary violation": 0.025212158012063293,
-                    "final distance to global minimum": 0.7118692900634433,
-                    "average distance to final point": 0.09864423700930061,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03831610513515365,
-                    "lucky jump": 0.32641617089232094,
-                    "min movement": 0.15235736195840088
-                },
-                "Langermann": {
-                    "final loss": 0.9632953947230894,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8134718885645036,
-                    "average distance to final point": 0.018974510509988204,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.002498746138363823,
-                    "lucky jump": 0.5712341116429644,
-                    "min movement": 0.28760754758763196
-                },
-                "Langermann 2": {
-                    "final loss": 1.0907780424906883,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1566272883309185,
-                    "average distance to final point": 0.015528132860311575,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.028132068733174385,
-                    "lucky jump": 0.7794761361881561,
-                    "min movement": 0.32697191405556025
-                },
-                "Lévy": {
-                    "final loss": 0.3993849136468042,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9573545583336441,
-                    "average distance to final point": 0.018853244791213593,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0023525214972990043,
-                    "lucky jump": 1.4083671089228536,
-                    "min movement": 0.29331084151008285
-                },
-                "Lévy 13": {
-                    "final loss": 0.5758272245349562,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8107489032226742,
-                    "average distance to final point": 0.1626582746753283,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.12020556054441991
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 1.4477727756295784,
-                    "boundary violation": 0.003572455202454361,
-                    "final distance to global minimum": 0.9780480634116003,
-                    "average distance to final point": 0.01563838149136612,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.030933248361179267,
-                    "min movement": 0.36689260916934346,
-                    "final proximity": 3.1110352797398813
-                },
-                "Rastrigin": {
-                    "final loss": 1.1532040607600607,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9761477851550908,
-                    "average distance to final point": 0.013731763594304818,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004629111265673377,
-                    "min movement": 0.3475457185919541,
-                    "final proximity": 1.3482636544440032
-                },
-                "Rosenbrock": {
-                    "final loss": 0.051748348994702854,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1039491237720835,
-                    "average distance to final point": 0.04265479724630119,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.29609162108622916
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1355517090441858,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0053100081403854,
-                    "average distance to final point": 0.05042459774660005,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02021260688103936,
-                    "min movement": 0.33554960680522256
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8727028918660255,
-                    "boundary violation": 0.007846915582021519,
-                    "final position out-of-bounds": 0.24819571027352696,
-                    "final distance to global minimum": 1.0046697436741083,
-                    "average distance to final point": 0.053687702878879806,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02301871623562449,
-                    "min movement": 0.3046877482344943
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099236785932502,
-                    "average distance to final point": 0.015281663608388632,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00042892015698233404,
-                    "min movement": 0.33111486141113317
-                },
-                "Shubert": {
-                    "final loss": 1.0699257955763208,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3907939239531731,
-                    "average distance to final point": 0.01825669356870663,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.009305148877932037,
-                    "lucky jump": 0.08818762001271248,
-                    "min movement": 0.3134386733569534
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183444921067723,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2039073885472507,
-                    "average distance to final point": 0.07022798573117581,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.23555815936251023
-                },
-                "Weierstrass": {
-                    "final loss": 1.3230535239368064,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8954368686459895,
-                    "average distance to final point": 0.08098407487719302,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.028173589136955102,
-                    "lucky jump": 0.2235162774969492,
-                    "min movement": 0.30160262005213023
-                }
-            }
-        },
-        "adams": {
-            "error_rates": {
-                "Ackley": 3.3857346922676217,
-                "Cross-in-Tray": 3.4978533802925993,
-                "Drop-Wave": 4.33121921289717,
-                "EggHolder": 3.165018654710946,
-                "Gramacy & Lee 2D": 3.1716385122363047,
-                "Griewank": 7.565772601452776,
-                "Langermann": 3.3223999089893486,
-                "Langermann 2": 3.6693885128136445,
-                "Lévy": 2.8639311114363575,
-                "Lévy 13": 3.243793611522782,
-                "MixedMichalewiczSphere": 5.863933716125057,
-                "Rastrigin": 3.5990897130376958,
-                "Rosenbrock": 2.586403775122603,
-                "Schaffer 2": 3.394152715289964,
-                "Schaffer 4": 3.0398815515683375,
-                "SchwefelSin": 3.080532436504698,
-                "Shubert": 2.7977242389145003,
-                "Styblinski-Tang": 3.094492741357915,
-                "Weierstrass": 3.595137180331149
-            },
-            "weighted_error_rates": {
-                "Ackley": 5.078602038401432,
-                "Cross-in-Tray": 1.7489266901462996,
-                "Drop-Wave": 6.496828819345755,
-                "EggHolder": 2.532014923768757,
-                "Gramacy & Lee 2D": 7.929096280590762,
-                "Griewank": 11.348658902179164,
-                "Langermann": 3.3223999089893486,
-                "Langermann 2": 2.935510810250916,
-                "Lévy": 2.8639311114363575,
-                "Lévy 13": 4.865690417284172,
-                "MixedMichalewiczSphere": 8.795900574187586,
-                "Rastrigin": 5.398634569556544,
-                "Rosenbrock": 2.586403775122603,
-                "Schaffer 2": 6.109474887521936,
-                "Schaffer 4": 5.471786792823008,
-                "SchwefelSin": 2.4644259492037586,
-                "Shubert": 2.7977242389145003,
-                "Styblinski-Tang": 3.713391289629498,
-                "Weierstrass": 7.190274360662298
-            },
-            "avg_error_rate": 3.64568938246692,
-            "weighted_avg_error_rate": 4.928930333684984,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.3458053856661452,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.981627943782301,
-                    "average distance to final point": 0.01271751070794694,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.35433153466862927,
-                    "min movement": 0.34169121809242814
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.6443967623654974,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9555259957730902,
-                    "average distance to final point": 0.013631982056670702,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.19604256463378741,
-                    "min movement": 0.33869497611338206
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7380871685687067,
-                    "boundary violation": 0.00016939958182926446,
-                    "final position out-of-bounds": 0.2469497685038056,
-                    "final distance to global minimum": 1.069566179665107,
-                    "average distance to final point": 0.012194613695015328,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.5728822969504679,
-                    "min movement": 0.34180868658206703
-                },
-                "EggHolder": {
-                    "final loss": 1.137690599081127,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.815343791419486,
-                    "average distance to final point": 0.012569400001880875,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.5080975032255242,
-                    "min movement": 0.3417562616327564
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.6885992469905722,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1757771455430017,
-                    "average distance to final point": 0.014907768543128225,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.6013847851412859,
-                    "min movement": 0.34140846666814534
-                },
-                "Griewank": {
-                    "final loss": 1.3091368034073156,
-                    "boundary violation": 0.012266654358713911,
-                    "final position out-of-bounds": 2.10138117582829,
-                    "final distance to global minimum": 1.0152282516753424,
-                    "average distance to final point": 0.009082887459593767,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3672269758902269,
-                    "final proximity": 2.401888753483122
-                },
-                "Langermann": {
-                    "final loss": 1.1514098246740045,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8524662139586706,
-                    "average distance to final point": 0.01213387569471965,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.6152750910632421,
-                    "min movement": 0.34155380424854015
-                },
-                "Langermann 2": {
-                    "final loss": 1.1096859453273973,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1456375823714622,
-                    "average distance to final point": 0.01210692054412469,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.7105854883966495,
-                    "min movement": 0.34181147682384005
-                },
-                "Lévy": {
-                    "final loss": 0.5111529076486718,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9917179543685055,
-                    "average distance to final point": 0.01199772728919013,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.6576895942148203,
-                    "min movement": 0.3418118285649984
-                },
-                "Lévy 13": {
-                    "final loss": 0.9267036623721508,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9914233123419626,
-                    "average distance to final point": 0.012128672500405622,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.6222897131473601,
-                    "min movement": 0.3416871518107315
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 1.459976429545969,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9843464059194924,
-                    "average distance to final point": 0.00992883221683848,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.001347112894740877,
-                    "min movement": 0.37053778362646306,
-                    "final proximity": 2.6882360525713827
-                },
-                "Rastrigin": {
-                    "final loss": 1.207203389688588,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9761848321851222,
-                    "average distance to final point": 0.01197158201482956,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0009388799192830571,
-                    "lucky jump": 0.7117806924951589,
-                    "min movement": 0.34144923738454314
-                },
-                "Rosenbrock": {
-                    "final loss": 0.13698842542210563,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1224748761345213,
-                    "average distance to final point": 0.007409154829187792,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.6283709708942069,
-                    "min movement": 0.34159924849241013
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1670656789929374,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0047399103974735,
-                    "average distance to final point": 0.006756168108514496,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00034207201021801395,
-                    "lucky jump": 0.524006338542029,
-                    "min movement": 0.34168144788862037
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8197007014095363,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0026693884105677,
-                    "average distance to final point": 0.00689989495254729,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.5213675155540903,
-                    "min movement": 0.3396829518914245
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8954037702534058,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1033344319919915,
-                    "average distance to final point": 0.012798140913386442,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.37762005027349604,
-                    "min movement": 0.34181494372224713
-                },
-                "Shubert": {
-                    "final loss": 1.1363594668471593,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4332377485490289,
-                    "average distance to final point": 0.013120247484341927,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.16578904127073096,
-                    "min movement": 0.3430423389464441,
-                    "final proximity": 0.356614296466624
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.4656809493185179,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.3090432081105068,
-                    "average distance to final point": 0.012099611583591309,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.616344875428691,
-                    "min movement": 0.3417629975664361
-                },
-                "Weierstrass": {
-                    "final loss": 1.3560919157527485,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9320560900152295,
-                    "average distance to final point": 0.012245383646680156,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.6043323521561741,
-                    "min movement": 0.3408503394101455
-                }
-            }
-        },
-        "dadaptadagrad": {
-            "error_rates": {
-                "Ackley": 2.9308311319379166,
-                "Cross-in-Tray": 3.0329394346898186,
-                "Drop-Wave": 4.227992207329478,
-                "EggHolder": 2.6252509817125906,
-                "Gramacy & Lee 2D": 2.5796026527280103,
-                "Griewank": 7.116147527103192,
-                "Langermann": 3.347250830028532,
-                "Langermann 2": 2.990956826573676,
-                "Lévy": 2.106620810841106,
-                "Lévy 13": 1.3051613204967274,
-                "MixedMichalewiczSphere": 2.436629256878732,
-                "Rastrigin": 2.5785664604132545,
-                "Rosenbrock": 1.6386488524027514,
-                "Schaffer 2": 2.432292425105104,
-                "Schaffer 4": 2.6672123019594784,
-                "SchwefelSin": 2.7671805139952097,
-                "Shubert": 4.719355666574789,
-                "Styblinski-Tang": 2.173154286445848,
-                "Weierstrass": 2.80416156358101
-            },
-            "weighted_error_rates": {
-                "Ackley": 4.396246697906875,
-                "Cross-in-Tray": 1.5164697173449093,
-                "Drop-Wave": 6.341988310994216,
-                "EggHolder": 2.1002007853700726,
-                "Gramacy & Lee 2D": 6.449006631820025,
-                "Griewank": 10.674221290654788,
-                "Langermann": 3.347250830028532,
-                "Langermann 2": 2.3927654612589406,
-                "Lévy": 2.106620810841106,
-                "Lévy 13": 1.957741980745091,
-                "MixedMichalewiczSphere": 3.654943885318098,
-                "Rastrigin": 3.867849690619882,
-                "Rosenbrock": 1.6386488524027514,
-                "Schaffer 2": 4.378126365189187,
-                "Schaffer 4": 4.800982143527062,
-                "SchwefelSin": 2.213744411196168,
-                "Shubert": 4.719355666574789,
-                "Styblinski-Tang": 2.607785143735018,
-                "Weierstrass": 5.60832312716202
-            },
-            "avg_error_rate": 2.9726292131998537,
-            "weighted_avg_error_rate": 3.9353827264573438,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.231873018758138,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8621394373318981,
-                    "average distance to final point": 0.07281868088665365,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09575249549708104,
-                    "min movement": 0.3186864001139744
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.4972021199480265,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7957933031588313,
-                    "average distance to final point": 0.051361033104677156,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.009157024602863406,
-                    "lucky jump": 0.00043944595160180116,
-                    "min movement": 0.3294254085736469
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7375812942509161,
-                    "boundary violation": 0.007598265395707229,
-                    "final position out-of-bounds": 0.43462009890764264,
-                    "final distance to global minimum": 1.0697005519518488,
-                    "average distance to final point": 0.07699659311902878,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10840343737876375,
-                    "lucky jump": 0.053900480611151554,
-                    "min movement": 0.3216867512843652,
-                    "final proximity": 0.06794363507988269
-                },
-                "EggHolder": {
-                    "final loss": 1.048264742241553,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7333030562235465,
-                    "average distance to final point": 0.10377178838623048,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.057015716513264356,
-                    "min movement": 0.3333345789978247
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.6305704516065413,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1482745011966446,
-                    "average distance to final point": 0.11083642721294931,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0898173635708135,
-                    "min movement": 0.2505428097908903
-                },
-                "Griewank": {
-                    "final loss": 0.28127836074677864,
-                    "boundary violation": 0.2615835996313663,
-                    "final distance to global minimum": 0.4650838873890562,
-                    "average distance to final point": 0.3199717872460864,
-                    "convergence": 0.2649489742783178,
-                    "oscillation": 0.14812468108376992,
-                    "lucky jump": 5.3751562367278165
-                },
-                "Langermann": {
-                    "final loss": 0.9646537733965954,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7976606913941104,
-                    "average distance to final point": 0.1054497569364611,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10164205461378197,
-                    "lucky jump": 0.7768567730657746,
-                    "min movement": 0.25142668127163736
-                },
-                "Langermann 2": {
-                    "final loss": 1.0623852770404558,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0912529292602777,
-                    "average distance to final point": 0.08617823343670487,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09321311422356901,
-                    "min movement": 0.3083661732624974
-                },
-                "Lévy": {
-                    "final loss": 0.3993849136468042,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9573546083267991,
-                    "average distance to final point": 0.07209419811916318,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04451118615564301,
-                    "min movement": 0.2837148052425254
-                },
-                "Lévy 13": {
-                    "final loss": 0.18555619710935226,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4624745658763229,
-                    "average distance to final point": 0.23821897165999634,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06935048650088471
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.964042682459966,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6786109815942688,
-                    "average distance to final point": 0.13090815454884622,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06346447615174244,
-                    "min movement": 0.2500418627737368
-                },
-                "Rastrigin": {
-                    "final loss": 0.8925265607595548,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8596882938827947,
-                    "average distance to final point": 0.06612086276013873,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09591155225398398,
-                    "min movement": 0.31475809140661115
-                },
-                "Rosenbrock": {
-                    "final loss": 0.040381840973658156,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8786651579496144,
-                    "average distance to final point": 0.21512785952177987,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02301083964455484,
-                    "min movement": 0.13190205496297291
-                },
-                "Schaffer 2": {
-                    "final loss": 0.9728476716819875,
-                    "boundary violation": 0.015223833805752816,
-                    "final distance to global minimum": 0.6802672476524589,
-                    "average distance to final point": 0.24308932259961455,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09508469429377576,
-                    "min movement": 0.07621855572134303
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8206985877223871,
-                    "boundary violation": 0.03468112045110321,
-                    "final distance to global minimum": 0.9740208662370536,
-                    "average distance to final point": 0.1450299026006537,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0605167158423716,
-                    "min movement": 0.28270400975573834
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099236785932502,
-                    "average distance to final point": 0.07347519620960674,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.051328156458133385,
-                    "min movement": 0.309252984975497
-                },
-                "Shubert": {
-                    "final loss": 1.0815334117082103,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4590459157004956,
-                    "average distance to final point": 0.06738927387191976,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07773939036290052,
-                    "min movement": 0.3172676358365236,
-                    "final proximity": 2.3668189397445683
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.20314189215954,
-                    "average distance to final point": 0.06736175629379589,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.23475630834773004
-                },
-                "Weierstrass": {
-                    "final loss": 1.096414907692217,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8622693992167901,
-                    "average distance to final point": 0.1805232353213107,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0651745800571487,
-                    "min movement": 0.2502183419433722
-                }
-            }
-        },
-        "sgdsai": {
-            "error_rates": {
-                "Ackley": 1.1768009118608327,
-                "Cross-in-Tray": 10.596482537023771,
-                "Drop-Wave": 4.274039540626322,
-                "EggHolder": 7.273225293843408,
-                "Gramacy & Lee 2D": 1.8830473395018732,
-                "Griewank": 11.23130442353683,
-                "Langermann": 2.7799125884172775,
-                "Langermann 2": 2.5797335246085407,
-                "Lévy": 1.2304319607401257,
-                "Lévy 13": 0.5944772371864135,
-                "MixedMichalewiczSphere": 1.5511400688938959,
-                "Rastrigin": 1.6373298515116363,
-                "Rosenbrock": 0.9307530643662305,
-                "Schaffer 2": 2.191244525478072,
-                "Schaffer 4": 0.8706652584763638,
-                "SchwefelSin": 3.9984494482509447,
-                "Shubert": 8.124704682997967,
-                "Styblinski-Tang": 2.027720563899569,
-                "Weierstrass": 1.8286232540746277
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.765201367791249,
-                "Cross-in-Tray": 5.298241268511886,
-                "Drop-Wave": 6.411059310939482,
-                "EggHolder": 5.818580235074727,
-                "Gramacy & Lee 2D": 4.707618348754683,
-                "Griewank": 16.846956635305247,
-                "Langermann": 2.7799125884172775,
-                "Langermann 2": 2.0637868196868325,
-                "Lévy": 1.2304319607401257,
-                "Lévy 13": 0.8917158557796203,
-                "MixedMichalewiczSphere": 2.3267101033408437,
-                "Rastrigin": 2.4559947772674544,
-                "Rosenbrock": 0.9307530643662305,
-                "Schaffer 2": 3.9442401458605296,
-                "Schaffer 4": 1.5671974652574547,
-                "SchwefelSin": 3.198759558600756,
-                "Shubert": 8.124704682997967,
-                "Styblinski-Tang": 2.4332646766794825,
-                "Weierstrass": 3.6572465081492553
-            },
-            "avg_error_rate": 3.514741372383932,
-            "weighted_avg_error_rate": 4.023809230185321,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.3849675211020456,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09348839152396447,
-                    "average distance to final point": 0.28861304716432595,
-                    "convergence": 0.3313312833058546,
-                    "oscillation": 0.07840066876464209
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.6073448904068466,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9241235809385044,
-                    "average distance to final point": 0.029805966560620182,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.4246638301194665,
-                    "final proximity": 7.260983169648162
-                },
-                "Drop-Wave": {
-                    "final loss": 1.793894428100977,
-                    "boundary violation": 0.01883127821078663,
-                    "final distance to global minimum": 0.864902862109903,
-                    "average distance to final point": 0.21284050441099173,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09002517959865931,
-                    "min movement": 0.31621620699379116,
-                    "final proximity": 0.6277679818510415
-                },
-                "EggHolder": {
-                    "final loss": 1.172607134594219,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8816010672314163,
-                    "average distance to final point": 0.08122763990761644,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.393996789427024,
-                    "final proximity": 4.394231563332961
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.3908656189983792,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8965525019876516,
-                    "average distance to final point": 0.21506273568823142,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.031005383477440078
-                },
-                "Griewank": {
-                    "final loss": 1.2733760325227312,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0038153246764463,
-                    "average distance to final point": 0.008887442630679511,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.43578098871773496,
-                    "final proximity": 8.159883535639066
-                },
-                "Langermann": {
-                    "final loss": 1.072566278029027,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9105833546072188,
-                    "average distance to final point": 0.1020495109446312,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09010090462743006,
-                    "min movement": 0.255051440858799
-                },
-                "Langermann 2": {
-                    "final loss": 0.7802594103947116,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9707453710954439,
-                    "average distance to final point": 0.17297846960525023,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0794941215392416,
-                    "min movement": 0.2266950526237219
-                },
-                "Lévy": {
-                    "final loss": 0.18975025876342055,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.44518908234211485,
-                    "average distance to final point": 0.24593152028441911,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Lévy 13": {
-                    "final loss": 0.018224158264000635,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.13711172786631504,
-                    "average distance to final point": 0.1821472156125411,
-                    "convergence": 0.24704774859633563,
-                    "oscillation": 0.009946386847221196
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.5596014860628482,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.47020427273830134,
-                    "average distance to final point": 0.07623481170021318,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03672155845190265,
-                    "min movement": 0.05881684059045924
-                },
-                "Rastrigin": {
-                    "final loss": 0.4103961972118945,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5431090948155421,
-                    "average distance to final point": 0.11553938456113622,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.12493729979850669,
-                    "min movement": 0.09378677577438528
-                },
-                "Rosenbrock": {
-                    "final loss": 0.005391418493921994,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3123970778703903,
-                    "average distance to final point": 0.2634034686517469,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.005381280654716572,
-                    "boundary violation": 0.8347345215162059,
-                    "final distance to global minimum": 0.0298555691562213,
-                    "average distance to final point": 0.35222969425238665,
-                    "convergence": 0.33239337741082997,
-                    "oscillation": 0.07034317655356279,
-                    "lucky jump": 0.5663069059341488
-                },
-                "Schaffer 4": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.18100673150707852,
-                    "final distance to global minimum": 0.08939592142653226,
-                    "average distance to final point": 0.20799461805435385,
-                    "convergence": 0.2167111646351777,
-                    "oscillation": 0.025083993544993684,
-                    "lucky jump": 0.15047282930822783
-                },
-                "SchwefelSin": {
-                    "final loss": 0.9476465317690876,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0964461208216385,
-                    "average distance to final point": 0.10579582434120895,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3506129479490768,
-                    "final proximity": 1.1483869240197608
-                },
-                "Shubert": {
-                    "final loss": 1.0921600939694225,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.48928381547115324,
-                    "average distance to final point": 0.06387499331259512,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.41020595803939974,
-                    "final proximity": 5.719618722855225
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.4921330213913457,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9791916373524728,
-                    "average distance to final point": 0.19428732012270888,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.012547485682870119
-                },
-                "Weierstrass": {
-                    "final loss": 0.7962868377427624,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.37907953407013756,
-                    "average distance to final point": 0.2694623177172412,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.034233465194315214
-                }
-            }
-        },
-        "adabelief": {
-            "error_rates": {
-                "Ackley": 1.2485425116474143,
-                "Cross-in-Tray": 2.5005436032987145,
-                "Drop-Wave": 1.2410597719215346,
-                "EggHolder": 2.5031113736330703,
-                "Gramacy & Lee 2D": 1.5424694591127472,
-                "Griewank": 0.615025106372378,
-                "Langermann": 1.8449274147759227,
-                "Langermann 2": 2.6299975471390935,
-                "Lévy": 1.9462964906383555,
-                "Lévy 13": 0.3500712595845618,
-                "MixedMichalewiczSphere": 0.4021368224281559,
-                "Rastrigin": 1.1738791374245847,
-                "Rosenbrock": 1.4361431252827028,
-                "Schaffer 2": 0.8770913162568736,
-                "Schaffer 4": 0.7128521801467902,
-                "SchwefelSin": 2.6601881979576927,
-                "Shubert": 0.4181774528599272,
-                "Styblinski-Tang": 2.0505428284203537,
-                "Weierstrass": 1.3052922144113868
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.8728137674711214,
-                "Cross-in-Tray": 1.2502718016493573,
-                "Drop-Wave": 1.861589657882302,
-                "EggHolder": 2.0024890989064565,
-                "Gramacy & Lee 2D": 3.856173647781868,
-                "Griewank": 0.9225376595585669,
-                "Langermann": 1.8449274147759227,
-                "Langermann 2": 2.103998037711275,
-                "Lévy": 1.9462964906383555,
-                "Lévy 13": 0.5251068893768427,
-                "MixedMichalewiczSphere": 0.6032052336422339,
-                "Rastrigin": 1.760818706136877,
-                "Rosenbrock": 1.4361431252827028,
-                "Schaffer 2": 1.5787643692623725,
-                "Schaffer 4": 1.2831339242642223,
-                "SchwefelSin": 2.1281505583661544,
-                "Shubert": 0.4181774528599272,
-                "Styblinski-Tang": 2.4606513941044246,
-                "Weierstrass": 2.6105844288227735
-            },
-            "avg_error_rate": 1.4451762007006455,
-            "weighted_avg_error_rate": 1.708728087289145,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.4709435696506331,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2974101656134001,
-                    "average distance to final point": 0.10171476413499746,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.028912912898212226
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.3123067660524115,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.646734860934655,
-                    "average distance to final point": 0.11851942762457274,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006606143671765774,
-                    "min movement": 0.06681530566513828
-                },
-                "Drop-Wave": {
-                    "final loss": 0.35439888662850016,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.23108206425261663,
-                    "average distance to final point": 0.12112376351563046,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.054787620011773085,
-                    "lucky jump": 0.13010633816284287
-                },
-                "EggHolder": {
-                    "final loss": 1.0396548207323137,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778322276170264,
-                    "average distance to final point": 0.04046844271479098,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010297689082905251,
-                    "min movement": 0.2852970941358626
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.32745022817400604,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5067658568934663,
-                    "average distance to final point": 0.1094992753367122,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.032967623508616886,
-                    "lucky jump": 0.21622537584977447
-                },
-                "Griewank": {
-                    "final loss": 0.0613593757834004,
-                    "boundary violation": 0.03696179252346319,
-                    "final distance to global minimum": 0.12592433763860378,
-                    "average distance to final point": 0.1952817855652408,
-                    "convergence": 0.17996053032593065,
-                    "oscillation": 0.015537284535739125
-                },
-                "Langermann": {
-                    "final loss": 0.2767551518733219,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.23190484123942254,
-                    "average distance to final point": 0.061220302683539715,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02902075931194151,
-                    "lucky jump": 0.8964652603175256
-                },
-                "Langermann 2": {
-                    "final loss": 0.9066665142976892,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0323955553750128,
-                    "average distance to final point": 0.05633630232344926,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.017931729178551063,
-                    "min movement": 0.2671063466142194
-                },
-                "Lévy": {
-                    "final loss": 0.33629687414413034,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636309742817213,
-                    "average distance to final point": 0.10526525081694103,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.003855284748055708,
-                    "lucky jump": 0.28768700729733604
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.037942748423082054,
-                    "average distance to final point": 0.1049251112264261,
-                    "convergence": 0.1788678902115595,
-                    "oscillation": 0.028335509723494114
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 8.30146326249156e-05,
-                    "final distance to global minimum": 0.022616747778038987,
-                    "average distance to final point": 0.13522501326361264,
-                    "convergence": 0.19572422247919108,
-                    "oscillation": 0.019398843325314274,
-                    "lucky jump": 0.029088980949374003
-                },
-                "Rastrigin": {
-                    "final loss": 0.2523006200304801,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4505721532066256,
-                    "average distance to final point": 0.08989074042888266,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.021491674284244127,
-                    "min movement": 0.01006285012418116
-                },
-                "Rosenbrock": {
-                    "final loss": 0.030910635564382723,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7958848825201074,
-                    "average distance to final point": 0.2597865078480416,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.0725398627700321,
-                    "boundary violation": 0.1538106948952457,
-                    "final distance to global minimum": 0.14338657965127827,
-                    "average distance to final point": 0.22347951250293724,
-                    "convergence": 0.26112758613855813,
-                    "oscillation": 0.0227470802988222
-                },
-                "Schaffer 4": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.027637892652574266,
-                    "final distance to global minimum": 0.08420987485479976,
-                    "average distance to final point": 0.28012009817776895,
-                    "convergence": 0.29495498516937363,
-                    "oscillation": 0.025929329292273495
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992381988090494,
-                    "average distance to final point": 0.03278961545928333,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0011089770932509195,
-                    "min movement": 0.2931640161766383
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08618816174065806,
-                    "average distance to final point": 0.04304809488679679,
-                    "convergence": 0.06986856066195289,
-                    "oscillation": 0.016588006479420915,
-                    "min movement": 0.20248462909109852
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183332793129564,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031794369634463,
-                    "average distance to final point": 0.06970079682651156,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0027445105890566883,
-                    "min movement": 0.10702370537821167
-                },
-                "Weierstrass": {
-                    "final loss": 0.4386252547470711,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.19216940776570976,
-                    "average distance to final point": 0.3108581738272317,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014078278721202968
-                }
-            }
-        },
-        "gravity": {
-            "error_rates": {
-                "Ackley": 1.1326864852250007,
-                "Cross-in-Tray": 2.5673108701421405,
-                "Drop-Wave": 0.9296940491128559,
-                "EggHolder": 5.248805251441744,
-                "Gramacy & Lee 2D": 1.5069425742897429,
-                "Griewank": 11.231756531589152,
-                "Langermann": 1.7060072626422031,
-                "Langermann 2": 2.2444725672382924,
-                "Lévy": 4.558420583673367,
-                "Lévy 13": 0.3064818064831058,
-                "MixedMichalewiczSphere": 0.3325522017692863,
-                "Rastrigin": 0.7225650456982008,
-                "Rosenbrock": 1.702835705112004,
-                "Schaffer 2": 2.719773474186314,
-                "Schaffer 4": 2.2567333178975586,
-                "SchwefelSin": 2.685762293747785,
-                "Shubert": 1.770884058269821,
-                "Styblinski-Tang": 2.0574455730079646,
-                "Weierstrass": 1.2567672314587282
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.699029727837501,
-                "Cross-in-Tray": 1.2836554350710703,
-                "Drop-Wave": 1.3945410736692838,
-                "EggHolder": 4.199044201153395,
-                "Gramacy & Lee 2D": 3.7673564357243574,
-                "Griewank": 16.847634797383726,
-                "Langermann": 1.7060072626422031,
-                "Langermann 2": 1.795578053790634,
-                "Lévy": 4.558420583673367,
-                "Lévy 13": 0.4597227097246587,
-                "MixedMichalewiczSphere": 0.4988283026539294,
-                "Rastrigin": 1.0838475685473012,
-                "Rosenbrock": 1.702835705112004,
-                "Schaffer 2": 4.895592253535366,
-                "Schaffer 4": 4.062119972215606,
-                "SchwefelSin": 2.1486098349982283,
-                "Shubert": 1.770884058269821,
-                "Styblinski-Tang": 2.4689346876095573,
-                "Weierstrass": 2.5135344629174563
-            },
-            "avg_error_rate": 2.4704156254202774,
-            "weighted_avg_error_rate": 3.097693532975235,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.5576670290563416,
-                    "boundary violation": 0.013039080150635455,
-                    "final distance to global minimum": 0.12094294518986867,
-                    "average distance to final point": 0.15907028038637708,
-                    "convergence": 0.24027346441664563,
-                    "oscillation": 0.041693686025132126
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.3717016456404738,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6897648197044093,
-                    "average distance to final point": 0.1028609824453608,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03220286648727181,
-                    "min movement": 0.021219456514453564
-                },
-                "Drop-Wave": {
-                    "final loss": 0.27965861562890026,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.056349545021651876,
-                    "average distance to final point": 0.17079248730367996,
-                    "convergence": 0.1788678902115595,
-                    "oscillation": 0.024367193695774687,
-                    "lucky jump": 0.2196583172512896
-                },
-                "EggHolder": {
-                    "final loss": 1.1364095869836612,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8344642096669942,
-                    "average distance to final point": 0.0331941972413353,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005510349218497546,
-                    "min movement": 0.3576628438612019,
-                    "final proximity": 2.532002965119883
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.2339110461165196,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09733102566143681,
-                    "average distance to final point": 0.15383474991484472,
-                    "convergence": 0.2766176423463059,
-                    "oscillation": 0.01652565721908155,
-                    "lucky jump": 0.7287224530315543
-                },
-                "Griewank": {
-                    "final loss": 1.2733612421153528,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0037660230231613,
-                    "average distance to final point": 0.0031995775315009707,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00032511598035920924,
-                    "min movement": 0.4356004958468645,
-                    "final proximity": 8.165942977741743
-                },
-                "Langermann": {
-                    "final loss": 0.5202404634638597,
-                    "boundary violation": 0.16077448856475998,
-                    "final distance to global minimum": 0.5426055257039815,
-                    "average distance to final point": 0.24984722773008305,
-                    "convergence": 0.20566280106030363,
-                    "oscillation": 0.026876756119215268
-                },
-                "Langermann 2": {
-                    "final loss": 0.737549188831021,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9094142572970377,
-                    "average distance to final point": 0.09521147719295081,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.021062511035944833,
-                    "min movement": 0.13167403353116663
-                },
-                "Lévy": {
-                    "final loss": 0.4442751185821707,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0196127850365018,
-                    "average distance to final point": 0.03120485388628405,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.017985409888052487,
-                    "min movement": 0.3057003145167194,
-                    "final proximity": 2.3900810024134675
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.004257137632544748,
-                    "average distance to final point": 0.118755417783371,
-                    "convergence": 0.16991182163263766,
-                    "oscillation": 0.013557429434552421
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0018577747442522384,
-                    "final distance to global minimum": 0.02218062827718863,
-                    "average distance to final point": 0.11673738409035636,
-                    "convergence": 0.16760892959528875,
-                    "oscillation": 0.024167485062200292
-                },
-                "Rastrigin": {
-                    "final loss": 0.08004306639916298,
-                    "boundary violation": 0.004259102089093426,
-                    "final distance to global minimum": 0.24725766530134502,
-                    "average distance to final point": 0.12474180448385538,
-                    "convergence": 0.13743389549865445,
-                    "oscillation": 0.04885890070270728,
-                    "lucky jump": 0.07997061122338218
-                },
-                "Rosenbrock": {
-                    "final loss": 0.046214983508877,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9740502091110855,
-                    "average distance to final point": 0.10139948438717929,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.002274081603017027,
-                    "min movement": 0.22933584715167382
-                },
-                "Schaffer 2": {
-                    "final loss": 1.240256330320016,
-                    "boundary violation": 0.12992942734950697,
-                    "final distance to global minimum": 0.7488286889865823,
-                    "average distance to final point": 0.18042901366424885,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004494509520162276,
-                    "min movement": 0.06627440499562659
-                },
-                "Schaffer 4": {
-                    "final loss": 0.731303581129421,
-                    "boundary violation": 0.2048224643443462,
-                    "final distance to global minimum": 0.6817786601660946,
-                    "average distance to final point": 0.22544233701430916,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0054376421735480365,
-                    "min movement": 0.05838753371966813
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992299637438543,
-                    "average distance to final point": 0.041720509393525645,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3109244301909349
-                },
-                "Shubert": {
-                    "final loss": 1.0804335134279979,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3946495369632579,
-                    "average distance to final point": 0.07933444323761715,
-                    "convergence": 0.07945966692414834,
-                    "oscillation": 0.032550118342996405,
-                    "min movement": 0.1044567793738037
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031529295950216,
-                    "average distance to final point": 0.05873134845228011,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.12766696531588087
-                },
-                "Weierstrass": {
-                    "final loss": 0.421433540744012,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.15606429318401313,
-                    "average distance to final point": 0.32317896545982394,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006529332720707876
-                }
-            }
-        },
-        "adan": {
-            "error_rates": {
-                "Ackley": 2.549032475227691,
-                "Cross-in-Tray": 1.8415934854096074,
-                "Drop-Wave": 1.8453449815967846,
-                "EggHolder": 2.5089341217358028,
-                "Gramacy & Lee 2D": 0.8380752731281427,
-                "Griewank": 0.5388114288447811,
-                "Langermann": 2.297631509193173,
-                "Langermann 2": 2.8851032586296643,
-                "Lévy": 2.752609039353433,
-                "Lévy 13": 0.8469442382928383,
-                "MixedMichalewiczSphere": 1.1447509004771383,
-                "Rastrigin": 2.153046189084208,
-                "Rosenbrock": 0.7774915058370169,
-                "Schaffer 2": 2.3896477107317713,
-                "Schaffer 4": 2.3583469204287493,
-                "SchwefelSin": 2.6682321476675694,
-                "Shubert": 0.46905027351653644,
-                "Styblinski-Tang": 2.0754294209782778,
-                "Weierstrass": 0.9778440128292579
-            },
-            "weighted_error_rates": {
-                "Ackley": 3.8235487128415366,
-                "Cross-in-Tray": 0.9207967427048037,
-                "Drop-Wave": 2.7680174723951767,
-                "EggHolder": 2.0071472973886424,
-                "Gramacy & Lee 2D": 2.0951881828203565,
-                "Griewank": 0.8082171432671716,
-                "Langermann": 2.297631509193173,
-                "Langermann 2": 2.3080826069037315,
-                "Lévy": 2.752609039353433,
-                "Lévy 13": 1.2704163574392573,
-                "MixedMichalewiczSphere": 1.7171263507157075,
-                "Rastrigin": 3.2295692836263123,
-                "Rosenbrock": 0.7774915058370169,
-                "Schaffer 2": 4.3013658793171885,
-                "Schaffer 4": 4.245024456771749,
-                "SchwefelSin": 2.1345857181340557,
-                "Shubert": 0.46905027351653644,
-                "Styblinski-Tang": 2.490515305173933,
-                "Weierstrass": 1.9556880256585158
-            },
-            "avg_error_rate": 1.7851536259453915,
-            "weighted_avg_error_rate": 2.2301090454241206,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.1440726281345248,
-                    "boundary violation": 0.009965337062021462,
-                    "final distance to global minimum": 0.7918501796642148,
-                    "average distance to final point": 0.06177552343312826,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.059497133858916765,
-                    "lucky jump": 0.08824622176910733,
-                    "min movement": 0.04406435195560651
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.9282284920407581,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.41586766034275674,
-                    "average distance to final point": 0.12201882610499314,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011046512824279221,
-                    "lucky jump": 0.014870894746649176
-                },
-                "Drop-Wave": {
-                    "final loss": 0.712336763206988,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3398820312653778,
-                    "average distance to final point": 0.16065752193680266,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03403442518812462,
-                    "lucky jump": 0.24887314064932042
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778455266216457,
-                    "average distance to final point": 0.04118200171727626,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.013189565385663028,
-                    "min movement": 0.2875011530018415
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.03135710340783511,
-                    "average distance to final point": 0.1067963156715086,
-                    "convergence": 0.1318244397400685,
-                    "oscillation": 0.012846256343375842,
-                    "lucky jump": 0.5552511579653547
-                },
-                "Griewank": {
-                    "final loss": 0.06764571478938497,
-                    "boundary violation": 0.007305309269127064,
-                    "final distance to global minimum": 0.1268212781833299,
-                    "average distance to final point": 0.12118280307361524,
-                    "convergence": 0.16469142509165194,
-                    "oscillation": 0.051164898437671906
-                },
-                "Langermann": {
-                    "final loss": 0.6185797534377336,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5547788996306886,
-                    "average distance to final point": 0.07337546128373315,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.047686235703104804,
-                    "lucky jump": 0.6536500597877417
-                },
-                "Langermann 2": {
-                    "final loss": 1.0942824386878256,
-                    "boundary violation": 0.038550739554996286,
-                    "final distance to global minimum": 1.1313303066751215,
-                    "average distance to final point": 0.1676999353373599,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02726120229946746,
-                    "min movement": 0.07641753672472257
-                },
-                "Lévy": {
-                    "final loss": 0.33636543240864347,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8637133468172269,
-                    "average distance to final point": 0.15229755226021108,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.009117843704881412,
-                    "lucky jump": 1.0415537648122992
-                },
-                "Lévy 13": {
-                    "final loss": 0.12449815115093502,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.34910574229353775,
-                    "average distance to final point": 0.1656876945461701,
-                    "convergence": 0.19974940684273357,
-                    "oscillation": 0.007903243459461801
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.40165940316058396,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.19101195004712587,
-                    "average distance to final point": 0.19643353804033017,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006084909878927106
-                },
-                "Rastrigin": {
-                    "final loss": 0.7812576371978772,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.804648887609837,
-                    "average distance to final point": 0.04876896947231228,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02380837212049099,
-                    "min movement": 0.14500122333351942
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0207203770095038,
-                    "average distance to final point": 0.318444074527128,
-                    "convergence": 0.3461985603731496,
-                    "oscillation": 0.001224355962866842,
-                    "lucky jump": 0.09090413796436868
-                },
-                "Schaffer 2": {
-                    "final loss": 0.9981764510021862,
-                    "boundary violation": 0.012328549134442856,
-                    "final distance to global minimum": 0.6207753067003166,
-                    "average distance to final point": 0.2454337180124861,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.026086839054283762,
-                    "min movement": 0.13728574747788425
-                },
-                "Schaffer 4": {
-                    "final loss": 1.0295479508205498,
-                    "boundary violation": 0.07776290512606149,
-                    "final distance to global minimum": 0.5448010553284997,
-                    "average distance to final point": 0.24507998887131327,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.021947042632588506,
-                    "min movement": 0.08964687829956519
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099236785932502,
-                    "average distance to final point": 0.02287009803170592,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3122378732838913
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08935760083070082,
-                    "average distance to final point": 0.04603462869173304,
-                    "convergence": 0.07945966692414834,
-                    "oscillation": 0.02890099613942657,
-                    "min movement": 0.22529738093052767
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833416164218115,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2029279154467547,
-                    "average distance to final point": 0.07544191637708828,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.12916432816208245
-                },
-                "Weierstrass": {
-                    "final loss": 0.2222064424913865,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.14198688013303648,
-                    "average distance to final point": 0.25004595048451067,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014043640370153076
-                }
-            }
-        },
-        "prodigy": {
-            "error_rates": {
-                "Ackley": 1.6114057920355158,
-                "Cross-in-Tray": 2.484729679709208,
-                "Drop-Wave": 3.1194814823152512,
-                "EggHolder": 1.8479272217336595,
-                "Gramacy & Lee 2D": 2.124758631048537,
-                "Griewank": 3.705097284856035,
-                "Langermann": 2.052311788840273,
-                "Langermann 2": 2.1597948027822187,
-                "Lévy": 1.693194602293217,
-                "Lévy 13": 0.6683066937181737,
-                "MixedMichalewiczSphere": 1.3047981961224346,
-                "Rastrigin": 1.3454788346426394,
-                "Rosenbrock": 1.441371728744743,
-                "Schaffer 2": 2.5978578752077968,
-                "Schaffer 4": 6.76507350041361,
-                "SchwefelSin": 2.3121183260270475,
-                "Shubert": 0.5845119411807602,
-                "Styblinski-Tang": 2.0933785553211757,
-                "Weierstrass": 2.5772594221754592
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.4171086880532737,
-                "Cross-in-Tray": 1.242364839854604,
-                "Drop-Wave": 4.679222223472877,
-                "EggHolder": 1.4783417773869276,
-                "Gramacy & Lee 2D": 5.311896577621342,
-                "Griewank": 5.557645927284053,
-                "Langermann": 2.052311788840273,
-                "Langermann 2": 1.7278358422257751,
-                "Lévy": 1.693194602293217,
-                "Lévy 13": 1.0024600405772606,
-                "MixedMichalewiczSphere": 1.957197294183652,
-                "Rastrigin": 2.018218251963959,
-                "Rosenbrock": 1.441371728744743,
-                "Schaffer 2": 4.676144175374034,
-                "Schaffer 4": 12.177132300744498,
-                "SchwefelSin": 1.849694660821638,
-                "Shubert": 0.5845119411807602,
-                "Styblinski-Tang": 2.5120542663854106,
-                "Weierstrass": 5.1545188443509184
-            },
-            "avg_error_rate": 2.2362555978509344,
-            "weighted_avg_error_rate": 3.133327672176801,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.48451636826279404,
-                    "boundary violation": 0.009177882275577974,
-                    "final distance to global minimum": 0.3018796262056424,
-                    "average distance to final point": 0.17312739519251102,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.037822268515318794,
-                    "lucky jump": 0.2553211522335003
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.209204855516596,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5707487581870012,
-                    "average distance to final point": 0.14435000929756883,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.019871521757980994,
-                    "lucky jump": 0.10375211133068128,
-                    "min movement": 0.08724132426920846
-                },
-                "Drop-Wave": {
-                    "final loss": 1.520969237291412,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6831976629336471,
-                    "average distance to final point": 0.11248545643981542,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05302524435972921,
-                    "lucky jump": 0.22347322047348084,
-                    "min movement": 0.17676956146699596
-                },
-                "EggHolder": {
-                    "final loss": 0.6794528345670907,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.43492509814563923,
-                    "average distance to final point": 0.14718651726347054,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03510274577955873,
-                    "lucky jump": 0.20169892662772906
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.47065682405813686,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5617768251280008,
-                    "average distance to final point": 0.24195795540796328,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04923834514399353,
-                    "lucky jump": 0.4515675819602712
-                },
-                "Griewank": {
-                    "final loss": 0.3336596000061657,
-                    "boundary violation": 1.1062892097852468,
-                    "final distance to global minimum": 0.500410002712704,
-                    "average distance to final point": 0.2552489694512126,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02663375538028282,
-                    "lucky jump": 1.1332946481702522
-                },
-                "Langermann": {
-                    "final loss": 0.8445078602616611,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6006055730266464,
-                    "average distance to final point": 0.09480351247520767,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027978633862299047,
-                    "min movement": 0.1348551098642875
-                },
-                "Langermann 2": {
-                    "final loss": 0.5500575596819247,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9085675881077266,
-                    "average distance to final point": 0.06288650922889967,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02150748886830354,
-                    "min movement": 0.2672145575451928
-                },
-                "Lévy": {
-                    "final loss": 0.33629687414413034,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8635909252996619,
-                    "average distance to final point": 0.13719105447599544,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006554649023257973
-                },
-                "Lévy 13": {
-                    "final loss": 0.01818028207791431,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.13841968238597693,
-                    "average distance to final point": 0.23603560849695673,
-                    "convergence": 0.250379000772445,
-                    "oscillation": 0.025292119984880755
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.023742695937782166,
-                    "final distance to global minimum": 0.020395772376292955,
-                    "average distance to final point": 0.12932966164112983,
-                    "convergence": 0.1916281117119017,
-                    "oscillation": 0.02312003913535325,
-                    "lucky jump": 0.9165819153199747
-                },
-                "Rastrigin": {
-                    "final loss": 0.2523008408389219,
-                    "boundary violation": 0.09126543878890866,
-                    "final distance to global minimum": 0.450639204546992,
-                    "average distance to final point": 0.14291082010668554,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.029338727363546282,
-                    "lucky jump": 0.02403034292615743,
-                    "min movement": 0.005432360721256017
-                },
-                "Rosenbrock": {
-                    "final loss": 0.03425616105849941,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8183058619647814,
-                    "average distance to final point": 0.21827489390044658,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0007715422208098945,
-                    "min movement": 0.020202170250034596
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1079822034116418,
-                    "boundary violation": 0.03719072286453248,
-                    "final distance to global minimum": 0.7828716512431243,
-                    "average distance to final point": 0.1796375634491399,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.019527838827851533,
-                    "min movement": 0.12108679606133557
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8943691030656618,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9916245352419433,
-                    "average distance to final point": 0.10674309440506663,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008449789764216297,
-                    "min movement": 0.3853416201411784,
-                    "final proximity": 4.028984258445373
-                },
-                "SchwefelSin": {
-                    "final loss": 0.9418660023679386,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8182627065053459,
-                    "average distance to final point": 0.12866816389787314,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.018751472275623203,
-                    "min movement": 0.055008881630095464
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09354039709863261,
-                    "average distance to final point": 0.08965931418463192,
-                    "convergence": 0.13743389549865445,
-                    "oscillation": 0.03109307153658306,
-                    "min movement": 0.2327852628622582
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833402684200485,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2033704763868711,
-                    "average distance to final point": 0.13122588600562604,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005793418760798549,
-                    "min movement": 0.08509364797570325
-                },
-                "Weierstrass": {
-                    "final loss": 0.7037854145008274,
-                    "boundary violation": 0.2815896596357329,
-                    "final distance to global minimum": 0.4014010468338884,
-                    "average distance to final point": 0.3382635925242985,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.018337538274473087,
-                    "lucky jump": 0.4843210710560671
-                }
-            }
-        },
-        "dadaptadan": {
-            "error_rates": {
-                "Ackley": 2.760381701169245,
-                "Cross-in-Tray": 2.506243573816614,
-                "Drop-Wave": 2.1277413939922365,
-                "EggHolder": 2.4591754578772864,
-                "Gramacy & Lee 2D": 1.8253697126329436,
-                "Griewank": 1.177316830469477,
-                "Langermann": 4.131871607176513,
-                "Langermann 2": 2.180854774362839,
-                "Lévy": 1.7783637492335074,
-                "Lévy 13": 2.0009603880143776,
-                "MixedMichalewiczSphere": 1.7502625239358145,
-                "Rastrigin": 1.5515700283021294,
-                "Rosenbrock": 0.7092630811675107,
-                "Schaffer 2": 11.189482208003906,
-                "Schaffer 4": 10.877241532453944,
-                "SchwefelSin": 2.7334388729722283,
-                "Shubert": 1.440968778259911,
-                "Styblinski-Tang": 2.1750260773382664,
-                "Weierstrass": 4.724259488475784
-            },
-            "weighted_error_rates": {
-                "Ackley": 4.140572551753868,
-                "Cross-in-Tray": 1.253121786908307,
-                "Drop-Wave": 3.1916120909883547,
-                "EggHolder": 1.9673403663018292,
-                "Gramacy & Lee 2D": 4.563424281582359,
-                "Griewank": 1.7659752457042155,
-                "Langermann": 4.131871607176513,
-                "Langermann 2": 1.7446838194902712,
-                "Lévy": 1.7783637492335074,
-                "Lévy 13": 3.0014405820215666,
-                "MixedMichalewiczSphere": 2.6253937859037215,
-                "Rastrigin": 2.327355042453194,
-                "Rosenbrock": 0.7092630811675107,
-                "Schaffer 2": 20.14106797440703,
-                "Schaffer 4": 19.579034758417098,
-                "SchwefelSin": 2.186751098377783,
-                "Shubert": 1.440968778259911,
-                "Styblinski-Tang": 2.6100312928059197,
-                "Weierstrass": 9.448518976951569
-            },
-            "avg_error_rate": 3.163146935771291,
-            "weighted_avg_error_rate": 4.663515308942344,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.1252158564789332,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7398760060234995,
-                    "average distance to final point": 0.09311026276432777,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09782069084746498,
-                    "lucky jump": 0.14651921548775546,
-                    "min movement": 0.20827857021709317
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.2507119634912294,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5972759971503182,
-                    "average distance to final point": 0.08982776875459064,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.025728970363541367,
-                    "lucky jump": 0.04461159541666823,
-                    "min movement": 0.1485261792900945
-                },
-                "Drop-Wave": {
-                    "final loss": 0.24625133522381798,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.05301579625960937,
-                    "average distance to final point": 0.12565036519829248,
-                    "convergence": 0.1401640786499874,
-                    "oscillation": 0.07834358371608797,
-                    "lucky jump": 1.4843162349444414
-                },
-                "EggHolder": {
-                    "final loss": 0.9449848487534686,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6528451082059813,
-                    "average distance to final point": 0.0746920448955396,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09393727240469714,
-                    "lucky jump": 0.10773706379551737,
-                    "min movement": 0.23541802047191163
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.2757074297683377,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.27979455825290217,
-                    "average distance to final point": 0.32610731683685745,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06904951137954699,
-                    "lucky jump": 0.525149797045128
-                },
-                "Griewank": {
-                    "final loss": 0.1736282107062254,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.33671160180744325,
-                    "average distance to final point": 0.28992758363029164,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027488334975345526
-                },
-                "Langermann": {
-                    "final loss": 0.9009610636732597,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.092619986003123,
-                    "average distance to final point": 0.05186549157982314,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07506766073429139,
-                    "lucky jump": 1.3857664888274928,
-                    "min movement": 0.27602981700835216
-                },
-                "Langermann 2": {
-                    "final loss": 0.5702704657684141,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8965006129171224,
-                    "average distance to final point": 0.06948552717601282,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04337801672444171,
-                    "min movement": 0.25165905242667663
-                },
-                "Lévy": {
-                    "final loss": 0.3363017975340333,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636205383400269,
-                    "average distance to final point": 0.2081093767339967,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020770937275279015
-                },
-                "Lévy 13": {
-                    "final loss": 0.5350522131380203,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.821853937220115,
-                    "average distance to final point": 0.25500926458496886,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0394838737211024
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.6342999853566113,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5322393057191438,
-                    "average distance to final point": 0.11960231174326456,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04376522435603714,
-                    "min movement": 0.07079459741058663
-                },
-                "Rastrigin": {
-                    "final loss": 0.2801497655284557,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4252965367703539,
-                    "average distance to final point": 0.15104551972646177,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09051360679171727,
-                    "lucky jump": 0.20754531441974505,
-                    "min movement": 0.04745818571522481
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0031997794175636293,
-                    "final distance to global minimum": 0.01565054933888886,
-                    "average distance to final point": 0.3432509584949782,
-                    "convergence": 0.34716179391608004,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 1.12712298942914,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9964354666467964,
-                    "average distance to final point": 0.0034529635293603068,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0008783158341524547,
-                    "min movement": 0.4371503781277613,
-                    "final proximity": 8.274880995086525
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8142669035500554,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.991865159476528,
-                    "average distance to final point": 0.003240456751222415,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0005276304462617192,
-                    "min movement": 0.43721111040472604,
-                    "final proximity": 8.28056917247498
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8850973866873046,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099059482597133,
-                    "average distance to final point": 0.06578211741521181,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.032058543446254424,
-                    "lucky jump": 0.0005078138306625065,
-                    "min movement": 0.3013724296454904
-                },
-                "Shubert": {
-                    "final loss": 0.08455867079064164,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09206480743028933,
-                    "average distance to final point": 0.052027907953352624,
-                    "convergence": 0.07945966692414834,
-                    "oscillation": 0.03328007528520745,
-                    "lucky jump": 0.859549074083638,
-                    "min movement": 0.2400285757926336
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3206130080152806,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1924947848820509,
-                    "average distance to final point": 0.16750382163198274,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00393473178431937,
-                    "min movement": 0.1409186316744611
-                },
-                "Weierstrass": {
-                    "final loss": 1.3744468582233265,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0007106903188263,
-                    "average distance to final point": 0.10607511506349027,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01474390859833784,
-                    "min movement": 0.35390835619688843,
-                    "final proximity": 1.524813460724744
-                }
-            }
-        },
-        "adabound": {
-            "error_rates": {
-                "Ackley": 1.6295496103866067,
-                "Cross-in-Tray": 2.586329094642124,
-                "Drop-Wave": 2.305273890820419,
-                "EggHolder": 2.499946254619866,
-                "Gramacy & Lee 2D": 1.802200588765434,
-                "Griewank": 5.613667017485513,
-                "Langermann": 2.038477422771715,
-                "Langermann 2": 2.627286816731744,
-                "Lévy": 2.192035196606592,
-                "Lévy 13": 0.2991996148450192,
-                "MixedMichalewiczSphere": 0.3588265585443191,
-                "Rastrigin": 1.0130274736855707,
-                "Rosenbrock": 1.676072129236332,
-                "Schaffer 2": 1.659380760852124,
-                "Schaffer 4": 1.0401655889768135,
-                "SchwefelSin": 2.6742026251685567,
-                "Shubert": 0.4330141390938394,
-                "Styblinski-Tang": 2.0456547346041476,
-                "Weierstrass": 1.0975070308486772
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.44432441557991,
-                "Cross-in-Tray": 1.293164547321062,
-                "Drop-Wave": 3.4579108362306283,
-                "EggHolder": 1.999957003695893,
-                "Gramacy & Lee 2D": 4.505501471913585,
-                "Griewank": 8.42050052622827,
-                "Langermann": 2.038477422771715,
-                "Langermann 2": 2.101829453385395,
-                "Lévy": 2.192035196606592,
-                "Lévy 13": 0.44879942226752884,
-                "MixedMichalewiczSphere": 0.5382398378164787,
-                "Rastrigin": 1.519541210528356,
-                "Rosenbrock": 1.676072129236332,
-                "Schaffer 2": 2.9868853695338236,
-                "Schaffer 4": 1.8722980601582644,
-                "SchwefelSin": 2.1393621001348455,
-                "Shubert": 0.4330141390938394,
-                "Styblinski-Tang": 2.454785681524977,
-                "Weierstrass": 2.1950140616973544
-            },
-            "avg_error_rate": 1.8732535025623902,
-            "weighted_avg_error_rate": 2.353563836090782,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.6808323117327211,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.43639452216368246,
-                    "average distance to final point": 0.0866314182217783,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027253107887803985,
-                    "min movement": 0.04887715103044978
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.3901397497686987,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7002617028215166,
-                    "average distance to final point": 0.11571085363919122,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014030282078862531,
-                    "min movement": 0.01662540698368405
-                },
-                "Drop-Wave": {
-                    "final loss": 1.1925969814642776,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4957325142210724,
-                    "average distance to final point": 0.09479754542447616,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04110474554461123,
-                    "lucky jump": 0.0792029836218086,
-                    "min movement": 0.05227802119400177
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778453533455836,
-                    "average distance to final point": 0.04326383478446195,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0006487730999418671,
-                    "min movement": 0.2889724183805023
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5052437816072423,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7823214558830924,
-                    "average distance to final point": 0.07798281773946661,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.026061821186190322,
-                    "lucky jump": 0.06045747707030122,
-                    "min movement": 0.0005721359289698739
-                },
-                "Griewank": {
-                    "final loss": 1.1058210602017018,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9369635033333659,
-                    "average distance to final point": 0.05068130156722473,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00046024879533159915,
-                    "min movement": 0.371770349850789,
-                    "final proximity": 2.7984094543869285
-                },
-                "Langermann": {
-                    "final loss": 0.7666970855938978,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7549252184188235,
-                    "average distance to final point": 0.06425148783307681,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.013797902823103267,
-                    "min movement": 0.08924462875264183
-                },
-                "Langermann 2": {
-                    "final loss": 0.9066665142976892,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0324002310948068,
-                    "average distance to final point": 0.05408098029001031,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.017995673842951188,
-                    "min movement": 0.26658231785611486
-                },
-                "Lévy": {
-                    "final loss": 0.3649158594855593,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9066086373247801,
-                    "average distance to final point": 0.07209828313466014,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.002271963365506266,
-                    "lucky jump": 0.3044287802842894,
-                    "min movement": 0.1921505736616259
-                },
-                "Lévy 13": {
-                    "final loss": 0.00284277692880566,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.055629466768952376,
-                    "average distance to final point": 0.09787913871224431,
-                    "convergence": 0.14284823243501688,
-                    "oscillation": 0.0
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 8.507906918367339e-05,
-                    "final distance to global minimum": 0.020530157081716734,
-                    "average distance to final point": 0.11644440713081436,
-                    "convergence": 0.21143744151969132,
-                    "oscillation": 0.010329473742913068
-                },
-                "Rastrigin": {
-                    "final loss": 0.1641432111781097,
-                    "boundary violation": 0.014589835802688248,
-                    "final distance to global minimum": 0.3599802567647342,
-                    "average distance to final point": 0.11690822112353903,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007844849466328062
-                },
-                "Rosenbrock": {
-                    "final loss": 0.04684162510134995,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9868749699466469,
-                    "average distance to final point": 0.07921905667747452,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2135753781606895
-                },
-                "Schaffer 2": {
-                    "final loss": 0.01524323572997537,
-                    "boundary violation": 1.103681152144582,
-                    "final distance to global minimum": 0.06470253482589096,
-                    "average distance to final point": 0.2414715273984487,
-                    "convergence": 0.2238844953645635,
-                    "oscillation": 0.010397815388663509
-                },
-                "Schaffer 4": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.39060153807580433,
-                    "final distance to global minimum": 0.08507740102116984,
-                    "average distance to final point": 0.2810914022169628,
-                    "convergence": 0.2635211521390788,
-                    "oscillation": 0.01987409552379775
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992299233758085,
-                    "average distance to final point": 0.039235965264266585,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.301849346109011
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08618057799099031,
-                    "average distance to final point": 0.044162650007177694,
-                    "convergence": 0.07480745211179994,
-                    "oscillation": 0.024895638571293573,
-                    "min movement": 0.20296782041257788
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.203158958052383,
-                    "average distance to final point": 0.06691354623682093,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.10768790067016185
-                },
-                "Weierstrass": {
-                    "final loss": 0.28493469422147066,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.16853076993389055,
-                    "average distance to final point": 0.2812873340157347,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.013193133327409918
-                }
-            }
-        },
-        "shampoo": {
-            "error_rates": {
-                "Ackley": 2.833382206102148,
-                "Cross-in-Tray": 3.405370177179909,
-                "Drop-Wave": 3.6627615716127213,
-                "EggHolder": 2.8869367449970254,
-                "Gramacy & Lee 2D": 2.5462021881531243,
-                "Griewank": 2.3521234576724734,
-                "Langermann": 2.8348253187944956,
-                "Langermann 2": 2.725722867988663,
-                "Lévy": 5.799356549181732,
-                "Lévy 13": 2.8705287617952013,
-                "MixedMichalewiczSphere": 3.511175981026534,
-                "Rastrigin": 2.4658968235766436,
-                "Rosenbrock": 184.32638473270276,
-                "Schaffer 2": 2.548657691822135,
-                "Schaffer 4": 2.3041620828429945,
-                "SchwefelSin": 2.8759389341788553,
-                "Shubert": 2.656818593806422,
-                "Styblinski-Tang": 200.08213390645133,
-                "Weierstrass": 3.0433645331038974
-            },
-            "weighted_error_rates": {
-                "Ackley": 4.250073309153223,
-                "Cross-in-Tray": 1.7026850885899545,
-                "Drop-Wave": 5.494142357419082,
-                "EggHolder": 2.3095493959976205,
-                "Gramacy & Lee 2D": 6.365505470382811,
-                "Griewank": 3.5281851865087104,
-                "Langermann": 2.8348253187944956,
-                "Langermann 2": 2.1805782943909304,
-                "Lévy": 5.799356549181732,
-                "Lévy 13": 4.305793142692802,
-                "MixedMichalewiczSphere": 5.266763971539801,
-                "Rastrigin": 3.6988452353649652,
-                "Rosenbrock": 184.32638473270276,
-                "Schaffer 2": 4.587583845279843,
-                "Schaffer 4": 4.14749174911739,
-                "SchwefelSin": 2.3007511473430844,
-                "Shubert": 2.656818593806422,
-                "Styblinski-Tang": 240.09856068774158,
-                "Weierstrass": 6.086729066207795
-            },
-            "avg_error_rate": 22.933249638052057,
-            "weighted_avg_error_rate": 25.891611744327108,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.9700507133151637,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6471375754740107,
-                    "average distance to final point": 0.036931018143327096,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.041976253630584576,
-                    "lucky jump": 0.6210035543010843,
-                    "min movement": 0.16672199188780623
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.6772171307487527,
-                    "boundary violation": 5.079360751418967e-05,
-                    "final distance to global minimum": 1.0340244950372746,
-                    "average distance to final point": 0.022461707874098905,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004613443977643261,
-                    "min movement": 0.31744150658445464
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7045084549698493,
-                    "boundary violation": 0.008507632301215973,
-                    "final position out-of-bounds": 0.16115193529170277,
-                    "final distance to global minimum": 0.9858178986367653,
-                    "average distance to final point": 0.019665515621087527,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02130576359408475,
-                    "lucky jump": 0.09814689052292284,
-                    "min movement": 0.31409638132492196
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778455266216457,
-                    "average distance to final point": 0.02845294588144204,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03281915838772002,
-                    "lucky jump": 0.37013340521127974,
-                    "min movement": 0.2884698338855618
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.6390403877345937,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1776800125148148,
-                    "average distance to final point": 0.04064604421725281,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006626087799036085,
-                    "min movement": 0.3326485565372555
-                },
-                "Griewank": {
-                    "final loss": 0.7333107626652023,
-                    "boundary violation": 0.03220136561039416,
-                    "final distance to global minimum": 0.764123606186587,
-                    "average distance to final point": 0.05883910635656077,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04423935035303668,
-                    "lucky jump": 0.1629239682732921,
-                    "min movement": 0.20692419887722924
-                },
-                "Langermann": {
-                    "final loss": 1.0667833007622511,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9062834329785671,
-                    "average distance to final point": 0.027472757262249577,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 7.295475463148864e-05,
-                    "lucky jump": 0.1673574038306832,
-                    "min movement": 0.31729436985594184
-                },
-                "Langermann 2": {
-                    "final loss": 0.9747262789964115,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.045168362994943,
-                    "average distance to final point": 0.021212533492416943,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011227119333754596,
-                    "min movement": 0.32382747382096516
-                },
-                "Lévy": {
-                    "final loss": 1.0857737739051223,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1269767227433949,
-                    "average distance to final point": 0.021289438584456016,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0018244918811393162,
-                    "lucky jump": 0.13960064635430391,
-                    "min movement": 0.3714007811465945,
-                    "final proximity": 2.702929595216549
-                },
-                "Lévy 13": {
-                    "final loss": 1.1014153049972841,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9904902267934973,
-                    "average distance to final point": 0.025044694350632134,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0010873157376248667,
-                    "lucky jump": 0.10217304282354484,
-                    "min movement": 0.30075707774244687
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 1.1901952417064983,
-                    "boundary violation": 0.003509060745065482,
-                    "final position out-of-bounds": 0.6743226023635683,
-                    "final distance to global minimum": 0.9087154129556595,
-                    "average distance to final point": 0.01958784112736876,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.029895725789584247,
-                    "min movement": 0.3353889969886184
-                },
-                "Rastrigin": {
-                    "final loss": 0.733051818378179,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7793191636700483,
-                    "average distance to final point": 0.03178190837033184,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04422390132348805,
-                    "lucky jump": 0.2669168915670009,
-                    "min movement": 0.2610420409174244
-                },
-                "Rosenbrock": {
-                    "final loss": 0.003222830916232415,
-                    "boundary violation": 30.74974518387462,
-                    "final distance to global minimum": 0.3468651014709358,
-                    "average distance to final point": 0.09962505010961753,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004084678275522543,
-                    "lucky jump": 152.77328078870568
-                },
-                "Schaffer 2": {
-                    "final loss": 1.0432123989847093,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7735279163401356,
-                    "average distance to final point": 0.08452923445504301,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020912824128779206,
-                    "lucky jump": 0.029823616002146204,
-                    "min movement": 0.24709060256115084
-                },
-                "Schaffer 4": {
-                    "final loss": 0.757694754344055,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7733005607475362,
-                    "average distance to final point": 0.0836643684177511,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01417252357189201,
-                    "lucky jump": 0.07461675427479027,
-                    "min movement": 0.251152022136799
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099236785932502,
-                    "average distance to final point": 0.019481168965067023,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014259475232211464,
-                    "lucky jump": 0.19267025832721926,
-                    "min movement": 0.3164038553023851
-                },
-                "Shubert": {
-                    "final loss": 1.0791614357783694,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.45433170800669764,
-                    "average distance to final point": 0.015163027597179798,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.023949550768259293,
-                    "lucky jump": 0.39340521573008796,
-                    "min movement": 0.3412465565756569
-                },
-                "Styblinski-Tang": {
-                    "final loss": 7.158903288951619,
-                    "boundary violation": 12.135952181292337,
-                    "final position out-of-bounds": 40.42637235533583,
-                    "final distance to global minimum": 1.2626448460435111,
-                    "average distance to final point": 0.1299077181624599,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008666303878877898,
-                    "lucky jump": 138.61012611343654
-                },
-                "Weierstrass": {
-                    "final loss": 1.3139431836205364,
-                    "boundary violation": 0.006334423854151772,
-                    "final distance to global minimum": 0.9903429273544849,
-                    "average distance to final point": 0.03393034836084296,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020098922496760274,
-                    "min movement": 0.3291536280669498
-                }
-            }
-        },
-        "adanorm": {
-            "error_rates": {
-                "Ackley": 1.4745546408658923,
-                "Cross-in-Tray": 2.4089977408209484,
-                "Drop-Wave": 1.6278220800821481,
-                "EggHolder": 2.504818495067681,
-                "Gramacy & Lee 2D": 1.8137616091383497,
-                "Griewank": 0.684020861109935,
-                "Langermann": 1.3451077929367745,
-                "Langermann 2": 2.9057906272119682,
-                "Lévy": 1.9351154395943713,
-                "Lévy 13": 0.314329709116793,
-                "MixedMichalewiczSphere": 0.39136253224288226,
-                "Rastrigin": 1.0203565640646126,
-                "Rosenbrock": 1.2476988334045018,
-                "Schaffer 2": 1.182130295828967,
-                "Schaffer 4": 1.4856451939203008,
-                "SchwefelSin": 2.6606156813325783,
-                "Shubert": 0.4229726467252534,
-                "Styblinski-Tang": 2.0506692711192143,
-                "Weierstrass": 1.112356064111741
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.2118319612988384,
-                "Cross-in-Tray": 1.2044988704104742,
-                "Drop-Wave": 2.441733120123222,
-                "EggHolder": 2.003854796054145,
-                "Gramacy & Lee 2D": 4.534404022845874,
-                "Griewank": 1.0260312916649026,
-                "Langermann": 1.3451077929367745,
-                "Langermann 2": 2.3246325017695746,
-                "Lévy": 1.9351154395943713,
-                "Lévy 13": 0.4714945636751895,
-                "MixedMichalewiczSphere": 0.5870437983643234,
-                "Rastrigin": 1.530534846096919,
-                "Rosenbrock": 1.2476988334045018,
-                "Schaffer 2": 2.1278345324921406,
-                "Schaffer 4": 2.6741613490565417,
-                "SchwefelSin": 2.1284925450660626,
-                "Shubert": 0.4229726467252534,
-                "Styblinski-Tang": 2.460803125343057,
-                "Weierstrass": 2.224712128223482
-            },
-            "avg_error_rate": 1.5046382146681534,
-            "weighted_avg_error_rate": 1.8369977981655605,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.6021052724516043,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3824164112707642,
-                    "average distance to final point": 0.09016433701487049,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0372920008308875,
-                    "min movement": 0.01301551994759446
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.2728973332218523,
-                    "boundary violation": 0.00010581537231651944,
-                    "final distance to global minimum": 0.6157214991225406,
-                    "average distance to final point": 0.16105245720136468,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.009659536552703402
-                },
-                "Drop-Wave": {
-                    "final loss": 0.6997596653133857,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.337126299644205,
-                    "average distance to final point": 0.11421521454613953,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04711413097526027,
-                    "lucky jump": 0.08004567025298637
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778543203516031,
-                    "average distance to final point": 0.04400152019310574,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011771984363891444,
-                    "min movement": 0.2819747951497045
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5052402984493661,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7823967517467494,
-                    "average distance to final point": 0.0775071940113603,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.023874287235726134,
-                    "lucky jump": 0.06866387380626285,
-                    "min movement": 0.006518104538713852
-                },
-                "Griewank": {
-                    "final loss": 0.11400479884103305,
-                    "boundary violation": 0.001154926257857246,
-                    "final distance to global minimum": 0.16832498562729292,
-                    "average distance to final point": 0.20964125809196785,
-                    "convergence": 0.18158897370651,
-                    "oscillation": 0.009305918585274015
-                },
-                "Langermann": {
-                    "final loss": 0.07034325744962709,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.33873999999257576,
-                    "average distance to final point": 0.10145278056838845,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.028400300452700807,
-                    "lucky jump": 0.456610355123311
-                },
-                "Langermann 2": {
-                    "final loss": 1.0665115786833002,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.104177733625798,
-                    "average distance to final point": 0.0514467093198021,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.023055004364602696,
-                    "min movement": 0.3110385018682942
-                },
-                "Lévy": {
-                    "final loss": 0.33629672138891276,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636107909992397,
-                    "average distance to final point": 0.10332800607174744,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006864455159217691,
-                    "lucky jump": 0.27545436662508255
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.016828161735793285,
-                    "average distance to final point": 0.10376948980164494,
-                    "convergence": 0.16053030094297244,
-                    "oscillation": 0.033201756636382314
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.004543052160763938,
-                    "final distance to global minimum": 0.01606143021704717,
-                    "average distance to final point": 0.14863902188732955,
-                    "convergence": 0.2095273049389239,
-                    "oscillation": 0.012591723038817684
-                },
-                "Rastrigin": {
-                    "final loss": 0.1641426312733724,
-                    "boundary violation": 0.005964558960660365,
-                    "final distance to global minimum": 0.36004702494441226,
-                    "average distance to final point": 0.11352750183247304,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02711374770352324
-                },
-                "Rosenbrock": {
-                    "final loss": 0.010970600625522095,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5760304778105887,
-                    "average distance to final point": 0.3111366556182198,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.023699804098791598,
-                    "boundary violation": 0.5536376794428635,
-                    "final distance to global minimum": 0.0809752793658471,
-                    "average distance to final point": 0.23640115361060055,
-                    "convergence": 0.268256900533944,
-                    "oscillation": 0.019159478776920272
-                },
-                "Schaffer 4": {
-                    "final loss": 0.2859712376440847,
-                    "boundary violation": 0.18315493050555995,
-                    "final distance to global minimum": 0.3315085619928666,
-                    "average distance to final point": 0.31766589716431487,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.017783467263303408
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843263403433406,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992461512679585,
-                    "average distance to final point": 0.03412367569305516,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0007261174022188334,
-                    "min movement": 0.29263229727583395
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08615940592132189,
-                    "average distance to final point": 0.0421501605029005,
-                    "convergence": 0.07480745211179994,
-                    "oscillation": 0.020806768026951403,
-                    "min movement": 0.19904886016227968
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031234519933243,
-                    "average distance to final point": 0.06958766899141745,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0029212273039265707,
-                    "min movement": 0.10714259318576379
-                },
-                "Weierstrass": {
-                    "final loss": 0.2913234815250309,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.20866288185532023,
-                    "average distance to final point": 0.25190822646564254,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010900374915576036
-                }
-            }
-        },
-        "qhadam": {
-            "error_rates": {
-                "Ackley": 0.3387112380566911,
-                "Cross-in-Tray": 2.888228278877859,
-                "Drop-Wave": 4.663723297618599,
-                "EggHolder": 5.235961566662754,
-                "Gramacy & Lee 2D": 2.1390313450559044,
-                "Griewank": 7.538529685867741,
-                "Langermann": 2.021400402417485,
-                "Langermann 2": 2.949403498769564,
-                "Lévy": 2.9553038555115227,
-                "Lévy 13": Infinity,
-                "MixedMichalewiczSphere": 1.673478641234698,
-                "Rastrigin": 2.318989395744788,
-                "Rosenbrock": 1.751890048425058,
-                "Schaffer 2": 457.8589974679072,
-                "Schaffer 4": 486.87334310716983,
-                "SchwefelSin": 2.6935331808298564,
-                "Shubert": 1.6068407237026505,
-                "Styblinski-Tang": 2.1329013674255926,
-                "Weierstrass": Infinity
-            },
-            "weighted_error_rates": {
-                "Ackley": 0.5080668570850366,
-                "Cross-in-Tray": 1.4441141394389294,
-                "Drop-Wave": 6.995584946427899,
-                "EggHolder": 4.188769253330203,
-                "Gramacy & Lee 2D": 5.347578362639761,
-                "Griewank": 11.307794528801612,
-                "Langermann": 2.021400402417485,
-                "Langermann 2": 2.3595227990156515,
-                "Lévy": 2.9553038555115227,
-                "Lévy 13": Infinity,
-                "MixedMichalewiczSphere": 2.510217961852047,
-                "Rastrigin": 3.4784840936171815,
-                "Rosenbrock": 1.751890048425058,
-                "Schaffer 2": 824.146195442233,
-                "Schaffer 4": 876.3720175929058,
-                "SchwefelSin": 2.154826544663885,
-                "Shubert": 1.6068407237026505,
-                "Styblinski-Tang": 2.559481640910711,
-                "Weierstrass": Infinity
-            },
-            "avg_error_rate": Infinity,
-            "weighted_avg_error_rate": Infinity,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.018378216710051576,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.011311096230256027,
-                    "average distance to final point": 0.09945567874872907,
-                    "convergence": 0.16053030094297244,
-                    "oscillation": 0.04903594542468204
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.5427105401770065,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8438775119294628,
-                    "average distance to final point": 0.13708079708645174,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014998330334767022
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7266180948246674,
-                    "boundary violation": 0.012212743242798065,
-                    "final position out-of-bounds": 1.1441649564095868,
-                    "final distance to global minimum": 1.0752655874270538,
-                    "average distance to final point": 0.021052174098136048,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01144510909871108,
-                    "min movement": 0.32340353316747494
-                },
-                "EggHolder": {
-                    "final loss": 1.1364095869836612,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8344649994045086,
-                    "average distance to final point": 0.026487815982223335,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.002421173062070535,
-                    "min movement": 0.3547131993590454,
-                    "final proximity": 2.5319036925210727
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5421670390615017,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0177140968341072,
-                    "average distance to final point": 0.053998957711406524,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.000811872941351101,
-                    "min movement": 0.1747782791573665
-                },
-                "Griewank": {
-                    "final loss": 1.1717098252330052,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9638620850921309,
-                    "average distance to final point": 0.04457604501029596,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0002486101660503932,
-                    "min movement": 0.39565558785268373,
-                    "final proximity": 4.612916433163403
-                },
-                "Langermann": {
-                    "final loss": 0.8211237295362022,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6841336608765475,
-                    "average distance to final point": 0.060133219690701845,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.009872150238267903,
-                    "min movement": 0.09657654272559467
-                },
-                "Langermann 2": {
-                    "final loss": 1.0942933187639623,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1501415833764297,
-                    "average distance to final point": 0.025091664988840485,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0009789789859838542,
-                    "min movement": 0.3293368533041767
-                },
-                "Lévy": {
-                    "final loss": 0.3458601839418284,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8778551623661909,
-                    "average distance to final point": 0.07016561515528259,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 1.1456869730907273,
-                    "min movement": 0.1661748216073225
-                },
-                "Lévy 13": {
-                    "final loss": NaN,
-                    "boundary violation": NaN,
-                    "final distance to global minimum": NaN,
-                    "average distance to final point": NaN,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": NaN
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.5823255864227641,
-                    "boundary violation": 0.0024693712844851582,
-                    "final distance to global minimum": 0.5720400659285964,
-                    "average distance to final point": 0.08072172293939668,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007823781250120456,
-                    "min movement": 0.07853701405916383
-                },
-                "Rastrigin": {
-                    "final loss": 0.8600604191718775,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8442811105870142,
-                    "average distance to final point": 0.03708473464058521,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0012691315769647598,
-                    "min movement": 0.226732900418175
-                },
-                "Rosenbrock": {
-                    "final loss": 0.04957977206517846,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0486457625398824,
-                    "average distance to final point": 0.02668822214464741,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2774151923251784
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1636526055444043,
-                    "boundary violation": 161.93968371382394,
-                    "final position out-of-bounds": 238.8066521079089,
-                    "final distance to global minimum": 2.7840297205810973,
-                    "average distance to final point": 0.09975475266700923,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024254976130105473,
-                    "lucky jump": 52.69140849190162
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8399284279006001,
-                    "boundary violation": 168.98822607093706,
-                    "final position out-of-bounds": 231.07933426051903,
-                    "final distance to global minimum": 2.629836309781913,
-                    "average distance to final point": 0.16021419114784835,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024416924569489077,
-                    "lucky jump": 82.8018258229637
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992283086533412,
-                    "average distance to final point": 0.04015015606689078,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.32026732569015365
-                },
-                "Shubert": {
-                    "final loss": 0.9942081216473461,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.33137539631910257,
-                    "average distance to final point": 0.061064047722328874,
-                    "convergence": 0.07480745211179994,
-                    "oscillation": 0.01609026602665736,
-                    "min movement": 0.1292954398754159
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183350072059213,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2027373284312646,
-                    "average distance to final point": 0.04992123376910434,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.21234669866913117
-                },
-                "Weierstrass": {
-                    "final loss": NaN,
-                    "boundary violation": NaN,
-                    "final distance to global minimum": NaN,
-                    "average distance to final point": NaN,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": NaN
-                }
-            }
-        },
-        "dadaptlion": {
-            "error_rates": {
-                "Ackley": 2.6078482437682458,
-                "Cross-in-Tray": 10.193022302305666,
-                "Drop-Wave": 2.698086505451237,
-                "EggHolder": 2.856098736319691,
-                "Gramacy & Lee 2D": 2.527098286727244,
-                "Griewank": 2.3445697039950764,
-                "Langermann": 3.0163865858700563,
-                "Langermann 2": 2.613422314632188,
-                "Lévy": 2.124780429078847,
-                "Lévy 13": 1.4105103677950972,
-                "MixedMichalewiczSphere": 2.6822045040964113,
-                "Rastrigin": 2.2003564120205934,
-                "Rosenbrock": 1.969131829168019,
-                "Schaffer 2": 2.8094318022043843,
-                "Schaffer 4": 10.882222404955877,
-                "SchwefelSin": 2.814887616069906,
-                "Shubert": 1.4030698180101822,
-                "Styblinski-Tang": 2.3065083892696916,
-                "Weierstrass": 2.8562305821715657
-            },
-            "weighted_error_rates": {
-                "Ackley": 3.911772365652369,
-                "Cross-in-Tray": 5.096511151152833,
-                "Drop-Wave": 4.0471297581768555,
-                "EggHolder": 2.284878989055753,
-                "Gramacy & Lee 2D": 6.317745716818109,
-                "Griewank": 3.5168545559926145,
-                "Langermann": 3.0163865858700563,
-                "Langermann 2": 2.0907378517057507,
-                "Lévy": 2.124780429078847,
-                "Lévy 13": 2.115765551692646,
-                "MixedMichalewiczSphere": 4.023306756144617,
-                "Rastrigin": 3.3005346180308903,
-                "Rosenbrock": 1.969131829168019,
-                "Schaffer 2": 5.056977243967892,
-                "Schaffer 4": 19.58800032892058,
-                "SchwefelSin": 2.251910092855925,
-                "Shubert": 1.4030698180101822,
-                "Styblinski-Tang": 2.7678100671236296,
-                "Weierstrass": 5.712461164343131
-            },
-            "avg_error_rate": 3.2797824649426306,
-            "weighted_avg_error_rate": 4.241882361776879,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.0985675438037665,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6682871597114393,
-                    "average distance to final point": 0.2014027608304014,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13732069048104092,
-                    "min movement": 0.1527089895914262
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.6230123596699184,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9342179490030177,
-                    "average distance to final point": 0.041844671168607205,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10014228417388747,
-                    "min movement": 0.4214059500554729,
-                    "final proximity": 6.72283798888459
-                },
-                "Drop-Wave": {
-                    "final loss": 1.3457639268967243,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.560733354437779,
-                    "average distance to final point": 0.2288194193361019,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.17847760186159325,
-                    "min movement": 0.03473110356886702
-                },
-                "EggHolder": {
-                    "final loss": 1.140875102328285,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7687460573106847,
-                    "average distance to final point": 0.14625480828561085,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.14172458954906866,
-                    "min movement": 0.3089370794958708
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5957134092351158,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0722937806024222,
-                    "average distance to final point": 0.18221365584221283,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10995818491446972,
-                    "min movement": 0.2173581567828519
-                },
-                "Griewank": {
-                    "final loss": 0.6467316326652413,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7106057279979654,
-                    "average distance to final point": 0.20627149750272064,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.17707745935178593,
-                    "lucky jump": 0.09787790821642015,
-                    "min movement": 0.15644437891077187
-                },
-                "Langermann": {
-                    "final loss": 1.0822070308135898,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9564145826424018,
-                    "average distance to final point": 0.14721281087738478,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1392962679880282,
-                    "min movement": 0.34169479419848026
-                },
-                "Langermann 2": {
-                    "final loss": 0.7646476530078515,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9469749731027801,
-                    "average distance to final point": 0.08579203763753325,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13873138175591218,
-                    "min movement": 0.3277151697779402
-                },
-                "Lévy": {
-                    "final loss": 0.4202624009750182,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8556196892822465,
-                    "average distance to final point": 0.3338759320688525,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.16546130740255874
-                },
-                "Lévy 13": {
-                    "final loss": 0.18709699301123653,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4606047841110994,
-                    "average distance to final point": 0.3524940447035303,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.018066515618825735,
-                    "lucky jump": 0.04268693100023407
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 1.029668061153889,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7722762733944535,
-                    "average distance to final point": 0.11701471933223834,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.17686115909716088,
-                    "min movement": 0.23682319176849828
-                },
-                "Rastrigin": {
-                    "final loss": 0.7661145016212273,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6099413768252021,
-                    "average distance to final point": 0.21769027619448092,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.14160043099315955,
-                    "min movement": 0.11544872703635238
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0532555291077456,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1014593508139663,
-                    "average distance to final point": 0.12013884683245318,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04768864868346759,
-                    "min movement": 0.29702835438021513
-                },
-                "Schaffer 2": {
-                    "final loss": 1.0493337497850639,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.778605027636842,
-                    "average distance to final point": 0.20811271203794543,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.2255949817089991,
-                    "min movement": 0.1982242316853628
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8142816832995683,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9919542515381905,
-                    "average distance to final point": 0.001052824156735332,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0006683404246526351,
-                    "min movement": 0.43727677793971925,
-                    "final proximity": 8.28742742824684
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8883762329558749,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0997967356925193,
-                    "average distance to final point": 0.14919442783943565,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.002112643188781673,
-                    "min movement": 0.32584647704312314
-                },
-                "Shubert": {
-                    "final loss": 0.5407419917064448,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08777364604372541,
-                    "average distance to final point": 0.15463478958389276,
-                    "convergence": 0.18955210486664983,
-                    "oscillation": 0.19395042187858447,
-                    "min movement": 0.2364168639308849
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3236417689444681,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1795646674305038,
-                    "average distance to final point": 0.21793220456930987,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0232902983252793,
-                    "min movement": 0.21251835064995908
-                },
-                "Weierstrass": {
-                    "final loss": 1.0851705416257518,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8252702228128774,
-                    "average distance to final point": 0.13894961150102908,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.20663366810657743,
-                    "min movement": 0.25064543877515894
-                }
-            }
-        },
-        "adadelta": {
-            "error_rates": {
-                "Ackley": 0.9362603132394269,
-                "Cross-in-Tray": 2.2045283845638686,
-                "Drop-Wave": 3.260886989629342,
-                "EggHolder": 2.5898756311979425,
-                "Gramacy & Lee 2D": 2.163382162659534,
-                "Griewank": 0.738984289261565,
-                "Langermann": 2.067850273860813,
-                "Langermann 2": 2.510190605834867,
-                "Lévy": 2.261884009402984,
-                "Lévy 13": 0.6928475953814279,
-                "MixedMichalewiczSphere": 1.302825025086223,
-                "Rastrigin": 0.8478116372810293,
-                "Rosenbrock": 1.4863691367283927,
-                "Schaffer 2": 2.8472933520913264,
-                "Schaffer 4": 2.6033695553030003,
-                "SchwefelSin": 2.6954119775973244,
-                "Shubert": 1.8272000996077582,
-                "Styblinski-Tang": 2.137701149983011,
-                "Weierstrass": 1.1451587707409718
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.4043904698591403,
-                "Cross-in-Tray": 1.1022641922819343,
-                "Drop-Wave": 4.891330484444014,
-                "EggHolder": 2.071900504958354,
-                "Gramacy & Lee 2D": 5.4084554066488355,
-                "Griewank": 1.1084764338923474,
-                "Langermann": 2.067850273860813,
-                "Langermann 2": 2.0081524846678938,
-                "Lévy": 2.261884009402984,
-                "Lévy 13": 1.0392713930721418,
-                "MixedMichalewiczSphere": 1.9542375376293344,
-                "Rastrigin": 1.2717174559215438,
-                "Rosenbrock": 1.4863691367283927,
-                "Schaffer 2": 5.125128033764388,
-                "Schaffer 4": 4.686065199545401,
-                "SchwefelSin": 2.1563295820778596,
-                "Shubert": 1.8272000996077582,
-                "Styblinski-Tang": 2.5652413799796134,
-                "Weierstrass": 2.2903175414819437
-            },
-            "avg_error_rate": 1.9115700504974111,
-            "weighted_avg_error_rate": 2.4592937694644577,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.15824028146078944,
-                    "boundary violation": 0.07902570402639515,
-                    "final distance to global minimum": 0.05599891855173414,
-                    "average distance to final point": 0.2416200323544434,
-                    "convergence": 0.29814090931447823,
-                    "oscillation": 0.10323446753158658
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.0098599557639996,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4626493419139084,
-                    "average distance to final point": 0.16365121986823628,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.061504492054461665,
-                    "lucky jump": 0.09924456419784333,
-                    "min movement": 0.05805771141524807
-                },
-                "Drop-Wave": {
-                    "final loss": 1.5866421463921079,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7423767950124878,
-                    "average distance to final point": 0.22553188082879397,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10988271962718815,
-                    "min movement": 0.24689234841859312
-                },
-                "EggHolder": {
-                    "final loss": 1.0284332988577372,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.711213175052028,
-                    "average distance to final point": 0.08757011320735614,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.16354624350037614,
-                    "min movement": 0.24955170123027384
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5940614893559858,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8697824107869718,
-                    "average distance to final point": 0.22574154089551218,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.12423562227089333
-                },
-                "Griewank": {
-                    "final loss": 0.07803678124032133,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08645408809833084,
-                    "average distance to final point": 0.22460809291483963,
-                    "convergence": 0.30101430837513776,
-                    "oscillation": 0.0488710186329354
-                },
-                "Langermann": {
-                    "final loss": 0.3307976870983219,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.25439572840907854,
-                    "average distance to final point": 0.2999126674814328,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.14114924255464964,
-                    "lucky jump": 0.6920338489671589
-                },
-                "Langermann 2": {
-                    "final loss": 0.746376075375477,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9875615858486178,
-                    "average distance to final point": 0.08365411905782774,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.14576802125894295,
-                    "min movement": 0.19726970494383023
-                },
-                "Lévy": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0001590307834995509,
-                    "average distance to final point": 0.28620470269069076,
-                    "convergence": 0.33265849662159475,
-                    "oscillation": 0.13950695597414675,
-                    "lucky jump": 1.5033548233330523
-                },
-                "Lévy 13": {
-                    "final loss": 0.01940470867875206,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.06730885702471769,
-                    "average distance to final point": 0.20664457541280667,
-                    "convergence": 0.3164529123725907,
-                    "oscillation": 0.0830365418925607
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.5198048162500347,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.21153459110404246,
-                    "average distance to final point": 0.1621115476120578,
-                    "convergence": 0.24027346441664563,
-                    "oscillation": 0.11856357380717424,
-                    "lucky jump": 0.05053703189626821
-                },
-                "Rastrigin": {
-                    "final loss": 0.07615979029729132,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.061217963801537024,
-                    "average distance to final point": 0.25780926474845905,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10306351908357059
-                },
-                "Rosenbrock": {
-                    "final loss": 0.02495475309640492,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6543535653705116,
-                    "average distance to final point": 0.32678952557663227,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1307101933346726
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1049141010387689,
-                    "boundary violation": 0.06743727399766099,
-                    "final distance to global minimum": 0.9051295355312726,
-                    "average distance to final point": 0.14646792377794082,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07355661445854016,
-                    "min movement": 0.20022680393697212
-                },
-                "Schaffer 4": {
-                    "final loss": 0.810018538518289,
-                    "boundary violation": 0.08220879415625383,
-                    "final distance to global minimum": 0.9569932702226468,
-                    "average distance to final point": 0.1129120379036155,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06533917377558103,
-                    "min movement": 0.22633664137644308
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099236785932502,
-                    "average distance to final point": 0.029263846715590607,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.33302395452976125
-                },
-                "Shubert": {
-                    "final loss": 1.0748853155138438,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.30424645581276766,
-                    "average distance to final point": 0.07566256586207415,
-                    "convergence": 0.06986856066195289,
-                    "oscillation": 0.11938199083405715,
-                    "min movement": 0.18315521092306236
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.20314189215954,
-                    "average distance to final point": 0.03190861983095897,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.23475630834773004
-                },
-                "Weierstrass": {
-                    "final loss": 0.23060273989053245,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1841277189180864,
-                    "average distance to final point": 0.29235732845526,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08850988412692173
-                }
-            }
-        },
-        "signsgd": {
-            "error_rates": {
-                "Ackley": 0.7815392179235443,
-                "Cross-in-Tray": 1.3448429037811012,
-                "Drop-Wave": 3.1644118237730683,
-                "EggHolder": 1.5968331179063922,
-                "Gramacy & Lee 2D": 1.5618622419298471,
-                "Griewank": 0.4888975479585605,
-                "Langermann": 1.8334326148208648,
-                "Langermann 2": 3.0012387687132107,
-                "Lévy": 0.4192180642431002,
-                "Lévy 13": 0.5309040363924725,
-                "MixedMichalewiczSphere": 0.7311210804155087,
-                "Rastrigin": 0.4142913696879068,
-                "Rosenbrock": 0.5721024651998913,
-                "Schaffer 2": 1.7727057757947127,
-                "Schaffer 4": 1.1929183193586308,
-                "SchwefelSin": 2.058423545121601,
-                "Shubert": 1.8848850943087503,
-                "Styblinski-Tang": 0.5405242447487075,
-                "Weierstrass": 1.1670492093008842
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.1723088268853163,
-                "Cross-in-Tray": 0.6724214518905506,
-                "Drop-Wave": 4.746617735659602,
-                "EggHolder": 1.2774664943251137,
-                "Gramacy & Lee 2D": 3.904655604824618,
-                "Griewank": 0.7333463219378408,
-                "Langermann": 1.8334326148208648,
-                "Langermann 2": 2.4009910149705687,
-                "Lévy": 0.4192180642431002,
-                "Lévy 13": 0.7963560545887087,
-                "MixedMichalewiczSphere": 1.096681620623263,
-                "Rastrigin": 0.6214370545318602,
-                "Rosenbrock": 0.5721024651998913,
-                "Schaffer 2": 3.190870396430483,
-                "Schaffer 4": 2.1472529748455353,
-                "SchwefelSin": 1.646738836097281,
-                "Shubert": 1.8848850943087503,
-                "Styblinski-Tang": 0.648629093698449,
-                "Weierstrass": 2.3340984186017684
-            },
-            "avg_error_rate": 1.3188000758620397,
-            "weighted_avg_error_rate": 1.689447902025451,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.28466566171898616,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07879142800136628,
-                    "average distance to final point": 0.18558724651946262,
-                    "convergence": 0.20173665961010276,
-                    "oscillation": 0.030758222073626405
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.7608876691054005,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2561503671734582,
-                    "average distance to final point": 0.13577269945622053,
-                    "convergence": 0.12893894858448918,
-                    "oscillation": 0.06309321946153275
-                },
-                "Drop-Wave": {
-                    "final loss": 1.6332844764637482,
-                    "boundary violation": 0.05405247113550034,
-                    "final distance to global minimum": 0.7966260373857956,
-                    "average distance to final point": 0.14937372192390044,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1815140175139524
-                },
-                "EggHolder": {
-                    "final loss": 0.7200620436196772,
-                    "boundary violation": 0.0024567134661907103,
-                    "final distance to global minimum": 0.20755172283351683,
-                    "average distance to final point": 0.31705030825823644,
-                    "convergence": 0.30528480087537885,
-                    "oscillation": 0.04442752885339212
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.34055579043542566,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5959267182655711,
-                    "average distance to final point": 0.24424028401620523,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.031578349862474056
-                },
-                "Griewank": {
-                    "final loss": 0.028703314607683696,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0977794594643258,
-                    "average distance to final point": 0.1507852179148218,
-                    "convergence": 0.18640150194992341,
-                    "oscillation": 0.02522805402180578
-                },
-                "Langermann": {
-                    "final loss": 0.8250041933103653,
-                    "boundary violation": 0.10269841395651058,
-                    "final distance to global minimum": 0.2912193091928709,
-                    "average distance to final point": 0.12655579216666335,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13839380684428337
-                },
-                "Langermann 2": {
-                    "final loss": 1.0891786667649812,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1569010489083054,
-                    "average distance to final point": 0.09116268681629343,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00013219149229036904,
-                    "min movement": 0.31430307538116914
-                },
-                "Lévy": {
-                    "final loss": 0.002057190211243092,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.04750413147124581,
-                    "average distance to final point": 0.14333749574930132,
-                    "convergence": 0.18955210486664983,
-                    "oscillation": 0.036767141944660194
-                },
-                "Lévy 13": {
-                    "final loss": 0.017725257833076997,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.059533970022517146,
-                    "average distance to final point": 0.18845377091286636,
-                    "convergence": 0.24027346441664563,
-                    "oscillation": 0.02491757320736645
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.1906450425954514,
-                    "boundary violation": 4.2259489440536034e-08,
-                    "final distance to global minimum": 0.1013645103803973,
-                    "average distance to final point": 0.16957556830236664,
-                    "convergence": 0.23855552776388023,
-                    "oscillation": 0.03098038911392369
-                },
-                "Rastrigin": {
-                    "final loss": 0.012513314329033312,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.02469551426281569,
-                    "average distance to final point": 0.1384691511477341,
-                    "convergence": 0.16760892959528875,
-                    "oscillation": 0.07100446035303497
-                },
-                "Rosenbrock": {
-                    "final loss": 0.016688260949020706,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09982990720574147,
-                    "average distance to final point": 0.25867374480401895,
-                    "convergence": 0.16113043050089224,
-                    "oscillation": 0.03578012174021798
-                },
-                "Schaffer 2": {
-                    "final loss": 0.5445987255381696,
-                    "boundary violation": 0.5720845645488823,
-                    "final distance to global minimum": 0.30299240737528754,
-                    "average distance to final point": 0.19087268431884657,
-                    "convergence": 0.12569712640261238,
-                    "oscillation": 0.03646026761091442
-                },
-                "Schaffer 4": {
-                    "final loss": 0.5292766348640039,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2589491027356377,
-                    "average distance to final point": 0.18447555126153828,
-                    "convergence": 0.1511553843518929,
-                    "oscillation": 0.06906164614555788
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8254119410027629,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6519746740218502,
-                    "average distance to final point": 0.11812822879295994,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1133476019538569
-                },
-                "Shubert": {
-                    "final loss": 1.012985237014325,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3192395573572935,
-                    "average distance to final point": 0.13494183953448086,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 7.321359880097988e-05,
-                    "min movement": 0.06808414745367874
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.03030864901216264,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.12501625612076303,
-                    "average distance to final point": 0.18326157589847794,
-                    "convergence": 0.16760892959528875,
-                    "oscillation": 0.0343288341220151
-                },
-                "Weierstrass": {
-                    "final loss": 0.37240945802866104,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.22123041172726704,
-                    "average distance to final point": 0.15081950651133966,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07302873368344513
-                }
-            }
-        },
-        "qhm": {
-            "error_rates": {
-                "Ackley": 1.0586441080367277,
-                "Cross-in-Tray": 3.516382944964979,
-                "Drop-Wave": 3.3811712642081093,
-                "EggHolder": 2.916435690414805,
-                "Gramacy & Lee 2D": 2.1804321715818866,
-                "Griewank": 1.4139892465641213,
-                "Langermann": 2.7832007812272597,
-                "Langermann 2": 3.0237166425206268,
-                "Lévy": 3.6999596235049452,
-                "Lévy 13": 1.703270491792129,
-                "MixedMichalewiczSphere": 2.0994724249320025,
-                "Rastrigin": 0.7070058247101807,
-                "Rosenbrock": 1.7992341487111818,
-                "Schaffer 2": 2.484197154459414,
-                "Schaffer 4": 2.640024484348724,
-                "SchwefelSin": 2.6913939353036405,
-                "Shubert": 2.204564350589426,
-                "Styblinski-Tang": 2.142117827057017,
-                "Weierstrass": 2.5413250999529113
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.5879661620550916,
-                "Cross-in-Tray": 1.7581914724824894,
-                "Drop-Wave": 5.071756896312164,
-                "EggHolder": 2.3331485523318443,
-                "Gramacy & Lee 2D": 5.451080428954716,
-                "Griewank": 2.120983869846182,
-                "Langermann": 2.7832007812272597,
-                "Langermann 2": 2.4189733140165015,
-                "Lévy": 3.6999596235049452,
-                "Lévy 13": 2.554905737688194,
-                "MixedMichalewiczSphere": 3.1492086373980035,
-                "Rastrigin": 1.060508737065271,
-                "Rosenbrock": 1.7992341487111818,
-                "Schaffer 2": 4.471554878026946,
-                "Schaffer 4": 4.7520440718277035,
-                "SchwefelSin": 2.1531151482429123,
-                "Shubert": 2.204564350589426,
-                "Styblinski-Tang": 2.5705413924684204,
-                "Weierstrass": 5.082650199905823
-            },
-            "avg_error_rate": 2.3677125376252675,
-            "weighted_avg_error_rate": 3.0012414948765826,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.3186948765828411,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0836970282312008,
-                    "average distance to final point": 0.26172964213162725,
-                    "convergence": 0.29524572459897647,
-                    "oscillation": 0.0992768364920821
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.642509715374206,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9755292977846811,
-                    "average distance to final point": 0.05079931631482228,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.043086905964892085,
-                    "lucky jump": 0.18685776781045788,
-                    "min movement": 0.268038842365748
-                },
-                "Drop-Wave": {
-                    "final loss": 1.6481935559604528,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8439061526147016,
-                    "average distance to final point": 0.07535629898143657,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.14737324297607263,
-                    "min movement": 0.31678091432527405
-                },
-                "EggHolder": {
-                    "final loss": 1.1669878433785654,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8176642366862648,
-                    "average distance to final point": 0.13517473568381133,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.12132662461445427,
-                    "min movement": 0.3257211507015382
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.552145262741053,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0004944272493586,
-                    "average distance to final point": 0.112018490201099,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.11557129578592922,
-                    "min movement": 0.050641596254275306
-                },
-                "Griewank": {
-                    "final loss": 0.301142270534161,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.46598763551160177,
-                    "average distance to final point": 0.2381116707622149,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02576014547764569,
-                    "min movement": 0.033426424928326794
-                },
-                "Langermann": {
-                    "final loss": 1.0777785487260567,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8106333896086853,
-                    "average distance to final point": 0.1474267276416884,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.11536502497082547,
-                    "lucky jump": 0.03612086282058741,
-                    "min movement": 0.24631512810924502
-                },
-                "Langermann 2": {
-                    "final loss": 1.096799628213054,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1531635917690997,
-                    "average distance to final point": 0.03349207880085597,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06257669383204545,
-                    "min movement": 0.32812355055540066
-                },
-                "Lévy": {
-                    "final loss": 0.6516711201030745,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9962875523791052,
-                    "average distance to final point": 0.07600422349010637,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1903980312278128,
-                    "lucky jump": 1.106988732442041,
-                    "min movement": 0.32904886451263365
-                },
-                "Lévy 13": {
-                    "final loss": 0.38759322422143955,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6829757526615357,
-                    "average distance to final point": 0.18543293132902933,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09770748422995336
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.7931415516692188,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5392815024635386,
-                    "average distance to final point": 0.10924638154629039,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09682109860393778,
-                    "lucky jump": 0.09775889464734296,
-                    "min movement": 0.11366189665150317
-                },
-                "Rastrigin": {
-                    "final loss": 0.1753809584325311,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09405944935462734,
-                    "average distance to final point": 0.14297809991975002,
-                    "convergence": 0.18320508075688774,
-                    "oscillation": 0.11138223624638456
-                },
-                "Rosenbrock": {
-                    "final loss": 0.04969449574159924,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0514323774236993,
-                    "average distance to final point": 0.037690470860549156,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.31085570533516277
-                },
-                "Schaffer 2": {
-                    "final loss": 0.004938500059828923,
-                    "boundary violation": 0.4255615215002595,
-                    "final distance to global minimum": 0.025423206951509233,
-                    "average distance to final point": 0.34044179982333594,
-                    "convergence": 0.33556425756788966,
-                    "oscillation": 0.10555921474559382,
-                    "lucky jump": 1.2467086538109975
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8275711189403111,
-                    "boundary violation": 0.0002594302697578124,
-                    "final distance to global minimum": 1.0054670829297685,
-                    "average distance to final point": 0.10851085580740065,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.029267891047289857,
-                    "min movement": 0.31938700600402536
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099236785932502,
-                    "average distance to final point": 0.02524580442190662,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.33302395452976125
-                },
-                "Shubert": {
-                    "final loss": 0.969508756432389,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3312629543959436,
-                    "average distance to final point": 0.17963965839254914,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09444645167956821,
-                    "min movement": 0.28014543033880507
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031419808138426,
-                    "average distance to final point": 0.03632516592736674,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.23475635067102535
-                },
-                "Weierstrass": {
-                    "final loss": 1.028714311569968,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7852125037423237,
-                    "average distance to final point": 0.17778842605247952,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06647409450670862,
-                    "min movement": 0.13357466473125995
-                }
-            }
-        },
-        "adapnm": {
-            "error_rates": {
-                "Ackley": 2.9736854783569804,
-                "Cross-in-Tray": 2.154479493000523,
-                "Drop-Wave": 2.416072576525216,
-                "EggHolder": 2.7356302058522592,
-                "Gramacy & Lee 2D": 2.5478182972769527,
-                "Griewank": 0.6347766838749225,
-                "Langermann": 2.567272718373897,
-                "Langermann 2": 2.1094844098494847,
-                "Lévy": 3.4797883533430443,
-                "Lévy 13": 1.3636351038672636,
-                "MixedMichalewiczSphere": 2.375038171791375,
-                "Rastrigin": 1.6744112311173067,
-                "Rosenbrock": 1.833506616242577,
-                "Schaffer 2": 2.8282262158817386,
-                "Schaffer 4": 2.6252488395680253,
-                "SchwefelSin": 2.694448342898394,
-                "Shubert": 1.8734748468639786,
-                "Styblinski-Tang": 2.1399003736828677,
-                "Weierstrass": 1.4161879169582072
-            },
-            "weighted_error_rates": {
-                "Ackley": 4.460528217535471,
-                "Cross-in-Tray": 1.0772397465002614,
-                "Drop-Wave": 3.6241088647878237,
-                "EggHolder": 2.1885041646818073,
-                "Gramacy & Lee 2D": 6.369545743192382,
-                "Griewank": 0.9521650258123837,
-                "Langermann": 2.567272718373897,
-                "Langermann 2": 1.6875875278795878,
-                "Lévy": 3.4797883533430443,
-                "Lévy 13": 2.0454526558008954,
-                "MixedMichalewiczSphere": 3.5625572576870623,
-                "Rastrigin": 2.51161684667596,
-                "Rosenbrock": 1.833506616242577,
-                "Schaffer 2": 5.09080718858713,
-                "Schaffer 4": 4.725447911222446,
-                "SchwefelSin": 2.155558674318715,
-                "Shubert": 1.8734748468639786,
-                "Styblinski-Tang": 2.5678804484194413,
-                "Weierstrass": 2.8323758339164145
-            },
-            "avg_error_rate": 2.233846625017106,
-            "weighted_avg_error_rate": 2.926600981149541,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.4821971604311231,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.23079001016140624,
-                    "average distance to final point": 0.27135401734719367,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.14538968028515972,
-                    "lucky jump": 1.4943935107819264
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.9596473665740931,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4089984386853418,
-                    "average distance to final point": 0.24229627508670248,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09461364618636611,
-                    "lucky jump": 0.09936266711784811
-                },
-                "Drop-Wave": {
-                    "final loss": 0.35592405040567743,
-                    "boundary violation": 0.005032232052015228,
-                    "final distance to global minimum": 0.2306444230274309,
-                    "average distance to final point": 0.23494040028713978,
-                    "convergence": 0.218939015319192,
-                    "oscillation": 0.11646281169106633,
-                    "lucky jump": 1.254129643742694
-                },
-                "EggHolder": {
-                    "final loss": 1.0724022322275013,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7896979507514277,
-                    "average distance to final point": 0.07975234819148792,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.14798120687502386,
-                    "min movement": 0.2962353684566471
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5944176351423223,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1403575065042033,
-                    "average distance to final point": 0.09996365291947454,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09034753656388257,
-                    "min movement": 0.2731708667968985
-                },
-                "Griewank": {
-                    "final loss": 0.04105412684125207,
-                    "boundary violation": 0.007664153741194824,
-                    "final distance to global minimum": 0.08604494357920961,
-                    "average distance to final point": 0.1928094223106739,
-                    "convergence": 0.24027346441664563,
-                    "oscillation": 0.06693057298594643
-                },
-                "Langermann": {
-                    "final loss": 0.8037395726961601,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4261949613636984,
-                    "average distance to final point": 0.21219086033675846,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.17434101960548998,
-                    "lucky jump": 0.6012452050216186
-                },
-                "Langermann 2": {
-                    "final loss": 0.5386243640270183,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.444095408150547,
-                    "average distance to final point": 0.3137030387721919,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.12535385755336964,
-                    "lucky jump": 0.33814664199618655
-                },
-                "Lévy": {
-                    "final loss": 0.48100951597912,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8857313435851851,
-                    "average distance to final point": 0.21413118944931622,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.23070184500727248,
-                    "lucky jump": 1.2823303281984095,
-                    "min movement": 0.036323031773569395
-                },
-                "Lévy 13": {
-                    "final loss": 0.2783927487824064,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5228712854539485,
-                    "average distance to final point": 0.14361293770530634,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06919703257543125
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.9442057199745103,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.660570149242081,
-                    "average distance to final point": 0.09424661273288847,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09164785329254574,
-                    "min movement": 0.23480673719917822
-                },
-                "Rastrigin": {
-                    "final loss": 0.30791734690098577,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.47215128582974675,
-                    "average distance to final point": 0.22786578180143896,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.12363978644217946,
-                    "lucky jump": 0.14804321181169997,
-                    "min movement": 0.04523271898108476
-                },
-                "Rosenbrock": {
-                    "final loss": 0.04969788430798848,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0515807071887324,
-                    "average distance to final point": 0.10352560646418263,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00406881031262779,
-                    "min movement": 0.2750725086188745
-                },
-                "Schaffer 2": {
-                    "final loss": 1.0678335627811193,
-                    "boundary violation": 0.014137533548268185,
-                    "final distance to global minimum": 0.794624862900899,
-                    "average distance to final point": 0.19989468713580552,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09321135834217488,
-                    "lucky jump": 0.10689399085981661,
-                    "min movement": 0.2020691209634838
-                },
-                "Schaffer 4": {
-                    "final loss": 0.7750489502507718,
-                    "boundary violation": 0.009047031619851357,
-                    "final distance to global minimum": 0.8080480701289211,
-                    "average distance to final point": 0.18722700710646753,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09031325322162939,
-                    "lucky jump": 0.16696825203282042,
-                    "min movement": 0.23903517585739226
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992368263004164,
-                    "average distance to final point": 0.0384212230304842,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.32290290314802317
-                },
-                "Shubert": {
-                    "final loss": 1.050708817708169,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3512416440340995,
-                    "average distance to final point": 0.09211751272172308,
-                    "convergence": 0.09210938576665825,
-                    "oscillation": 0.12211729742287072,
-                    "lucky jump": 0.041063176987239824,
-                    "min movement": 0.1241170122232182
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833320578543606,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.203133780276971,
-                    "average distance to final point": 0.05503891300006862,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0026131744952491505,
-                    "min movement": 0.21122020077497178
-                },
-                "Weierstrass": {
-                    "final loss": 0.4900947187694667,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.23962410250603414,
-                    "average distance to final point": 0.22967846443656145,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08700017144118923,
-                    "lucky jump": 0.02022936045478454
-                }
-            }
-        },
-        "dadaptsgd": {
-            "error_rates": {
-                "Ackley": 1.6044076189778298,
-                "Cross-in-Tray": 10.921393459643788,
-                "Drop-Wave": 4.746865824682167,
-                "EggHolder": 2.4496772644735207,
-                "Gramacy & Lee 2D": 2.120266665527479,
-                "Griewank": 11.23591904480221,
-                "Langermann": 9.552053225068247,
-                "Langermann 2": 2.388484220949623,
-                "Lévy": 0.8734184288276138,
-                "Lévy 13": 0.779306928320729,
-                "MixedMichalewiczSphere": 0.6794416975337509,
-                "Rastrigin": 1.9350766021990122,
-                "Rosenbrock": 0.9511986103968686,
-                "Schaffer 2": 2.990244152015925,
-                "Schaffer 4": 8.288975643835624,
-                "SchwefelSin": 2.2158416884107375,
-                "Shubert": 5.972453192970507,
-                "Styblinski-Tang": 2.1013116977569752,
-                "Weierstrass": 1.9868441523867757
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.4066114284667446,
-                "Cross-in-Tray": 5.460696729821894,
-                "Drop-Wave": 7.12029873702325,
-                "EggHolder": 1.9597418115788168,
-                "Gramacy & Lee 2D": 5.300666663818697,
-                "Griewank": 16.853878567203317,
-                "Langermann": 9.552053225068247,
-                "Langermann 2": 1.9107873767596986,
-                "Lévy": 0.8734184288276138,
-                "Lévy 13": 1.1689603924810936,
-                "MixedMichalewiczSphere": 1.0191625463006264,
-                "Rastrigin": 2.9026149032985185,
-                "Rosenbrock": 0.9511986103968686,
-                "Schaffer 2": 5.382439473628665,
-                "Schaffer 4": 14.920156158904122,
-                "SchwefelSin": 1.7726733507285901,
-                "Shubert": 5.972453192970507,
-                "Styblinski-Tang": 2.5215740373083704,
-                "Weierstrass": 3.9736883047735514
-            },
-            "avg_error_rate": 3.883851585198915,
-            "weighted_avg_error_rate": 4.8433196810189045,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.5855407032676869,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2912800076655448,
-                    "average distance to final point": 0.33901218116229265,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03901362753213418
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.6057434435808602,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.921714112791924,
-                    "average distance to final point": 0.01515794446939866,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.002777759982790954,
-                    "min movement": 0.42727435881081705,
-                    "final proximity": 7.599164740657826
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7266184482745857,
-                    "boundary violation": 0.012931855119083133,
-                    "final position out-of-bounds": 1.1498294924365389,
-                    "final distance to global minimum": 1.0752348230264368,
-                    "average distance to final point": 0.0653849603205518,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.044790331467900055,
-                    "min movement": 0.32251481468689946
-                },
-                "EggHolder": {
-                    "final loss": 0.9726715278346603,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.757313526660357,
-                    "average distance to final point": 0.17490361587233147,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04480339406170668,
-                    "lucky jump": 0.05405226670471272,
-                    "min movement": 0.09637183398958123
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5324079771645044,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.951204108866361,
-                    "average distance to final point": 0.22217173777768084,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05174316072364268,
-                    "min movement": 0.013178581645118469
-                },
-                "Griewank": {
-                    "final loss": 1.273361160849146,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0037658931093016,
-                    "average distance to final point": 0.006342501920845797,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.001263051978497489,
-                    "min movement": 0.43567609128220974,
-                    "final proximity": 8.165949246312039
-                },
-                "Langermann": {
-                    "final loss": 1.0630657935885264,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9313096271067784,
-                    "average distance to final point": 0.041924170255055127,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05040892796219398,
-                    "min movement": 0.4167097729929127,
-                    "final proximity": 6.69907383381261
-                },
-                "Langermann 2": {
-                    "final loss": 1.0890421963222452,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7023966528394673,
-                    "average distance to final point": 0.22127856779544644,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.026205704642293114
-                },
-                "Lévy": {
-                    "final loss": 0.00019994071549143627,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.018623072004212884,
-                    "average distance to final point": 0.16769681804854017,
-                    "convergence": 0.22802737008006194,
-                    "oscillation": 0.00807761507321912,
-                    "lucky jump": 0.4507936129060882
-                },
-                "Lévy 13": {
-                    "final loss": 0.008193528301970728,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.05653537008581392,
-                    "average distance to final point": 0.35261630419791234,
-                    "convergence": 0.34700139527261553,
-                    "oscillation": 0.014960330462416552
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.005372343921217621,
-                    "boundary violation": 0.10097296001657807,
-                    "final distance to global minimum": 0.03355709790240429,
-                    "average distance to final point": 0.2027796317181001,
-                    "convergence": 0.250379000772445,
-                    "oscillation": 0.02907936450661668,
-                    "lucky jump": 0.0573012986963892
-                },
-                "Rastrigin": {
-                    "final loss": 0.4505771263905075,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6082584757642159,
-                    "average distance to final point": 0.20144765035083992,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.070299798432407,
-                    "lucky jump": 0.23574393804829624,
-                    "min movement": 0.01918851386257445
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0040252901942081365,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.36051549183125603,
-                    "average distance to final point": 0.21248622505989,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00248664674044617,
-                    "lucky jump": 0.022123857220896905
-                },
-                "Schaffer 2": {
-                    "final loss": 1.0571404785966625,
-                    "boundary violation": 0.4815445870508844,
-                    "final distance to global minimum": 0.7796044952946677,
-                    "average distance to final point": 0.2699297646179159,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0215301221380207,
-                    "min movement": 0.030933604967602335
-                },
-                "Schaffer 4": {
-                    "final loss": 0.879935241047227,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9914137484296204,
-                    "average distance to final point": 0.07014644584543855,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007960615703355498,
-                    "min movement": 0.4085947668961434,
-                    "final proximity": 5.581363726563668
-                },
-                "SchwefelSin": {
-                    "final loss": 0.809252648751503,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6599365371217378,
-                    "average distance to final point": 0.17647689437851533,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05415992758948084,
-                    "lucky jump": 0.16645458121932943
-                },
-                "Shubert": {
-                    "final loss": 1.0894888695497942,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.44930495208108623,
-                    "average distance to final point": 0.09135686483362163,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.030649314743615437,
-                    "min movement": 0.3094392877889378,
-                    "final proximity": 3.652652804623281
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833351215001804,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.202970960567141,
-                    "average distance to final point": 0.10109919664039253,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.012726707789272223,
-                    "min movement": 0.11662022125998031
-                },
-                "Weierstrass": {
-                    "final loss": 0.7459607587092049,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5507064008480723,
-                    "average distance to final point": 0.3130256888491518,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.012159395781797037,
-                    "min movement": 0.015430808848378297
-                }
-            }
-        },
-        "simplifiedademamix": {
-            "error_rates": {
-                "Ackley": 0.9783915684002733,
-                "Cross-in-Tray": 2.6078496751349967,
-                "Drop-Wave": 2.333665697740482,
-                "EggHolder": 2.1771268627053986,
-                "Gramacy & Lee 2D": 1.0566254989764192,
-                "Griewank": 0.6953478910366822,
-                "Langermann": 1.5981392556765954,
-                "Langermann 2": 2.3932096116308084,
-                "Lévy": 1.8811836398071364,
-                "Lévy 13": 0.8873610104274116,
-                "MixedMichalewiczSphere": 1.6066851953384527,
-                "Rastrigin": 0.6560139109378341,
-                "Rosenbrock": 0.6312068702209466,
-                "Schaffer 2": 2.1322931357818966,
-                "Schaffer 4": 1.871760620140049,
-                "SchwefelSin": 2.710391222543276,
-                "Shubert": 0.5675939571836287,
-                "Styblinski-Tang": 1.7236675008547986,
-                "Weierstrass": 1.354793457748714
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.46758735260041,
-                "Cross-in-Tray": 1.3039248375674983,
-                "Drop-Wave": 3.5004985466107232,
-                "EggHolder": 1.7417014901643189,
-                "Gramacy & Lee 2D": 2.6415637474410483,
-                "Griewank": 1.0430218365550232,
-                "Langermann": 1.5981392556765954,
-                "Langermann 2": 1.9145676893046468,
-                "Lévy": 1.8811836398071364,
-                "Lévy 13": 1.3310415156411173,
-                "MixedMichalewiczSphere": 2.410027793007679,
-                "Rastrigin": 0.9840208664067511,
-                "Rosenbrock": 0.6312068702209466,
-                "Schaffer 2": 3.838127644407414,
-                "Schaffer 4": 3.3691691162520883,
-                "SchwefelSin": 2.1683129780346206,
-                "Shubert": 0.5675939571836287,
-                "Styblinski-Tang": 2.0684010010257583,
-                "Weierstrass": 2.709586915497428
-            },
-            "avg_error_rate": 1.571752978015042,
-            "weighted_avg_error_rate": 1.9562987922844648,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.4375682991458929,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.10204172417216552,
-                    "average distance to final point": 0.15987689350891218,
-                    "convergence": 0.27890465157330263,
-                    "oscillation": 0.0
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.3734771226758828,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6773403294852722,
-                    "average distance to final point": 0.2030249505214204,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004446173102250172
-                },
-                "Drop-Wave": {
-                    "final loss": 1.2247349936038847,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4352705810584723,
-                    "average distance to final point": 0.1482117727081633,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.029905145674542343,
-                    "lucky jump": 0.14598210534524828
-                },
-                "EggHolder": {
-                    "final loss": 0.9075396197462651,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.614224607920063,
-                    "average distance to final point": 0.15901775121952624,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.14678378446937285
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.19229911380504852,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0818248205526206,
-                    "average distance to final point": 0.11653878157296181,
-                    "convergence": 0.12298826232865899,
-                    "oscillation": 0.025523081094863637,
-                    "lucky jump": 0.5174514396222656
-                },
-                "Griewank": {
-                    "final loss": 0.10866144088928821,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.15939210746755877,
-                    "average distance to final point": 0.22407794426774055,
-                    "convergence": 0.20321639841209466,
-                    "oscillation": 0.0
-                },
-                "Langermann": {
-                    "final loss": 0.5999996342907238,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5259695591800972,
-                    "average distance to final point": 0.07863378281112804,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01687197723964012,
-                    "min movement": 0.027103202804834907
-                },
-                "Langermann 2": {
-                    "final loss": 1.0674408673623275,
-                    "boundary violation": 0.039323758278075056,
-                    "final distance to global minimum": 0.6866162004242446,
-                    "average distance to final point": 0.2425581812752016,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006511573285298202,
-                    "min movement": 0.001197931655490238
-                },
-                "Lévy": {
-                    "final loss": 0.45723890046109267,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8413505359112999,
-                    "average distance to final point": 0.22102151244659843,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.012011591637974214
-                },
-                "Lévy 13": {
-                    "final loss": 0.07893854783804054,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2634616630163293,
-                    "average distance to final point": 0.23641064778449347,
-                    "convergence": 0.3038664926393006,
-                    "oscillation": 0.0046836591492477805
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.6205144998569156,
-                    "boundary violation": 0.018485565343905733,
-                    "final distance to global minimum": 0.3099540961531889,
-                    "average distance to final point": 0.2995649914061157,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008604943228155413
-                },
-                "Rastrigin": {
-                    "final loss": 0.09268771421452052,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.06749403018549317,
-                    "average distance to final point": 0.17661504099489683,
-                    "convergence": 0.31230110626054364,
-                    "oscillation": 0.006916019282379975
-                },
-                "Rosenbrock": {
-                    "final loss": 0.03751519638861884,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.15272751444863644,
-                    "average distance to final point": 0.27696832102223173,
-                    "convergence": 0.15565730307524658,
-                    "oscillation": 0.008338535286212981
-                },
-                "Schaffer 2": {
-                    "final loss": 0.9004183559726476,
-                    "boundary violation": 0.02603158163294908,
-                    "final distance to global minimum": 0.5555927955376613,
-                    "average distance to final point": 0.2740731118267882,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.003314996413957787,
-                    "min movement": 0.023301195047721407
-                },
-                "Schaffer 4": {
-                    "final loss": 0.6285085884589839,
-                    "boundary violation": 0.03189595874457425,
-                    "final distance to global minimum": 0.542195832885955,
-                    "average distance to final point": 0.3160726795713277,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.003526461129036912
-                },
-                "SchwefelSin": {
-                    "final loss": 0.9102294053771386,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.086172358455263,
-                    "average distance to final point": 0.08031960070906966,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2841087586516331
-                },
-                "Shubert": {
-                    "final loss": 0.12770494282145,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08593111573463642,
-                    "average distance to final point": 0.05611568860763774,
-                    "convergence": 0.08387188031499483,
-                    "oscillation": 0.011704297448964776,
-                    "min movement": 0.20226603225594492
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.294098278113273,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8685048280470464,
-                    "average distance to final point": 0.20128005359571863,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010181422546871882,
-                    "lucky jump": 4.1819201717241815e-05
-                },
-                "Weierstrass": {
-                    "final loss": 0.5412439598087685,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.23259862003148102,
-                    "average distance to final point": 0.2313897785582932,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                }
-            }
-        },
-        "adafactor": {
-            "error_rates": {
-                "Ackley": 8.788435881385452,
-                "Cross-in-Tray": 10.919197666015439,
-                "Drop-Wave": 10.173779879678781,
-                "EggHolder": 6.253326067066455,
-                "Gramacy & Lee 2D": 2.5754869823380546,
-                "Griewank": 11.234518181515694,
-                "Langermann": 9.984751244036413,
-                "Langermann 2": 9.93538555609864,
-                "Lévy": 5.005799426568728,
-                "Lévy 13": 5.916473231734192,
-                "MixedMichalewiczSphere": 10.640087876357644,
-                "Rastrigin": 9.510087509066116,
-                "Rosenbrock": 1.8660332862137605,
-                "Schaffer 2": 10.113636497720481,
-                "Schaffer 4": 9.898352015058471,
-                "SchwefelSin": 7.7626980309293145,
-                "Shubert": 8.413451955122053,
-                "Styblinski-Tang": 2.4001729176836566,
-                "Weierstrass": 11.129904643339769
-            },
-            "weighted_error_rates": {
-                "Ackley": 13.182653822078176,
-                "Cross-in-Tray": 5.459598833007719,
-                "Drop-Wave": 15.26066981951817,
-                "EggHolder": 5.002660853653165,
-                "Gramacy & Lee 2D": 6.438717455845136,
-                "Griewank": 16.85177727227354,
-                "Langermann": 9.984751244036413,
-                "Langermann 2": 7.948308444878911,
-                "Lévy": 5.005799426568728,
-                "Lévy 13": 8.874709847601288,
-                "MixedMichalewiczSphere": 15.960131814536465,
-                "Rastrigin": 14.265131263599173,
-                "Rosenbrock": 1.8660332862137605,
-                "Schaffer 2": 18.20454569589687,
-                "Schaffer 4": 17.81703362710525,
-                "SchwefelSin": 6.210158424743452,
-                "Shubert": 8.413451955122053,
-                "Styblinski-Tang": 2.880207501220388,
-                "Weierstrass": 22.259809286679538
-            },
-            "avg_error_rate": 8.027451518312057,
-            "weighted_avg_error_rate": 10.625586835504116,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.3290862324958155,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9743020274527128,
-                    "average distance to final point": 0.03488570405301166,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.40796188191674104,
-                    "final proximity": 5.692638936117
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.6057434435808602,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9217163082507215,
-                    "average distance to final point": 0.012990424979990898,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00047645683996056805,
-                    "min movement": 0.4297521923226848,
-                    "final proximity": 7.59895774069105
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7045085260507171,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9858146049290625,
-                    "average distance to final point": 0.02006367355117862,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.002991856518400951,
-                    "min movement": 0.4183166929617101,
-                    "final proximity": 6.692523426317541
-                },
-                "EggHolder": {
-                    "final loss": 1.072040087592381,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7734480316658789,
-                    "average distance to final point": 0.08636343943109819,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.38350575476083826,
-                    "final proximity": 3.5884076542660868
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.6393886742981584,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1795930591814043,
-                    "average distance to final point": 0.0867934734069176,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3201506761014029
-                },
-                "Griewank": {
-                    "final loss": 1.2733612421153528,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0037660230231613,
-                    "average distance to final point": 0.005557222350192895,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00031335709719976685,
-                    "min movement": 0.4360189463682763,
-                    "final proximity": 8.16594029121134
-                },
-                "Langermann": {
-                    "final loss": 1.0542555798553077,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.938601291941446,
-                    "average distance to final point": 0.025143699818357183,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0004265550493629533,
-                    "min movement": 0.42590703432107874,
-                    "final proximity": 7.190855983700689
-                },
-                "Langermann 2": {
-                    "final loss": 1.0078845371519953,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0575371898971488,
-                    "average distance to final point": 0.020823981483628795,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0013422730545837873,
-                    "min movement": 0.4231641506486826,
-                    "final proximity": 7.075072324512428
-                },
-                "Lévy": {
-                    "final loss": 0.45544947302373395,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.024039212961258,
-                    "average distance to final point": 0.08087632917889453,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.37169507424895826,
-                    "final proximity": 2.7241782378057113
-                },
-                "Lévy 13": {
-                    "final loss": 0.9959271557734009,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0422434884956489,
-                    "average distance to final point": 0.08809953977415172,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.37638665982552194,
-                    "final proximity": 3.064255288515297
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 1.246157617860001,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9169564133848142,
-                    "average distance to final point": 0.011531657918798023,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0013180343850743344,
-                    "min movement": 0.4301826293543048,
-                    "final proximity": 7.68438042410448
-                },
-                "Rastrigin": {
-                    "final loss": 1.1422796478375188,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9716066361737312,
-                    "average distance to final point": 0.024037013095205683,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.41887368835425465,
-                    "final proximity": 6.603729424255235
-                },
-                "Rosenbrock": {
-                    "final loss": 0.051129136989348116,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0876297644968926,
-                    "average distance to final point": 0.08331507403494832,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.29439821134240013
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1464889251815682,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9963614131748394,
-                    "average distance to final point": 0.017029645341337215,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004105572183652858,
-                    "min movement": 0.42224512899863736,
-                    "final proximity": 7.177844713490276
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8172844001247158,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9919440039659356,
-                    "average distance to final point": 0.045051493693603735,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004292791220728424,
-                    "min movement": 0.42648050192244114,
-                    "final proximity": 7.263737724780874
-                },
-                "SchwefelSin": {
-                    "final loss": 1.271484290160301,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1285653669141942,
-                    "average distance to final point": 0.07067622185504038,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.39599515131584195,
-                    "final proximity": 4.5464159013337655
-                },
-                "Shubert": {
-                    "final loss": 1.0885220928495662,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5049665934837851,
-                    "average distance to final point": 0.042196815030180884,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.4120263428733416,
-                    "final proximity": 6.016179011535009
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3650546151567671,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2625067021514096,
-                    "average distance to final point": 0.12907662789885302,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2939738731264554
-                },
-                "Weierstrass": {
-                    "final loss": 1.5599242365581616,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0410877470791164,
-                    "average distance to final point": 0.0365800231443321,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0013121277213912984,
-                    "min movement": 0.4316295503199038,
-                    "final proximity": 7.709809859166692
-                }
-            }
-        },
-        "adashift": {
-            "error_rates": {
-                "Ackley": 1.2777703978452608,
-                "Cross-in-Tray": 2.5381414837922303,
-                "Drop-Wave": 0.6314304148271997,
-                "EggHolder": 1.8301958910557494,
-                "Gramacy & Lee 2D": 1.7204318419164941,
-                "Griewank": 0.597232772143833,
-                "Langermann": 1.8484226279158786,
-                "Langermann 2": 2.9367086463440386,
-                "Lévy": 0.3592690270559121,
-                "Lévy 13": 0.4203897245429789,
-                "MixedMichalewiczSphere": 0.3821912606234339,
-                "Rastrigin": 0.6662473938923773,
-                "Rosenbrock": 0.4761425440685022,
-                "Schaffer 2": 1.4552877836460052,
-                "Schaffer 4": 0.8499139269785874,
-                "SchwefelSin": 2.2747628936416544,
-                "Shubert": 0.5715801215431876,
-                "Styblinski-Tang": 0.4877341757434057,
-                "Weierstrass": 1.2598791619389602
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.916655596767891,
-                "Cross-in-Tray": 1.2690707418961151,
-                "Drop-Wave": 0.9471456222407997,
-                "EggHolder": 1.4641567128445996,
-                "Gramacy & Lee 2D": 4.301079604791235,
-                "Griewank": 0.8958491582157495,
-                "Langermann": 1.8484226279158786,
-                "Langermann 2": 2.349366917075231,
-                "Lévy": 0.3592690270559121,
-                "Lévy 13": 0.6305845868144684,
-                "MixedMichalewiczSphere": 0.5732868909351508,
-                "Rastrigin": 0.999371090838566,
-                "Rosenbrock": 0.4761425440685022,
-                "Schaffer 2": 2.6195180105628095,
-                "Schaffer 4": 1.5298450685614573,
-                "SchwefelSin": 1.8198103149133236,
-                "Shubert": 0.5715801215431876,
-                "Styblinski-Tang": 0.5852810108920868,
-                "Weierstrass": 2.5197583238779204
-            },
-            "avg_error_rate": 1.1886174783955625,
-            "weighted_avg_error_rate": 1.4566417879900466,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.39274093006661887,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24672277781786078,
-                    "average distance to final point": 0.24174236993581288,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04700322067479694
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.3717022728773762,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6897589426761709,
-                    "average distance to final point": 0.09886800404963955,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010685776088808396,
-                    "min movement": 0.017565388750063818
-                },
-                "Drop-Wave": {
-                    "final loss": 0.2583549596879972,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.05425077369056323,
-                    "average distance to final point": 0.11563919295905423,
-                    "convergence": 0.12298826232865899,
-                    "oscillation": 0.08019722616092602
-                },
-                "EggHolder": {
-                    "final loss": 0.6794547950458648,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4350409127997192,
-                    "average distance to final point": 0.11976967268242476,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05926670362327042,
-                    "lucky jump": 0.18710270755429922
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.48437999121755787,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7074124890223136,
-                    "average distance to final point": 0.11801140196266133,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06106686036379024
-                },
-                "Griewank": {
-                    "final loss": 0.06276298838947403,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.15483164572586366,
-                    "average distance to final point": 0.1888621838769153,
-                    "convergence": 0.17499790618443667,
-                    "oscillation": 0.015778047967143327
-                },
-                "Langermann": {
-                    "final loss": 0.8094634132712423,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.47474891284324333,
-                    "average distance to final point": 0.07842004583941171,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07291244470852512,
-                    "min movement": 0.06331671190328503
-                },
-                "Langermann 2": {
-                    "final loss": 1.0779600720627354,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.115527724095235,
-                    "average distance to final point": 0.04367224560262332,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.023095495881566154,
-                    "min movement": 0.3268920093517072
-                },
-                "Lévy": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.013051652443394032,
-                    "average distance to final point": 0.1444807150024153,
-                    "convergence": 0.20173665961010276,
-                    "oscillation": 0.0
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.011351140834864777,
-                    "average distance to final point": 0.1690971650231385,
-                    "convergence": 0.22802737008006194,
-                    "oscillation": 0.011914048604913685
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.017650775458213322,
-                    "average distance to final point": 0.138252882924549,
-                    "convergence": 0.20566280106030363,
-                    "oscillation": 0.02062480118036791
-                },
-                "Rastrigin": {
-                    "final loss": 0.08044646239035218,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24635876904911627,
-                    "average distance to final point": 0.14929865974569992,
-                    "convergence": 0.12893894858448918,
-                    "oscillation": 0.06120455412271977
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.01498176557712001,
-                    "average distance to final point": 0.09333860437291425,
-                    "convergence": 0.11597006554165615,
-                    "oscillation": 0.017224168439501173,
-                    "lucky jump": 0.23462794013731064
-                },
-                "Schaffer 2": {
-                    "final loss": 0.2596803135990017,
-                    "boundary violation": 0.47349700412461737,
-                    "final distance to global minimum": 0.07531063331909274,
-                    "average distance to final point": 0.31726836638251354,
-                    "convergence": 0.3027281292110204,
-                    "oscillation": 0.026803337009759516
-                },
-                "Schaffer 4": {
-                    "final loss": 0.0355070221211814,
-                    "boundary violation": 0.15705147810699635,
-                    "final distance to global minimum": 0.1359830007638065,
-                    "average distance to final point": 0.2565999711969235,
-                    "convergence": 0.2428317958127243,
-                    "oscillation": 0.021940658976955317
-                },
-                "SchwefelSin": {
-                    "final loss": 0.9418656218806829,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8183087115434673,
-                    "average distance to final point": 0.07602338309551689,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008948850984613444,
-                    "min movement": 0.08005522678720246
-                },
-                "Shubert": {
-                    "final loss": 0.024745488222242183,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09229711311800172,
-                    "average distance to final point": 0.0504499303471627,
-                    "convergence": 0.09210938576665825,
-                    "oscillation": 0.06949581390572933,
-                    "min movement": 0.24248239018339343
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.014217235634659046,
-                    "average distance to final point": 0.15778158184425173,
-                    "convergence": 0.15317045977915544,
-                    "oscillation": 0.025713883402753955,
-                    "lucky jump": 0.1368510150825856
-                },
-                "Weierstrass": {
-                    "final loss": 0.5003983992602099,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2513699318211416,
-                    "average distance to final point": 0.26633818539867987,
-                    "convergence": 0.22261104439105772,
-                    "oscillation": 0.019161601067870983
-                }
-            }
-        },
-        "racs": {
-            "error_rates": {
-                "Ackley": 2.711946832524334,
-                "Cross-in-Tray": 1.6884241658887293,
-                "Drop-Wave": 2.0331517191146475,
-                "EggHolder": 2.9288242449450204,
-                "Gramacy & Lee 2D": 2.407832661192203,
-                "Griewank": 0.8783133674417727,
-                "Langermann": 2.4832609621220327,
-                "Langermann 2": 2.7715874827534153,
-                "Lévy": 2.4923408366412523,
-                "Lévy 13": 0.6959162787237602,
-                "MixedMichalewiczSphere": 2.30642128299033,
-                "Rastrigin": 2.0598315953657202,
-                "Rosenbrock": 1.5441450687130662,
-                "Schaffer 2": 8.047606902723182,
-                "Schaffer 4": 6.998705149258126,
-                "SchwefelSin": 2.6930173668723665,
-                "Shubert": 0.8210795337376665,
-                "Styblinski-Tang": 2.1400659214192626,
-                "Weierstrass": 7.320628993280014
-            },
-            "weighted_error_rates": {
-                "Ackley": 4.067920248786502,
-                "Cross-in-Tray": 0.8442120829443647,
-                "Drop-Wave": 3.0497275786719715,
-                "EggHolder": 2.343059395956016,
-                "Gramacy & Lee 2D": 6.0195816529805075,
-                "Griewank": 1.3174700511626591,
-                "Langermann": 2.4832609621220327,
-                "Langermann 2": 2.2172699862027323,
-                "Lévy": 2.4923408366412523,
-                "Lévy 13": 1.0438744180856403,
-                "MixedMichalewiczSphere": 3.459631924485495,
-                "Rastrigin": 3.0897473930485804,
-                "Rosenbrock": 1.5441450687130662,
-                "Schaffer 2": 14.485692424901726,
-                "Schaffer 4": 12.597669268664626,
-                "SchwefelSin": 2.1544138934978934,
-                "Shubert": 0.8210795337376665,
-                "Styblinski-Tang": 2.568079105703115,
-                "Weierstrass": 14.641257986560028
-            },
-            "avg_error_rate": 2.895952650826679,
-            "weighted_avg_error_rate": 4.275812305940309,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.195176600802764,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7359084842609424,
-                    "average distance to final point": 0.06982081657575132,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13274485217038742,
-                    "min movement": 0.22873497936431772
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.7896627673465704,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.34860439616537126,
-                    "average distance to final point": 0.09603965048744768,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10038901441366205,
-                    "min movement": 0.004167238125506699
-                },
-                "Drop-Wave": {
-                    "final loss": 0.35366232447545726,
-                    "boundary violation": 0.0015343637143612847,
-                    "final distance to global minimum": 0.23144030722872574,
-                    "average distance to final point": 0.09257980842420922,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0652182934497769,
-                    "lucky jump": 0.9391555224719459
-                },
-                "EggHolder": {
-                    "final loss": 1.2106230431672858,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7730445199539535,
-                    "average distance to final point": 0.08809446472799735,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.16583359538548453,
-                    "min movement": 0.3416675223601276
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.577926465900121,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0997808144902874,
-                    "average distance to final point": 0.04412694810419112,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05424318953197815,
-                    "lucky jump": 0.016600458307788307,
-                    "min movement": 0.2655936855076664
-                },
-                "Griewank": {
-                    "final loss": 0.10752809020303908,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09768551110930623,
-                    "average distance to final point": 0.2785383744023328,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04500029237692328
-                },
-                "Langermann": {
-                    "final loss": 0.9633026286726736,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8133343332769221,
-                    "average distance to final point": 0.024379131701777332,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027734987828999108,
-                    "min movement": 0.3049487812914893
-                },
-                "Langermann 2": {
-                    "final loss": 0.9059183447038869,
-                    "boundary violation": 0.0019587997476656453,
-                    "final distance to global minimum": 0.9667823611304454,
-                    "average distance to final point": 0.1604136138507805,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0937016274168135,
-                    "min movement": 0.29325163655365216
-                },
-                "Lévy": {
-                    "final loss": 0.5749919881779836,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9889905489224311,
-                    "average distance to final point": 0.08284579006873304,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.15635927923076606,
-                    "min movement": 0.3395921308911675
-                },
-                "Lévy 13": {
-                    "final loss": 0.016926367987155487,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.051062981038832604,
-                    "average distance to final point": 0.2134625859116329,
-                    "convergence": 0.3392350424679376,
-                    "oscillation": 0.0693435467172551,
-                    "lucky jump": 0.005885754600946573
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.9126753446440447,
-                    "boundary violation": 4.97831793181596e-06,
-                    "final distance to global minimum": 0.6131396463145478,
-                    "average distance to final point": 0.12256821753726421,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10007763713743753,
-                    "lucky jump": 0.007072330058114774,
-                    "min movement": 0.20132202963081827
-                },
-                "Rastrigin": {
-                    "final loss": 0.5733937356619693,
-                    "boundary violation": 0.001943429470240564,
-                    "final distance to global minimum": 0.5738897276823745,
-                    "average distance to final point": 0.20856398617356753,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.14163042283490943,
-                    "lucky jump": 0.1179607629926002,
-                    "min movement": 0.09288843119988772
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0374589993742662,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8049045348553869,
-                    "average distance to final point": 0.3001067495055727,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0350604583864486,
-                    "min movement": 0.017053227241220402
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1590447212973938,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9974075697346999,
-                    "average distance to final point": 0.008524318806967366,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011705165272507482,
-                    "min movement": 0.40291471503518844,
-                    "final proximity": 5.118449313226254
-                },
-                "Schaffer 4": {
-                    "final loss": 0.844403787835486,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9942946837445602,
-                    "average distance to final point": 0.008290255609969259,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01204721376863243,
-                    "min movement": 0.39401970598400315,
-                    "final proximity": 4.396088402965304
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992368263004164,
-                    "average distance to final point": 0.026869195622718247,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.33302395452976125
-                },
-                "Shubert": {
-                    "final loss": 0.32840171812149843,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0437635829367935,
-                    "average distance to final point": 0.04768837640207785,
-                    "convergence": 0.06986856066195289,
-                    "oscillation": 0.09587760265950618,
-                    "lucky jump": 0.06435759406551732,
-                    "min movement": 0.1711220988903204
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.20314189215954,
-                    "average distance to final point": 0.03427339126721018,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.23475630834773004
-                },
-                "Weierstrass": {
-                    "final loss": 1.4101364286181346,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9948761702676655,
-                    "average distance to final point": 0.036390493972502075,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.013287781119498097,
-                    "min movement": 0.38990087273197216,
-                    "final proximity": 4.12647614722007
-                }
-            }
-        },
-        "diffgrad": {
-            "error_rates": {
-                "Ackley": 3.1075491372685016,
-                "Cross-in-Tray": 3.068398945773295,
-                "Drop-Wave": 4.153562430405055,
-                "EggHolder": 2.5837027105726236,
-                "Gramacy & Lee 2D": 2.2158297858644707,
-                "Griewank": 0.7826112474490675,
-                "Langermann": 2.4506133819620985,
-                "Langermann 2": 2.951448377755327,
-                "Lévy": 2.281103091088654,
-                "Lévy 13": 1.3805200525322434,
-                "MixedMichalewiczSphere": 2.9579531565782147,
-                "Rastrigin": 2.5907975838574355,
-                "Rosenbrock": 1.78723443647532,
-                "Schaffer 2": 2.8494414316941,
-                "Schaffer 4": 2.554740217993138,
-                "SchwefelSin": 2.666959368094628,
-                "Shubert": 1.6884227672093324,
-                "Styblinski-Tang": 2.1129437277499385,
-                "Weierstrass": 2.5557161797890373
-            },
-            "weighted_error_rates": {
-                "Ackley": 4.661323705902753,
-                "Cross-in-Tray": 1.5341994728866475,
-                "Drop-Wave": 6.230343645607582,
-                "EggHolder": 2.0669621684580988,
-                "Gramacy & Lee 2D": 5.539574464661177,
-                "Griewank": 1.1739168711736012,
-                "Langermann": 2.4506133819620985,
-                "Langermann 2": 2.361158702204262,
-                "Lévy": 2.281103091088654,
-                "Lévy 13": 2.0707800787983652,
-                "MixedMichalewiczSphere": 4.436929734867322,
-                "Rastrigin": 3.8861963757861533,
-                "Rosenbrock": 1.78723443647532,
-                "Schaffer 2": 5.12899457704938,
-                "Schaffer 4": 4.598532392387648,
-                "SchwefelSin": 2.1335674944757024,
-                "Shubert": 1.6884227672093324,
-                "Styblinski-Tang": 2.5355324732999263,
-                "Weierstrass": 5.111432359578075
-            },
-            "avg_error_rate": 2.459976212111183,
-            "weighted_avg_error_rate": 3.2461483259932686,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.3226548087318633,
-                    "boundary violation": 0.005776925231926881,
-                    "final distance to global minimum": 0.9673439031512354,
-                    "average distance to final point": 0.03259064654337413,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.19771178623744665,
-                    "min movement": 0.23190996802248376
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.5128008161050868,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.81471798577219,
-                    "average distance to final point": 0.043403376845391625,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0013540119813820052,
-                    "lucky jump": 0.12704146562581559,
-                    "min movement": 0.21952019009325793
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7266180948246674,
-                    "boundary violation": 0.006395924255314496,
-                    "final position out-of-bounds": 0.6395034867299417,
-                    "final distance to global minimum": 1.0752591400748421,
-                    "average distance to final point": 0.02297152146975498,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010932140729441143,
-                    "min movement": 0.3223210229709223
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778635905249678,
-                    "average distance to final point": 0.04576005717113661,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0059043112959981155,
-                    "lucky jump": 0.07586585125559081,
-                    "min movement": 0.2890930253155546
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5492002911079704,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0560519846682725,
-                    "average distance to final point": 0.05460324039129318,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0029611066783111137,
-                    "min movement": 0.20345206366845203
-                },
-                "Griewank": {
-                    "final loss": 0.02653710184558058,
-                    "boundary violation": 0.01129386491952232,
-                    "final distance to global minimum": 0.14462561616408548,
-                    "average distance to final point": 0.24343717710134824,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007156388068359697
-                },
-                "Langermann": {
-                    "final loss": 0.9632953947230894,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8134643749315531,
-                    "average distance to final point": 0.030369458866904786,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006974124397455635,
-                    "min movement": 0.2869489296929245
-                },
-                "Langermann 2": {
-                    "final loss": 1.0907780424906883,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.156625183869826,
-                    "average distance to final point": 0.026937775861092677,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004778296313961065,
-                    "min movement": 0.3227679798695878
-                },
-                "Lévy": {
-                    "final loss": 0.33636391683954336,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8637047654513316,
-                    "average distance to final point": 0.14536110429186536,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.5313434676583471,
-                    "min movement": 0.054768737497395255
-                },
-                "Lévy 13": {
-                    "final loss": 0.30312525007011965,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6096864044549641,
-                    "average distance to final point": 0.1086695421443736,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00947775651261495
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.8736384475105002,
-                    "boundary violation": 0.045504480451218014,
-                    "final distance to global minimum": 0.597351625356932,
-                    "average distance to final point": 0.07773759576716432,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005803702898834933,
-                    "lucky jump": 0.8262518213610416,
-                    "min movement": 0.18210438388235248
-                },
-                "Rastrigin": {
-                    "final loss": 1.0182252854101392,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9181110450573507,
-                    "average distance to final point": 0.03567630921026078,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0053053995675459925,
-                    "min movement": 0.26391844526196695
-                },
-                "Rosenbrock": {
-                    "final loss": 0.050177146019952566,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0633850632015283,
-                    "average distance to final point": 0.07487612992889717,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0004960612928263674,
-                    "min movement": 0.24873893668194466
-                },
-                "Schaffer 2": {
-                    "final loss": 1.153929184324116,
-                    "boundary violation": 0.013950928510793622,
-                    "final distance to global minimum": 0.9909625690567787,
-                    "average distance to final point": 0.055525487479000865,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011803901846259058,
-                    "min movement": 0.2737082611269807
-                },
-                "Schaffer 4": {
-                    "final loss": 0.838488388200745,
-                    "boundary violation": 0.0001568199958347762,
-                    "final distance to global minimum": 1.0010176076441095,
-                    "average distance to final point": 0.026726043041245116,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01315068005043425,
-                    "min movement": 0.3256395797105979
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992312555209134,
-                    "average distance to final point": 0.02839097638625113,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3054497457679928
-                },
-                "Shubert": {
-                    "final loss": 0.8015655649139665,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.22618090708465896,
-                    "average distance to final point": 0.032441161556938436,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006577102197363238,
-                    "lucky jump": 0.02940576125244324,
-                    "min movement": 0.2426911708537908
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031594899743634,
-                    "average distance to final point": 0.053759133397054466,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.18813077473373876
-                },
-                "Weierstrass": {
-                    "final loss": 1.1010041376811495,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8157470935624975,
-                    "average distance to final point": 0.09658341479975142,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006348960888469589,
-                    "min movement": 0.18647147350699825
-                }
-            }
-        },
-        "grokfastadamw": {
-            "error_rates": {
-                "Ackley": 1.1058381495810947,
-                "Cross-in-Tray": 2.6012377601467325,
-                "Drop-Wave": 6.696745203471013,
-                "EggHolder": 1.5252723718685726,
-                "Gramacy & Lee 2D": 0.15894619128557097,
-                "Griewank": 0.9121498540251719,
-                "Langermann": 1.5346476626188565,
-                "Langermann 2": 2.9829701173659044,
-                "Lévy": 0.3049283234216182,
-                "Lévy 13": 0.7267566191823497,
-                "MixedMichalewiczSphere": 1.7724442796543687,
-                "Rastrigin": 1.5401359215889403,
-                "Rosenbrock": 0.2431287197772542,
-                "Schaffer 2": 1.4794356935686013,
-                "Schaffer 4": 2.0488225217348006,
-                "SchwefelSin": 1.5893239490018511,
-                "Shubert": 0.3947316718399533,
-                "Styblinski-Tang": 0.21372524661479364,
-                "Weierstrass": 0.7952481665014334
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.6587572243716422,
-                "Cross-in-Tray": 1.3006188800733662,
-                "Drop-Wave": 10.04511780520652,
-                "EggHolder": 1.220217897494858,
-                "Gramacy & Lee 2D": 0.3973654782139274,
-                "Griewank": 1.368224781037758,
-                "Langermann": 1.5346476626188565,
-                "Langermann 2": 2.3863760938927236,
-                "Lévy": 0.3049283234216182,
-                "Lévy 13": 1.0901349287735245,
-                "MixedMichalewiczSphere": 2.658666419481553,
-                "Rastrigin": 2.3102038823834103,
-                "Rosenbrock": 0.2431287197772542,
-                "Schaffer 2": 2.6629842484234825,
-                "Schaffer 4": 3.687880539122641,
-                "SchwefelSin": 1.271459159201481,
-                "Shubert": 0.3947316718399533,
-                "Styblinski-Tang": 0.25647029593775234,
-                "Weierstrass": 1.5904963330028667
-            },
-            "avg_error_rate": 1.5066572854341516,
-            "weighted_avg_error_rate": 1.914863702330273,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.39337350169124174,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24707311644985486,
-                    "average distance to final point": 0.0872757545553302,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.028554677534496774
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.3717916527460003,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6904838544917771,
-                    "average distance to final point": 0.08267926614542107,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01362004161633242,
-                    "min movement": 0.0931018457970301
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7166520855832283,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.031060908382583,
-                    "average distance to final point": 0.020043637986471602,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0026690295762872253,
-                    "min movement": 0.36077441982339153,
-                    "final proximity": 3.2159840227688807
-                },
-                "EggHolder": {
-                    "final loss": 0.6794677975436162,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4345074083253423,
-                    "average distance to final point": 0.03791918510778714,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.023816881541655774
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.008291456658157762,
-                    "average distance to final point": 0.057090072187717306,
-                    "convergence": 0.06032746449766283,
-                    "oscillation": 0.033237197942033066
-                },
-                "Griewank": {
-                    "final loss": 0.057643718039635,
-                    "boundary violation": 0.13944830427988655,
-                    "final distance to global minimum": 0.20775447533120434,
-                    "average distance to final point": 0.14319770194768033,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014544555076594447
-                },
-                "Langermann": {
-                    "final loss": 0.5898431764331759,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5286708460604251,
-                    "average distance to final point": 0.039970339735154216,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02660220103993008
-                },
-                "Langermann 2": {
-                    "final loss": 1.0980104315274934,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1925559122131462,
-                    "average distance to final point": 0.04718291305602874,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0009765072892028076,
-                    "min movement": 0.29468325392986194
-                },
-                "Lévy": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0008492526401872277,
-                    "average distance to final point": 0.11417963300151907,
-                    "convergence": 0.1898994377799119,
-                    "oscillation": 0.0
-                },
-                "Lévy 13": {
-                    "final loss": 0.04387129658589964,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.21042723384985046,
-                    "average distance to final point": 0.11982882047664027,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.003068168919787992
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.7285771699823469,
-                    "boundary violation": 0.06317304237340812,
-                    "final distance to global minimum": 0.49896130264059685,
-                    "average distance to final point": 0.11440817246530763,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.017763492842537944
-                },
-                "Rastrigin": {
-                    "final loss": 0.3894844184904336,
-                    "boundary violation": 0.10928082429187005,
-                    "final distance to global minimum": 0.5641865760970914,
-                    "average distance to final point": 0.11194621380276855,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.015676789556605637
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.023287092677633636,
-                    "final distance to global minimum": 0.0325269387169061,
-                    "average distance to final point": 0.11420997243955654,
-                    "convergence": 0.05497839470895439,
-                    "oscillation": 0.018126321234203532
-                },
-                "Schaffer 2": {
-                    "final loss": 0.4383581513623041,
-                    "boundary violation": 0.11573688429333276,
-                    "final distance to global minimum": 0.3344108264171234,
-                    "average distance to final point": 0.2249246437849029,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01644408836076693
-                },
-                "Schaffer 4": {
-                    "final loss": 0.4501707430574394,
-                    "boundary violation": 0.5843811019632771,
-                    "final distance to global minimum": 0.3941912701189792,
-                    "average distance to final point": 0.2560252737883144,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014493033456619111
-                },
-                "SchwefelSin": {
-                    "final loss": 0.5905012227661073,
-                    "boundary violation": 0.048115199298328436,
-                    "final distance to global minimum": 0.5105673352497253,
-                    "average distance to final point": 0.070715155315112,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.019863937022406897
-                },
-                "Shubert": {
-                    "final loss": 0.0234177457280292,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0886920123382883,
-                    "average distance to final point": 0.02200289027546303,
-                    "convergence": 0.02814792681039511,
-                    "oscillation": 0.031247715612685054,
-                    "min movement": 0.20122338107509263
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.00019301853636394383,
-                    "final distance to global minimum": 0.0,
-                    "average distance to final point": 0.08170769685696436,
-                    "convergence": 0.13038877792567946,
-                    "oscillation": 0.0014357532957858781
-                },
-                "Weierstrass": {
-                    "final loss": 0.10011576842995457,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09180666549055169,
-                    "average distance to final point": 0.25101303482303094,
-                    "convergence": 0.3476426544510455,
-                    "oscillation": 0.004670043306850705
-                }
-            }
-        },
-        "sm3": {
-            "error_rates": {
-                "Ackley": 2.511376542458594,
-                "Cross-in-Tray": 2.812643344824751,
-                "Drop-Wave": 1.0304389607512312,
-                "EggHolder": 3.2019936371437723,
-                "Gramacy & Lee 2D": 2.3790505651906586,
-                "Griewank": 0.9886690539833424,
-                "Langermann": 2.21755795663537,
-                "Langermann 2": 2.484384840059723,
-                "Lévy": 3.1050721951808606,
-                "Lévy 13": 1.5417864876367269,
-                "MixedMichalewiczSphere": 2.3735352405510115,
-                "Rastrigin": 2.5539426175812223,
-                "Rosenbrock": 1.8437583836855662,
-                "Schaffer 2": 2.879441846086395,
-                "Schaffer 4": 2.5736820527139357,
-                "SchwefelSin": 2.6829491511988577,
-                "Shubert": 1.3438525995723762,
-                "Styblinski-Tang": 2.146638646576516,
-                "Weierstrass": 2.1919578796505057
-            },
-            "weighted_error_rates": {
-                "Ackley": 3.767064813687891,
-                "Cross-in-Tray": 1.4063216724123755,
-                "Drop-Wave": 1.5456584411268468,
-                "EggHolder": 2.561594909715018,
-                "Gramacy & Lee 2D": 5.947626412976646,
-                "Griewank": 1.4830035809750135,
-                "Langermann": 2.21755795663537,
-                "Langermann 2": 1.9875078720477786,
-                "Lévy": 3.1050721951808606,
-                "Lévy 13": 2.3126797314550904,
-                "MixedMichalewiczSphere": 3.5603028608265173,
-                "Rastrigin": 3.8309139263718333,
-                "Rosenbrock": 1.8437583836855662,
-                "Schaffer 2": 5.182995322955511,
-                "Schaffer 4": 4.632627694885084,
-                "SchwefelSin": 2.1463593209590863,
-                "Shubert": 1.3438525995723762,
-                "Styblinski-Tang": 2.575966375891819,
-                "Weierstrass": 4.383915759301011
-            },
-            "avg_error_rate": 2.255933263235864,
-            "weighted_avg_error_rate": 2.938672622666405,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.0899230055045575,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7453271366141851,
-                    "average distance to final point": 0.047854126532066825,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07162262287555723,
-                    "min movement": 0.20708855158205589
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.4072408638198048,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7135752651582833,
-                    "average distance to final point": 0.03626354392092166,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.036383424127438856,
-                    "min movement": 0.2696191484481312
-                },
-                "Drop-Wave": {
-                    "final loss": 0.04668837698148564,
-                    "boundary violation": 0.04724109978972358,
-                    "final distance to global minimum": 0.023480100171041258,
-                    "average distance to final point": 0.12114054110397374,
-                    "convergence": 0.12893894858448918,
-                    "oscillation": 0.10138928930763193,
-                    "lucky jump": 0.5615606048128859
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778455699406577,
-                    "average distance to final point": 0.03287494568206269,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05364038615599671,
-                    "lucky jump": 0.6473578192515358,
-                    "min movement": 0.3010590411041434
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5776025652260854,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1001825841862347,
-                    "average distance to final point": 0.03890315608073093,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.057215633434690834,
-                    "min movement": 0.25558552691274555
-                },
-                "Griewank": {
-                    "final loss": 0.14180635597096838,
-                    "boundary violation": 0.00562016833860806,
-                    "final distance to global minimum": 0.22575224958216772,
-                    "average distance to final point": 0.23388904557277207,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03204013516865488
-                },
-                "Langermann": {
-                    "final loss": 0.0719192717719817,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.33952218246427285,
-                    "average distance to final point": 0.09774751172842686,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1010421585656284,
-                    "lucky jump": 1.2577657327548888
-                },
-                "Langermann 2": {
-                    "final loss": 0.6783760842212261,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9599382805117305,
-                    "average distance to final point": 0.046857383412233965,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06399598847070961,
-                    "lucky jump": 0.13963741538847144,
-                    "min movement": 0.2460185887051798
-                },
-                "Lévy": {
-                    "final loss": 0.3993848929734756,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9573546583199526,
-                    "average distance to final point": 0.026283478012626843,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03378706071692285,
-                    "lucky jump": 1.0577643519877924,
-                    "min movement": 0.2809366538199193
-                },
-                "Lévy 13": {
-                    "final loss": 0.3882882341685041,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6663523623647586,
-                    "average distance to final point": 0.08892837094623729,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.003910793731027898,
-                    "min movement": 0.04474562707602755
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.925510818518358,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7140500221645573,
-                    "average distance to final point": 0.046304252240893184,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06866537527607416,
-                    "min movement": 0.26944367300095784
-                },
-                "Rastrigin": {
-                    "final loss": 0.8916810398704537,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8596176513945946,
-                    "average distance to final point": 0.03446613528164436,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05287908386248746,
-                    "lucky jump": 0.05594399378616853,
-                    "min movement": 0.3097936140357023
-                },
-                "Rosenbrock": {
-                    "final loss": 0.05175597076213017,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1041530314218586,
-                    "average distance to final point": 0.04244561300574247,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2958426691456637
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1312491559583482,
-                    "boundary violation": 0.02357652563814383,
-                    "final distance to global minimum": 1.0005595101099503,
-                    "average distance to final point": 0.05912518559830808,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03794167706890601,
-                    "min movement": 0.27742869236256773
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8258430966753048,
-                    "boundary violation": 0.0026944615419452673,
-                    "final distance to global minimum": 1.0030814456055699,
-                    "average distance to final point": 0.05401570267847875,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03289196631110972,
-                    "min movement": 0.30559428055135607
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099236785932502,
-                    "average distance to final point": 0.016801020317123678,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.33302395452976125
-                },
-                "Shubert": {
-                    "final loss": 0.5891359489923372,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2354557868611888,
-                    "average distance to final point": 0.05231596566737402,
-                    "convergence": 0.07945966692414834,
-                    "oscillation": 0.07678182819178592,
-                    "lucky jump": 0.1457898818859309,
-                    "min movement": 0.16491352104961118
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031419808138426,
-                    "average distance to final point": 0.04084594312356972,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.23475639299432163
-                },
-                "Weierstrass": {
-                    "final loss": 0.9343166815309084,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5653467794741818,
-                    "average distance to final point": 0.16345884726141935,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05042780032676651,
-                    "lucky jump": 0.07487540909779113,
-                    "min movement": 0.053971262609267136
-                }
-            }
-        },
-        "adasmooth": {
-            "error_rates": {
-                "Ackley": 0.9640796956988019,
-                "Cross-in-Tray": 0.9223572738317289,
-                "Drop-Wave": 1.0875000102543186,
-                "EggHolder": 3.5740315654874704,
-                "Gramacy & Lee 2D": 2.546972523716474,
-                "Griewank": 0.7267958545292998,
-                "Langermann": 1.199307712280411,
-                "Langermann 2": 2.511514572146828,
-                "Lévy": 2.693807463871576,
-                "Lévy 13": 0.5619770492473267,
-                "MixedMichalewiczSphere": 1.1560817242000114,
-                "Rastrigin": 2.7572978088722615,
-                "Rosenbrock": 1.8424563902911482,
-                "Schaffer 2": 2.971196746377249,
-                "Schaffer 4": 2.6720112823512467,
-                "SchwefelSin": 2.7312351656295717,
-                "Shubert": 1.7035459326475029,
-                "Styblinski-Tang": 2.139607565261524,
-                "Weierstrass": 1.8907663216143782
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.4461195435482028,
-                "Cross-in-Tray": 0.46117863691586447,
-                "Drop-Wave": 1.631250015381478,
-                "EggHolder": 2.8592252523899764,
-                "Gramacy & Lee 2D": 6.3674313092911845,
-                "Griewank": 1.0901937817939498,
-                "Langermann": 1.199307712280411,
-                "Langermann 2": 2.009211657717463,
-                "Lévy": 2.693807463871576,
-                "Lévy 13": 0.84296557387099,
-                "MixedMichalewiczSphere": 1.7341225863000171,
-                "Rastrigin": 4.1359467133083925,
-                "Rosenbrock": 1.8424563902911482,
-                "Schaffer 2": 5.348154143479048,
-                "Schaffer 4": 4.809620308232244,
-                "SchwefelSin": 2.1849881325036575,
-                "Shubert": 1.7035459326475029,
-                "Styblinski-Tang": 2.5675290783138287,
-                "Weierstrass": 3.7815326432287564
-            },
-            "avg_error_rate": 1.9290811925425857,
-            "weighted_avg_error_rate": 2.5636098355455625,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.24812321666280476,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0725490885729547,
-                    "average distance to final point": 0.21800961947668332,
-                    "convergence": 0.3353008904043789,
-                    "oscillation": 0.09009688058198032
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.08979175670713668,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.057148716413494116,
-                    "average distance to final point": 0.23082228624151704,
-                    "convergence": 0.3178275349237888,
-                    "oscillation": 0.10474930346992037,
-                    "lucky jump": 0.12201767607587193
-                },
-                "Drop-Wave": {
-                    "final loss": 0.36163724205665726,
-                    "boundary violation": 0.047910257099773,
-                    "final distance to global minimum": 0.06370012017582971,
-                    "average distance to final point": 0.24240897987271692,
-                    "convergence": 0.2804211119693833,
-                    "oscillation": 0.09142229907995844
-                },
-                "EggHolder": {
-                    "final loss": 1.1469101708398441,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7596149898029941,
-                    "average distance to final point": 0.07989920933720468,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.20165154551661862,
-                    "lucky jump": 0.7437742224556075,
-                    "min movement": 0.2926203281850303
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5968417914334632,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.144704137453676,
-                    "average distance to final point": 0.07399413990538543,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.11089712480563804,
-                    "min movement": 0.27097423076814037
-                },
-                "Griewank": {
-                    "final loss": 0.08915292886384378,
-                    "boundary violation": 0.006639051959546682,
-                    "final distance to global minimum": 0.12237528700769154,
-                    "average distance to final point": 0.21697071167327853,
-                    "convergence": 0.2271320343559643,
-                    "oscillation": 0.06452584066897504
-                },
-                "Langermann": {
-                    "final loss": 0.3305376403607947,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.11193308527774243,
-                    "average distance to final point": 0.25121893743092205,
-                    "convergence": 0.3178275349237888,
-                    "oscillation": 0.12041745733655226,
-                    "lucky jump": 0.06737305695061087
-                },
-                "Langermann 2": {
-                    "final loss": 0.8823284238754003,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8185596603531369,
-                    "average distance to final point": 0.10473421429997978,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.12651506563241618,
-                    "min movement": 0.22981610863572371
-                },
-                "Lévy": {
-                    "final loss": 0.5485448571729644,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9899621005902136,
-                    "average distance to final point": 0.08341059599783252,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.16663780281034565,
-                    "lucky jump": 0.2186609610673371,
-                    "min movement": 0.33703004688271143
-                },
-                "Lévy 13": {
-                    "final loss": 0.010307922586792938,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.041257806702897935,
-                    "average distance to final point": 0.19137167120016435,
-                    "convergence": 0.2368274503258795,
-                    "oscillation": 0.08221219843159198
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.18053873453289737,
-                    "boundary violation": 0.08119088258324407,
-                    "final distance to global minimum": 0.09740169323677732,
-                    "average distance to final point": 0.22144915533590334,
-                    "convergence": 0.2696646586264413,
-                    "oscillation": 0.11640978003896524,
-                    "lucky jump": 0.18942681984578272
-                },
-                "Rastrigin": {
-                    "final loss": 1.0811870055618926,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9456923744807297,
-                    "average distance to final point": 0.026168912456609524,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.052704663816698506,
-                    "min movement": 0.30198375320615994
-                },
-                "Rosenbrock": {
-                    "final loss": 0.05159229561565292,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099795349855626,
-                    "average distance to final point": 0.04374290224309216,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2977647432266056
-                },
-                "Schaffer 2": {
-                    "final loss": 1.134886459687862,
-                    "boundary violation": 0.014701942609518768,
-                    "final distance to global minimum": 0.9864422508888124,
-                    "average distance to final point": 0.1388200039318987,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07415062453468929,
-                    "min movement": 0.2726343653742967
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8355248905822216,
-                    "boundary violation": 0.0016302354624404523,
-                    "final distance to global minimum": 0.9976678672614486,
-                    "average distance to final point": 0.12371482145917605,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06177619408815003,
-                    "min movement": 0.30213617414763866
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099236785932502,
-                    "average distance to final point": 0.06508703474783771,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.33302395452976125
-                },
-                "Shubert": {
-                    "final loss": 0.8985572448960929,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1351193173943844,
-                    "average distance to final point": 0.2553319579918564,
-                    "convergence": 0.3136897545988604,
-                    "oscillation": 0.10084765776630882
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.20314189215954,
-                    "average distance to final point": 0.03381503510947192,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.23475630834773004
-                },
-                "Weierstrass": {
-                    "final loss": 0.6822439804598885,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3544307044572481,
-                    "average distance to final point": 0.25262275262370226,
-                    "convergence": 0.28193111719149194,
-                    "oscillation": 0.09577909490677308,
-                    "lucky jump": 0.223758671975274
-                }
-            }
-        },
-        "adagc": {
-            "error_rates": {
-                "Ackley": 1.644489705677966,
-                "Cross-in-Tray": 2.01038464987755,
-                "Drop-Wave": 0.7875893127723438,
-                "EggHolder": 2.5018748854633515,
-                "Gramacy & Lee 2D": 1.4657939753505038,
-                "Griewank": 0.4512869228908659,
-                "Langermann": 1.7474412069895706,
-                "Langermann 2": 2.257324633891865,
-                "Lévy": 2.1417450108265146,
-                "Lévy 13": 0.2951223677238175,
-                "MixedMichalewiczSphere": 0.37878230266401564,
-                "Rastrigin": 1.1551788969499823,
-                "Rosenbrock": 1.4383556855738258,
-                "Schaffer 2": 1.908159023691617,
-                "Schaffer 4": 1.6855676144794791,
-                "SchwefelSin": 2.6608204365584864,
-                "Shubert": 0.4579313857072484,
-                "Styblinski-Tang": 2.0480486406693026,
-                "Weierstrass": 1.4819234354156399
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.466734558516949,
-                "Cross-in-Tray": 1.005192324938775,
-                "Drop-Wave": 1.1813839691585157,
-                "EggHolder": 2.0014999083706813,
-                "Gramacy & Lee 2D": 3.6644849383762597,
-                "Griewank": 0.6769303843362988,
-                "Langermann": 1.7474412069895706,
-                "Langermann 2": 1.805859707113492,
-                "Lévy": 2.1417450108265146,
-                "Lévy 13": 0.44268355158572625,
-                "MixedMichalewiczSphere": 0.5681734539960235,
-                "Rastrigin": 1.7327683454249736,
-                "Rosenbrock": 1.4383556855738258,
-                "Schaffer 2": 3.434686242644911,
-                "Schaffer 4": 3.0340217060630623,
-                "SchwefelSin": 2.128656349246789,
-                "Shubert": 0.4579313857072484,
-                "Styblinski-Tang": 2.457658368803163,
-                "Weierstrass": 2.9638468708312797
-            },
-            "avg_error_rate": 1.5009378996407339,
-            "weighted_avg_error_rate": 1.8605291562370556,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.4077357933916267,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2522132263420626,
-                    "average distance to final point": 0.10133377179906237,
-                    "convergence": 0.1102359072622532,
-                    "oscillation": 0.0385077042561164,
-                    "lucky jump": 0.7344633026268448
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.0098478236105453,
-                    "boundary violation": 2.9317692739345326e-05,
-                    "final distance to global minimum": 0.46265504528531187,
-                    "average distance to final point": 0.09430852549439485,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01951434556265173,
-                    "min movement": 0.07446849288173603
-                },
-                "Drop-Wave": {
-                    "final loss": 0.12194356677068183,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.03770608988560744,
-                    "average distance to final point": 0.18728163806626624,
-                    "convergence": 0.29814090931447823,
-                    "oscillation": 0.02442595878119368,
-                    "lucky jump": 0.11809114995411633
-                },
-                "EggHolder": {
-                    "final loss": 1.039654955951634,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778001708275775,
-                    "average distance to final point": 0.04422174721143449,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008541266934870648,
-                    "min movement": 0.28209564518766317
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.4099956770414373,
-                    "boundary violation": 0.00015590014193779897,
-                    "final distance to global minimum": 0.11780241102945883,
-                    "average distance to final point": 0.18935457003524095,
-                    "convergence": 0.33792752766845113,
-                    "oscillation": 0.021050450343763513,
-                    "lucky jump": 0.3895074390902145
-                },
-                "Griewank": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0030538365626089315,
-                    "final distance to global minimum": 0.014978247899737493,
-                    "average distance to final point": 0.15990363570184535,
-                    "convergence": 0.2516190172652417,
-                    "oscillation": 0.02173218546143241
-                },
-                "Langermann": {
-                    "final loss": 0.13052617902930425,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3417325168488591,
-                    "average distance to final point": 0.13388482384775793,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01971062409696354,
-                    "lucky jump": 0.7720259638165146
-                },
-                "Langermann 2": {
-                    "final loss": 0.7375486954492572,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9094485218266669,
-                    "average distance to final point": 0.08273589524647308,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.029750734527442927,
-                    "min movement": 0.14827968749185327
-                },
-                "Lévy": {
-                    "final loss": 0.33629679189132744,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636031096264674,
-                    "average distance to final point": 0.11242892950528563,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00723694638655952,
-                    "lucky jump": 0.4726181340667031
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.023992752399473575,
-                    "average distance to final point": 0.12841729469150726,
-                    "convergence": 0.12599490305278857,
-                    "oscillation": 0.01671741758004809
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 8.565833931982811e-05,
-                    "final distance to global minimum": 0.02663864926299663,
-                    "average distance to final point": 0.13026613365524994,
-                    "convergence": 0.20370764377348985,
-                    "oscillation": 0.018084217632959348
-                },
-                "Rastrigin": {
-                    "final loss": 0.18458770698351035,
-                    "boundary violation": 0.08462305544671961,
-                    "final distance to global minimum": 0.3828405551018777,
-                    "average distance to final point": 0.1325473331289968,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.021019146938706598
-                },
-                "Rosenbrock": {
-                    "final loss": 0.03108284329341035,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7969543004797319,
-                    "average distance to final point": 0.2607574424505122,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.8020208745677959,
-                    "boundary violation": 0.01776231786987501,
-                    "final distance to global minimum": 0.3623683263577636,
-                    "average distance to final point": 0.2602676893826427,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.019860376017178934,
-                    "lucky jump": 0.09631834014618962
-                },
-                "Schaffer 4": {
-                    "final loss": 0.7494350305046492,
-                    "boundary violation": 0.0027237860501650633,
-                    "final distance to global minimum": 0.2683892321854675,
-                    "average distance to final point": 0.2974587049045125,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.017999761484513543
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992270168744773,
-                    "average distance to final point": 0.034044353926346894,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0010761645786175934,
-                    "min movement": 0.29258551075957406
-                },
-                "Shubert": {
-                    "final loss": 0.014040045159715209,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08638682692790092,
-                    "average distance to final point": 0.07163416113507706,
-                    "convergence": 0.07480745211179994,
-                    "oscillation": 0.008993217607431893,
-                    "min movement": 0.2020696827653234
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183332793129564,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031665822561615,
-                    "average distance to final point": 0.06932764498900207,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.10766003476101141
-                },
-                "Weierstrass": {
-                    "final loss": 0.6324804468372273,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2709258158038702,
-                    "average distance to final point": 0.21974957394220251,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0092064994821685
-                }
-            }
-        },
-        "radam": {
-            "error_rates": {
-                "Ackley": 8.274827598687892,
-                "Cross-in-Tray": 3.078625001750789,
-                "Drop-Wave": 3.9989676896612387,
-                "EggHolder": 2.5251455137842993,
-                "Gramacy & Lee 2D": 1.3622127165414706,
-                "Griewank": 0.7716229399051895,
-                "Langermann": 2.0589536927169867,
-                "Langermann 2": 2.9900519059441644,
-                "Lévy": 1.711583533594113,
-                "Lévy 13": 1.3534164374620912,
-                "MixedMichalewiczSphere": 0.42973473083514807,
-                "Rastrigin": 2.2732408819610677,
-                "Rosenbrock": 0.7249226650245929,
-                "Schaffer 2": 2.5633996581775365,
-                "Schaffer 4": 1.9307177839248177,
-                "SchwefelSin": 2.6839682442895905,
-                "Shubert": 2.3784348380662244,
-                "Styblinski-Tang": 1.731970894491088,
-                "Weierstrass": 1.2039226053690562
-            },
-            "weighted_error_rates": {
-                "Ackley": 12.412241398031838,
-                "Cross-in-Tray": 1.5393125008753945,
-                "Drop-Wave": 5.998451534491858,
-                "EggHolder": 2.0201164110274394,
-                "Gramacy & Lee 2D": 3.4055317913536767,
-                "Griewank": 1.1574344098577842,
-                "Langermann": 2.0589536927169867,
-                "Langermann 2": 2.3920415247553315,
-                "Lévy": 1.711583533594113,
-                "Lévy 13": 2.030124656193137,
-                "MixedMichalewiczSphere": 0.6446020962527221,
-                "Rastrigin": 3.4098613229416017,
-                "Rosenbrock": 0.7249226650245929,
-                "Schaffer 2": 4.614119384719566,
-                "Schaffer 4": 3.475292011064672,
-                "SchwefelSin": 2.1471745954316726,
-                "Shubert": 2.3784348380662244,
-                "Styblinski-Tang": 2.0783650733893055,
-                "Weierstrass": 2.4078452107381123
-            },
-            "avg_error_rate": 2.31819575432565,
-            "weighted_avg_error_rate": 2.9792846658171594,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.4165108475997847,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9751920125921696,
-                    "average distance to final point": 0.04638686902854549,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04735122837355107,
-                    "min movement": 0.39238289313290703,
-                    "final proximity": 5.047442648610762
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.5060243119086651,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.807418098677968,
-                    "average distance to final point": 0.31305700122585733,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02785525961040438,
-                    "min movement": 0.07470923097772275
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7372955490948518,
-                    "boundary violation": 0.005881904426646238,
-                    "final position out-of-bounds": 0.4316095283073618,
-                    "final distance to global minimum": 1.0697776513675494,
-                    "average distance to final point": 0.05192419537503147,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02928859981455054,
-                    "min movement": 0.32362916192507596
-                },
-                "EggHolder": {
-                    "final loss": 1.039655046097842,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7779134057500349,
-                    "average distance to final point": 0.06275146337376569,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014158509445725416,
-                    "min movement": 0.2811059897667604
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.3349219945701238,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4198930260249485,
-                    "average distance to final point": 0.17728444548980804,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08055215110641893
-                },
-                "Griewank": {
-                    "final loss": 0.03087288584993512,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.11144380038599838,
-                    "average distance to final point": 0.27382553231962165,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005919621999463072
-                },
-                "Langermann": {
-                    "final loss": 0.7667325377349656,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7545137890912483,
-                    "average distance to final point": 0.13833665796373945,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02989930518064875,
-                    "min movement": 0.019910303396213462
-                },
-                "Langermann 2": {
-                    "final loss": 1.0942934065062824,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.15015200401744,
-                    "average distance to final point": 0.05965843699033501,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006863065513581926,
-                    "min movement": 0.32952389356635425
-                },
-                "Lévy": {
-                    "final loss": 0.3363015507783265,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8637355945752709,
-                    "average distance to final point": 0.1306220478703542,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010528768770175966,
-                    "min movement": 0.020834472249814058
-                },
-                "Lévy 13": {
-                    "final loss": 0.26486805411032877,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5676085134026121,
-                    "average distance to final point": 0.13688720730253184,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03449156329644723
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.014643874684541586,
-                    "average distance to final point": 0.18425905568621354,
-                    "convergence": 0.21333333333333335,
-                    "oscillation": 0.017498467131059556
-                },
-                "Rastrigin": {
-                    "final loss": 0.814633250306667,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8216811110684447,
-                    "average distance to final point": 0.08498983229234368,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.023555760750359513,
-                    "min movement": 0.17881982819308131
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.004989526154801646,
-                    "average distance to final point": 0.11179966810294077,
-                    "convergence": 0.12524927912125627,
-                    "oscillation": 0.019979050409603728,
-                    "lucky jump": 0.46290514123599047
-                },
-                "Schaffer 2": {
-                    "final loss": 1.081148993134871,
-                    "boundary violation": 0.01367389402137963,
-                    "final distance to global minimum": 0.8395077453053605,
-                    "average distance to final point": 0.2569514962837173,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.022556430082036904
-                },
-                "Schaffer 4": {
-                    "final loss": 0.5861901835569844,
-                    "boundary violation": 0.08940138836263616,
-                    "final distance to global minimum": 0.5048882526286166,
-                    "average distance to final point": 0.3805638025165242,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020113057509885346
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843264388914184,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099208528202783,
-                    "average distance to final point": 0.05440617906582628,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005162382081184798,
-                    "min movement": 0.29130361669820704
-                },
-                "Shubert": {
-                    "final loss": 1.0911679298787205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.39265764454177343,
-                    "average distance to final point": 0.15761683611396107,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04757861100705063,
-                    "min movement": 0.33985271717454724
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.2192629446165167,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9736844344707186,
-                    "average distance to final point": 0.17877398039502693,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010688435658654502
-                },
-                "Weierstrass": {
-                    "final loss": 0.35963544472012604,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.17059123979982072,
-                    "average distance to final point": 0.31284460776231343,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011290213736624678
-                }
-            }
-        },
-        "emofact": {
-            "error_rates": {
-                "Ackley": 0.9526416117542473,
-                "Cross-in-Tray": 0.2695267512577131,
-                "Drop-Wave": 2.7909480937136584,
-                "EggHolder": 2.041343540906545,
-                "Gramacy & Lee 2D": 1.6193866292329908,
-                "Griewank": 0.5691588135183869,
-                "Langermann": 1.368171121812407,
-                "Langermann 2": 1.6588670611581184,
-                "Lévy": 0.3254409598549355,
-                "Lévy 13": 0.34583120188437133,
-                "MixedMichalewiczSphere": 0.42742566320758707,
-                "Rastrigin": 0.5635619929700132,
-                "Rosenbrock": 1.4796880526857779,
-                "Schaffer 2": 0.6825734853876411,
-                "Schaffer 4": 0.8040468288379745,
-                "SchwefelSin": 2.618762680530644,
-                "Shubert": 0.4130458731513581,
-                "Styblinski-Tang": 2.0075714245682503,
-                "Weierstrass": 1.595504117508379
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.428962417631371,
-                "Cross-in-Tray": 0.13476337562885654,
-                "Drop-Wave": 4.186422140570487,
-                "EggHolder": 1.633074832725236,
-                "Gramacy & Lee 2D": 4.048466573082477,
-                "Griewank": 0.8537382202775804,
-                "Langermann": 1.368171121812407,
-                "Langermann 2": 1.3270936489264948,
-                "Lévy": 0.3254409598549355,
-                "Lévy 13": 0.5187468028265569,
-                "MixedMichalewiczSphere": 0.6411384948113806,
-                "Rastrigin": 0.8453429894550197,
-                "Rosenbrock": 1.4796880526857779,
-                "Schaffer 2": 1.228632273697754,
-                "Schaffer 4": 1.4472842919083542,
-                "SchwefelSin": 2.0950101444245153,
-                "Shubert": 0.4130458731513581,
-                "Styblinski-Tang": 2.4090857094819005,
-                "Weierstrass": 3.191008235016758
-            },
-            "avg_error_rate": 1.1859734686284735,
-            "weighted_avg_error_rate": 1.5565850609457483,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.3911095254826236,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24602695195646085,
-                    "average distance to final point": 0.12760226059259294,
-                    "convergence": 0.15317045977915544,
-                    "oscillation": 0.034732413943414475
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.017777142414309135,
-                    "average distance to final point": 0.10316572188351819,
-                    "convergence": 0.1401640786499874,
-                    "oscillation": 0.008419808309898379
-                },
-                "Drop-Wave": {
-                    "final loss": 1.4460248514243834,
-                    "boundary violation": 0.005967535767569307,
-                    "final distance to global minimum": 0.6248232979298884,
-                    "average distance to final point": 0.10755466911080283,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03653119711209811,
-                    "lucky jump": 0.22048544301874531
-                },
-                "EggHolder": {
-                    "final loss": 0.584418842260685,
-                    "boundary violation": 0.006818369405135683,
-                    "final distance to global minimum": 0.3216432014381686,
-                    "average distance to final point": 0.12239596806342037,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024336068010413325,
-                    "lucky jump": 0.6321699923785504
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.4146351575496964,
-                    "boundary violation": 0.02694791653268922,
-                    "final distance to global minimum": 0.535727682137574,
-                    "average distance to final point": 0.15340009706983665,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04460092266035656,
-                    "lucky jump": 0.09451375393266676
-                },
-                "Griewank": {
-                    "final loss": 0.037775519062774245,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09560633010458176,
-                    "average distance to final point": 0.16846337167416217,
-                    "convergence": 0.25774672772626644,
-                    "oscillation": 0.009566864950602242
-                },
-                "Langermann": {
-                    "final loss": 0.27559343658779445,
-                    "boundary violation": 0.022418001137453073,
-                    "final distance to global minimum": 0.43490517817965413,
-                    "average distance to final point": 0.09991718105138335,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024773300853899314,
-                    "lucky jump": 0.16100292465205135
-                },
-                "Langermann 2": {
-                    "final loss": 0.6368870665203343,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.536630853937747,
-                    "average distance to final point": 0.11440674138587534,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.021381299963990564
-                },
-                "Lévy": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.011935095818432129,
-                    "average distance to final point": 0.12604917896070214,
-                    "convergence": 0.18745668507580118,
-                    "oscillation": 0.0
-                },
-                "Lévy 13": {
-                    "final loss": 0.0003165415589182951,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.039655068439724335,
-                    "average distance to final point": 0.10513048184294473,
-                    "convergence": 0.1721882050744341,
-                    "oscillation": 0.028540904968349864
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.003081450666087702,
-                    "final distance to global minimum": 0.020466941142983294,
-                    "average distance to final point": 0.15105845771713902,
-                    "convergence": 0.23855552776388023,
-                    "oscillation": 0.014263285917496829
-                },
-                "Rastrigin": {
-                    "final loss": 0.08004306639916298,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24727597122782966,
-                    "average distance to final point": 0.0984312326017649,
-                    "convergence": 0.11676850899644978,
-                    "oscillation": 0.021043213744805857
-                },
-                "Rosenbrock": {
-                    "final loss": 0.03723400320766095,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8435101272143395,
-                    "average distance to final point": 0.17874682449176146,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.07063599842184466
-                },
-                "Schaffer 2": {
-                    "final loss": 0.05147407203195799,
-                    "boundary violation": 0.045444999497691665,
-                    "final distance to global minimum": 0.12029599331416066,
-                    "average distance to final point": 0.20292982435828355,
-                    "convergence": 0.2463771295118586,
-                    "oscillation": 0.01605146667368862
-                },
-                "Schaffer 4": {
-                    "final loss": 0.032635256036768555,
-                    "boundary violation": 0.07810449738743817,
-                    "final distance to global minimum": 0.13350908804225453,
-                    "average distance to final point": 0.23580555870976866,
-                    "convergence": 0.3040085548648711,
-                    "oscillation": 0.019983873796873546
-                },
-                "SchwefelSin": {
-                    "final loss": 0.9418654316370232,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8183240620615351,
-                    "average distance to final point": 0.06339654939480781,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01889613971332996,
-                    "lucky jump": 0.34863281320014317,
-                    "min movement": 0.07808658517363323
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08610326227956121,
-                    "average distance to final point": 0.034854667997790745,
-                    "convergence": 0.05884613803007369,
-                    "oscillation": 0.02943023950039694,
-                    "min movement": 0.20381156534353553
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833335284046377,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031715468409372,
-                    "average distance to final point": 0.08248993745168194,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.05401548808499634
-                },
-                "Weierstrass": {
-                    "final loss": 0.8074857087839915,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3526928160875686,
-                    "average distance to final point": 0.17433039951091392,
-                    "convergence": 0.24704774859633563,
-                    "oscillation": 0.013947444529569305
-                }
-            }
-        },
-        "kate": {
-            "error_rates": {
-                "Ackley": 3.266319891311265,
-                "Cross-in-Tray": 4.7276414600487895,
-                "Drop-Wave": 3.5058580293519777,
-                "EggHolder": 2.951692458907134,
-                "Gramacy & Lee 2D": 2.550120998226973,
-                "Griewank": 2.3056678742777477,
-                "Langermann": 2.926537443662771,
-                "Langermann 2": 2.8706748057386804,
-                "Lévy": 2.2450251816048934,
-                "Lévy 13": 1.9164339484214301,
-                "MixedMichalewiczSphere": 4.00381185010072,
-                "Rastrigin": 3.0380960491326365,
-                "Rosenbrock": 1.8622914511951492,
-                "Schaffer 2": 2.8844583366398995,
-                "Schaffer 4": 2.5309048743819176,
-                "SchwefelSin": 2.721895477589854,
-                "Shubert": 2.247407647991844,
-                "Styblinski-Tang": 2.154822975290893,
-                "Weierstrass": 2.804416410763239
-            },
-            "weighted_error_rates": {
-                "Ackley": 4.899479836966897,
-                "Cross-in-Tray": 2.3638207300243947,
-                "Drop-Wave": 5.258787044027967,
-                "EggHolder": 2.3613539671257073,
-                "Gramacy & Lee 2D": 6.375302495567432,
-                "Griewank": 3.4585018114166215,
-                "Langermann": 2.926537443662771,
-                "Langermann 2": 2.2965398445909444,
-                "Lévy": 2.2450251816048934,
-                "Lévy 13": 2.8746509226321453,
-                "MixedMichalewiczSphere": 6.00571777515108,
-                "Rastrigin": 4.557144073698955,
-                "Rosenbrock": 1.8622914511951492,
-                "Schaffer 2": 5.19202500595182,
-                "Schaffer 4": 4.5556287738874515,
-                "SchwefelSin": 2.1775163820718832,
-                "Shubert": 2.247407647991844,
-                "Styblinski-Tang": 2.585787570349072,
-                "Weierstrass": 5.608832821526478
-            },
-            "avg_error_rate": 2.816530377086201,
-            "weighted_avg_error_rate": 3.6764395147075533,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.3961864211445218,
-                    "boundary violation": 0.0009941546732158124,
-                    "final distance to global minimum": 1.0502267813851875,
-                    "average distance to final point": 0.018864429088502783,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02968579476356644,
-                    "lucky jump": 0.1069789831671293,
-                    "min movement": 0.3138222277389705
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.5737438626391,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8816337419742071,
-                    "average distance to final point": 0.02307156119885034,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.003762339902921634,
-                    "lucky jump": 1.6173957278304298,
-                    "min movement": 0.27847312715310807
-                },
-                "Drop-Wave": {
-                    "final loss": 1.646950050040142,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8424744653504534,
-                    "average distance to final point": 0.03707677565407087,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.036864812773460404,
-                    "lucky jump": 0.28042112056516355,
-                    "min movement": 0.31250970561851543
-                },
-                "EggHolder": {
-                    "final loss": 1.0396548207323137,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778455266216457,
-                    "average distance to final point": 0.02547738583223694,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.025618106950128602,
-                    "lucky jump": 0.43042001717599915,
-                    "min movement": 0.30311550224463857
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.6390403877345937,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1776804198577664,
-                    "average distance to final point": 0.05119006408100599,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3326490272034357
-                },
-                "Griewank": {
-                    "final loss": 0.8527969500577142,
-                    "boundary violation": 0.0001261208435241849,
-                    "final distance to global minimum": 0.8240640965786628,
-                    "average distance to final point": 0.05556067766448479,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0378208883661958,
-                    "lucky jump": 0.015314659259485289,
-                    "min movement": 0.17042338215750946
-                },
-                "Langermann": {
-                    "final loss": 0.9329133558648737,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7168254631295936,
-                    "average distance to final point": 0.03214330630600118,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.047028759435373865,
-                    "lucky jump": 0.6068915963670798,
-                    "min movement": 0.241173863209678
-                },
-                "Langermann 2": {
-                    "final loss": 1.048952566148773,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1089471047736075,
-                    "average distance to final point": 0.02213428937242582,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03762199401709464,
-                    "min movement": 0.3034577520766083
-                },
-                "Lévy": {
-                    "final loss": 0.39938685693620174,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9574204480633609,
-                    "average distance to final point": 0.04015052908292478,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0022643516958236565,
-                    "lucky jump": 0.20247731442953965,
-                    "min movement": 0.2937645820468715
-                },
-                "Lévy 13": {
-                    "final loss": 0.577477003570162,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8383241000097855,
-                    "average distance to final point": 0.08126254768080389,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.06980919781050746
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.9273998839021456,
-                    "boundary violation": 0.09329886619605213,
-                    "final distance to global minimum": 0.7938128265260719,
-                    "average distance to final point": 0.038887487359443924,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.050856537813043015,
-                    "lucky jump": 1.4390364495733643,
-                    "min movement": 0.31095869938042753
-                },
-                "Rastrigin": {
-                    "final loss": 1.2545280219800405,
-                    "boundary violation": 0.005264272530446852,
-                    "final distance to global minimum": 1.0172011638313072,
-                    "average distance to final point": 0.02214773494945046,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03738138103369665,
-                    "lucky jump": 0.05287915465705898,
-                    "min movement": 0.29913322080046434
-                },
-                "Rosenbrock": {
-                    "final loss": 0.055280137160471796,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2047672666586098,
-                    "average distance to final point": 0.050792692768112636,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.20189025525778365
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1537493019656322,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0033228177013336,
-                    "average distance to final point": 0.032229661891970636,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01450632669269813,
-                    "min movement": 0.33108912903809407
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8177881598307957,
-                    "boundary violation": 0.0008281264316932183,
-                    "final distance to global minimum": 1.000346964648021,
-                    "average distance to final point": 0.03053736459626124,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01614291520416546,
-                    "min movement": 0.31570024432080956
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8890827988447799,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0976235511986256,
-                    "average distance to final point": 0.04899367708385441,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.33663435111242257
-                },
-                "Shubert": {
-                    "final loss": 1.0791648827699298,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.45447565036385235,
-                    "average distance to final point": 0.023277254305992735,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3409287612018982
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031452166936472,
-                    "average distance to final point": 0.04902362892981077,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.23475980002265318
-                },
-                "Weierstrass": {
-                    "final loss": 1.1448484932388658,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9100084265953762,
-                    "average distance to final point": 0.06500570875609751,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02526371628570529,
-                    "min movement": 0.30972896653702314
-                }
-            }
-        },
-        "soap": {
-            "error_rates": {
-                "Ackley": 0.47089740051630125,
-                "Cross-in-Tray": 1.834025185326547,
-                "Drop-Wave": 1.6373966861673954,
-                "EggHolder": 2.5083422596892153,
-                "Gramacy & Lee 2D": 0.6749849112167084,
-                "Griewank": 0.6161088000496537,
-                "Langermann": 1.5739475397229155,
-                "Langermann 2": 2.708364819597241,
-                "Lévy": 1.6770774091117533,
-                "Lévy 13": 0.49626954187644684,
-                "MixedMichalewiczSphere": 0.40401581386063357,
-                "Rastrigin": 0.3399637989503582,
-                "Rosenbrock": 0.5708465173725286,
-                "Schaffer 2": 2.084518368970456,
-                "Schaffer 4": 2.0842431000942123,
-                "SchwefelSin": 2.528244634887346,
-                "Shubert": 0.4226410021011366,
-                "Styblinski-Tang": 1.9373871117515946,
-                "Weierstrass": 1.0283100680808739
-            },
-            "weighted_error_rates": {
-                "Ackley": 0.7063461007744518,
-                "Cross-in-Tray": 0.9170125926632735,
-                "Drop-Wave": 2.456095029251093,
-                "EggHolder": 2.006673807751372,
-                "Gramacy & Lee 2D": 1.6874622780417712,
-                "Griewank": 0.9241632000744806,
-                "Langermann": 1.5739475397229155,
-                "Langermann 2": 2.166691855677793,
-                "Lévy": 1.6770774091117533,
-                "Lévy 13": 0.7444043128146702,
-                "MixedMichalewiczSphere": 0.6060237207909503,
-                "Rastrigin": 0.5099456984255373,
-                "Rosenbrock": 0.5708465173725286,
-                "Schaffer 2": 3.752133064146821,
-                "Schaffer 4": 3.7516375801695823,
-                "SchwefelSin": 2.022595707909877,
-                "Shubert": 0.4226410021011366,
-                "Styblinski-Tang": 2.3248645341019136,
-                "Weierstrass": 2.0566201361617478
-            },
-            "avg_error_rate": 1.347241314175964,
-            "weighted_avg_error_rate": 1.6251148466875616,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.1521711963185817,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.054725993231021106,
-                    "average distance to final point": 0.10462088594012771,
-                    "convergence": 0.12893894858448918,
-                    "oscillation": 0.030440376442081613
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.9110780593465565,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4123941592189633,
-                    "average distance to final point": 0.14961765030145144,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011374217109404578
-                },
-                "Drop-Wave": {
-                    "final loss": 0.700520097140664,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3365096551802789,
-                    "average distance to final point": 0.13502026917578205,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03829542858055578,
-                    "lucky jump": 0.07749013673994355
-                },
-                "EggHolder": {
-                    "final loss": 1.0397191840685878,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7767746311658059,
-                    "average distance to final point": 0.05522317019602103,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011854425521777038,
-                    "min movement": 0.2752097493868522
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.03298265550426771,
-                    "average distance to final point": 0.12616094894159804,
-                    "convergence": 0.1274744871391589,
-                    "oscillation": 0.02924989196310491,
-                    "lucky jump": 0.3591169276685789
-                },
-                "Griewank": {
-                    "final loss": 0.06403489006935978,
-                    "boundary violation": 0.01751685897300555,
-                    "final distance to global minimum": 0.11987275068091265,
-                    "average distance to final point": 0.1968760866496611,
-                    "convergence": 0.20760255356284596,
-                    "oscillation": 0.0102056601138687
-                },
-                "Langermann": {
-                    "final loss": 0.5897558803930799,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5290477312662227,
-                    "average distance to final point": 0.08114032815324126,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024442500560200506
-                },
-                "Langermann 2": {
-                    "final loss": 1.0118583993336738,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0602151579625119,
-                    "average distance to final point": 0.109295695928367,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.030371453439414973,
-                    "min movement": 0.14706301358310223
-                },
-                "Lévy": {
-                    "final loss": 0.336981592117591,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8624807313009086,
-                    "average distance to final point": 0.12805398634308254,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Lévy 13": {
-                    "final loss": 0.03276271917431808,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.14983787590263975,
-                    "average distance to final point": 0.21033561346615565,
-                    "convergence": 0.10333333333333333,
-                    "oscillation": 0.0
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.053589818602687876,
-                    "boundary violation": 0.0224717856089022,
-                    "final distance to global minimum": 0.05613354619367046,
-                    "average distance to final point": 0.13520285264094048,
-                    "convergence": 0.11991449828236961,
-                    "oscillation": 0.016703312532063003
-                },
-                "Rastrigin": {
-                    "final loss": 0.014762740318209037,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.026831607906298984,
-                    "average distance to final point": 0.11884570194355948,
-                    "convergence": 0.16291933384829668,
-                    "oscillation": 0.016604414933993995
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07171369192561189,
-                    "average distance to final point": 0.21798678932924392,
-                    "convergence": 0.2447362633215465,
-                    "oscillation": 0.03640977279612619
-                },
-                "Schaffer 2": {
-                    "final loss": 0.9052441304735059,
-                    "boundary violation": 0.0057836049197248236,
-                    "final distance to global minimum": 0.5726613127320297,
-                    "average distance to final point": 0.2393832422632787,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011884979231745623
-                },
-                "Schaffer 4": {
-                    "final loss": 0.5826350647661331,
-                    "boundary violation": 0.28844869161756387,
-                    "final distance to global minimum": 0.5233865369251913,
-                    "average distance to final point": 0.2606972955643938,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0074108411073956085,
-                    "min movement": 0.07210357076336331
-                },
-                "SchwefelSin": {
-                    "final loss": 0.9418883558446072,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8188047854939072,
-                    "average distance to final point": 0.07444321294551455,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020926008646024914,
-                    "lucky jump": 0.2412711335415835,
-                    "min movement": 0.08135003906553753
-                },
-                "Shubert": {
-                    "final loss": 0.08328738307490634,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09005794265290058,
-                    "average distance to final point": 0.09672133282628706,
-                    "convergence": 0.11991449828236961,
-                    "oscillation": 0.03265984526467305
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.22021579008358222,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9779202847241668,
-                    "average distance to final point": 0.18080045930611074,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010152016440512193,
-                    "lucky jump": 0.19873746184705146
-                },
-                "Weierstrass": {
-                    "final loss": 0.2770163591580889,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.13659077866822916,
-                    "average distance to final point": 0.25822305539544077,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00691877550894372
-                }
-            }
-        },
-        "ranger": {
-            "error_rates": {
-                "Ackley": 2.918355516423417,
-                "Cross-in-Tray": 3.3269050740696664,
-                "Drop-Wave": 3.7590468670568944,
-                "EggHolder": 2.344073088831358,
-                "Gramacy & Lee 2D": 2.767828975012969,
-                "Griewank": 1.11053683189992,
-                "Langermann": 3.220508641326387,
-                "Langermann 2": 2.7900760116471846,
-                "Lévy": 4.4311018093798005,
-                "Lévy 13": 2.4923748669419523,
-                "MixedMichalewiczSphere": 2.918312416448977,
-                "Rastrigin": 3.513936932216537,
-                "Rosenbrock": 1.93757979656442,
-                "Schaffer 2": 3.723954149538826,
-                "Schaffer 4": 3.7559191959393594,
-                "SchwefelSin": 2.470242728491776,
-                "Shubert": 0.8358762938393658,
-                "Styblinski-Tang": 2.3097251737968914,
-                "Weierstrass": 6.253623642768341
-            },
-            "weighted_error_rates": {
-                "Ackley": 4.377533274635125,
-                "Cross-in-Tray": 1.6634525370348332,
-                "Drop-Wave": 5.638570300585341,
-                "EggHolder": 1.8752584710650866,
-                "Gramacy & Lee 2D": 6.919572437532423,
-                "Griewank": 1.66580524784988,
-                "Langermann": 3.220508641326387,
-                "Langermann 2": 2.2320608093177476,
-                "Lévy": 4.4311018093798005,
-                "Lévy 13": 3.7385623004129283,
-                "MixedMichalewiczSphere": 4.377468624673465,
-                "Rastrigin": 5.270905398324805,
-                "Rosenbrock": 1.93757979656442,
-                "Schaffer 2": 6.703117469169888,
-                "Schaffer 4": 6.7606545526908475,
-                "SchwefelSin": 1.9761941827934209,
-                "Shubert": 0.8358762938393658,
-                "Styblinski-Tang": 2.7716702085562694,
-                "Weierstrass": 12.507247285536682
-            },
-            "avg_error_rate": 2.993683053273371,
-            "weighted_avg_error_rate": 4.152796823225722,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.2186108126716326,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8618452165285151,
-                    "average distance to final point": 0.03678093958189647,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027853672956961093,
-                    "lucky jump": 0.12801514167724612,
-                    "min movement": 0.29568863365699394
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.5051545069092473,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8041989086018224,
-                    "average distance to final point": 0.10254806674151967,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03271261871628148,
-                    "lucky jump": 0.24752444033973603,
-                    "min movement": 0.2852054334108884
-                },
-                "Drop-Wave": {
-                    "final loss": 1.646950050040142,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.842474237654303,
-                    "average distance to final point": 0.028722196300680826,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.022387297049762923,
-                    "lucky jump": 0.614768655003023,
-                    "min movement": 0.254183331658812
-                },
-                "EggHolder": {
-                    "final loss": 0.9620502405683125,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7668270250626132,
-                    "average distance to final point": 0.11902977793822761,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04295973561163518,
-                    "min movement": 0.1036452103003982
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.6403070210605801,
-                    "boundary violation": 0.09970211876218564,
-                    "final distance to global minimum": 1.1732193973274692,
-                    "average distance to final point": 0.14448763272502216,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03338512575771475,
-                    "min movement": 0.32716658002982585
-                },
-                "Griewank": {
-                    "final loss": 0.1378319516898304,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.32265755168725896,
-                    "average distance to final point": 0.26034976362360324,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04013646554905622
-                },
-                "Langermann": {
-                    "final loss": 0.9853838105791822,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0495529702225843,
-                    "average distance to final point": 0.040788062950243675,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02108941552427684,
-                    "lucky jump": 0.5265825753394066,
-                    "min movement": 0.24755070736052195
-                },
-                "Langermann 2": {
-                    "final loss": 0.7513407976410151,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9512927621346429,
-                    "average distance to final point": 0.03785792041172359,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020929386282185505,
-                    "lucky jump": 0.42039391090559186,
-                    "min movement": 0.2587001349218544
-                },
-                "Lévy": {
-                    "final loss": 0.4529916499329854,
-                    "boundary violation": 0.016069984293635615,
-                    "final distance to global minimum": 1.0162439294854215,
-                    "average distance to final point": 0.10041385208686789,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.022642806520485205,
-                    "min movement": 0.36253858507100456,
-                    "final proximity": 2.110639902639229
-                },
-                "Lévy 13": {
-                    "final loss": 0.7322717331507472,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9671353632410532,
-                    "average distance to final point": 0.16384443951365918,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.030900787605315307,
-                    "min movement": 0.2486614440810065
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.9080519168569474,
-                    "boundary violation": 0.05442629756710924,
-                    "final distance to global minimum": 0.7447964839924384,
-                    "average distance to final point": 0.1230280858921043,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03258042356961759,
-                    "lucky jump": 0.43534701414472826,
-                    "min movement": 0.2705210950758603
-                },
-                "Rastrigin": {
-                    "final loss": 1.1856663376687857,
-                    "boundary violation": 0.06939784721525578,
-                    "final distance to global minimum": 0.9895139492102277,
-                    "average distance to final point": 0.03264504185850034,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020916345705710677,
-                    "lucky jump": 0.6086273912336174,
-                    "min movement": 0.25760891997426827
-                },
-                "Rosenbrock": {
-                    "final loss": 0.052358772217226755,
-                    "boundary violation": 0.004247940991829749,
-                    "final distance to global minimum": 1.120446479428201,
-                    "average distance to final point": 0.10556676050665906,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.016537290048629083,
-                    "min movement": 0.2888614540217031
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1388071006098643,
-                    "boundary violation": 0.11051356961152103,
-                    "final distance to global minimum": 1.0115016384091837,
-                    "average distance to final point": 0.014036386129420217,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.016002453595590358,
-                    "lucky jump": 0.8420367103552228,
-                    "min movement": 0.24149519147785214
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8513215325424348,
-                    "boundary violation": 0.005164244345862146,
-                    "final distance to global minimum": 0.9841406813074998,
-                    "average distance to final point": 0.073609435261882,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.018267432389673065,
-                    "lucky jump": 1.2166865048117605,
-                    "min movement": 0.2571682659300756
-                },
-                "SchwefelSin": {
-                    "final loss": 0.5115417040434836,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2523183685107084,
-                    "average distance to final point": 0.07815902678479986,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.022864112561562386,
-                    "min movement": 0.25579841724105007
-                },
-                "Shubert": {
-                    "final loss": 0.15042733032923,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09935248870920337,
-                    "average distance to final point": 0.10974749803277663,
-                    "convergence": 0.18534122937640485,
-                    "oscillation": 0.04279019905776234,
-                    "lucky jump": 0.030202553175488544,
-                    "min movement": 0.2180149951585
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31901413511647503,
-                    "boundary violation": 0.007532104086051222,
-                    "final distance to global minimum": 1.2037949194983988,
-                    "average distance to final point": 0.16112466513634968,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03408613244884257,
-                    "min movement": 0.23461211816060298
-                },
-                "Weierstrass": {
-                    "final loss": 1.6843801643010168,
-                    "boundary violation": 0.169232773850755,
-                    "final distance to global minimum": 1.0975820273338144,
-                    "average distance to final point": 0.032653723861628396,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.019161635964697034,
-                    "lucky jump": 0.07127142199453966,
-                    "min movement": 0.29710366634093505,
-                    "final proximity": 2.532677129770783
-                }
-            }
-        },
-        "adatam": {
-            "error_rates": {
-                "Ackley": 2.1951837799238807,
-                "Cross-in-Tray": 2.986565787030158,
-                "Drop-Wave": 3.2452961917979284,
-                "EggHolder": 2.338147642565153,
-                "Gramacy & Lee 2D": 1.5399397537614212,
-                "Griewank": 0.5746127911396152,
-                "Langermann": 1.9044484783303721,
-                "Langermann 2": 2.8982986196841534,
-                "Lévy": 1.0732259343905448,
-                "Lévy 13": 0.8437651842011796,
-                "MixedMichalewiczSphere": 1.5416720468223146,
-                "Rastrigin": 0.5615052597580266,
-                "Rosenbrock": 1.3647375689031194,
-                "Schaffer 2": 2.7880381268461547,
-                "Schaffer 4": 0.7298385649859103,
-                "SchwefelSin": 2.4974196879304245,
-                "Shubert": 1.6514381920399224,
-                "Styblinski-Tang": 2.0232090482155973,
-                "Weierstrass": 2.2048745423922678
-            },
-            "weighted_error_rates": {
-                "Ackley": 3.2927756698858213,
-                "Cross-in-Tray": 1.493282893515079,
-                "Drop-Wave": 4.867944287696893,
-                "EggHolder": 1.8705181140521223,
-                "Gramacy & Lee 2D": 3.8498493844035533,
-                "Griewank": 0.8619191867094227,
-                "Langermann": 1.9044484783303721,
-                "Langermann 2": 2.318638895747323,
-                "Lévy": 1.0732259343905448,
-                "Lévy 13": 1.2656477763017695,
-                "MixedMichalewiczSphere": 2.3125080702334717,
-                "Rastrigin": 0.8422578896370398,
-                "Rosenbrock": 1.3647375689031194,
-                "Schaffer 2": 5.018468628323078,
-                "Schaffer 4": 1.3137094169746386,
-                "SchwefelSin": 1.9979357503443396,
-                "Shubert": 1.6514381920399224,
-                "Styblinski-Tang": 2.427850857858717,
-                "Weierstrass": 4.4097490847845355
-            },
-            "avg_error_rate": 1.840116694774639,
-            "weighted_avg_error_rate": 2.3229950568490403,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.0050600057592798,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6748776129719752,
-                    "average distance to final point": 0.10813035734641588,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02768674988638021,
-                    "min movement": 0.02986795460965819
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.5905626084321736,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9015865079161787,
-                    "average distance to final point": 0.14121486690517715,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.003640704426457693
-                },
-                "Drop-Wave": {
-                    "final loss": 1.646951060072406,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8425147214702182,
-                    "average distance to final point": 0.05580245633537339,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.039057060809511025,
-                    "min movement": 0.31140979376024847
-                },
-                "EggHolder": {
-                    "final loss": 0.7123694371905188,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5575933839048038,
-                    "average distance to final point": 0.12632816253816842,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.015120020444456522,
-                    "lucky jump": 0.577175539137034
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.40542682041651495,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.33780495031095625,
-                    "average distance to final point": 0.1110677406098402,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02482858422472785,
-                    "lucky jump": 0.3112505588492108
-                },
-                "Griewank": {
-                    "final loss": 0.04615164072206263,
-                    "boundary violation": 0.0016193990128754452,
-                    "final distance to global minimum": 0.10733337476486222,
-                    "average distance to final point": 0.1377671251845159,
-                    "convergence": 0.25653061981342756,
-                    "oscillation": 0.025210631641871265
-                },
-                "Langermann": {
-                    "final loss": 0.2969781696248768,
-                    "boundary violation": 0.0028082876332552855,
-                    "final distance to global minimum": 0.4698245175298283,
-                    "average distance to final point": 0.09401250413873302,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.017412493246062408,
-                    "lucky jump": 0.6738514068074449
-                },
-                "Langermann 2": {
-                    "final loss": 1.0817156190753863,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1682525931330998,
-                    "average distance to final point": 0.06638249806900998,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020755977271196612,
-                    "min movement": 0.21163083278528905
-                },
-                "Lévy": {
-                    "final loss": 0.13958800706499488,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.434911240044621,
-                    "average distance to final point": 0.14326384788137367,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005901740049383881
-                },
-                "Lévy 13": {
-                    "final loss": 0.06599844221376089,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2620903683830654,
-                    "average distance to final point": 0.16018598619473523,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005929288059446934
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.5596128889625138,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.47018345294937886,
-                    "average distance to final point": 0.09931896051258605,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014332067179354115,
-                    "min movement": 0.048663577868310444
-                },
-                "Rastrigin": {
-                    "final loss": 0.08005549361692252,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2471290882122719,
-                    "average distance to final point": 0.10047176338850404,
-                    "convergence": 0.11676850899644978,
-                    "oscillation": 0.017080405543878362
-                },
-                "Rosenbrock": {
-                    "final loss": 0.02817393538006042,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7788719999055507,
-                    "average distance to final point": 0.20813053426733708,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.23829873029708548,
-                    "boundary violation": 1.641758403218534,
-                    "final distance to global minimum": 0.23170048112077307,
-                    "average distance to final point": 0.3008174050276929,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.025902007831898104
-                },
-                "Schaffer 4": {
-                    "final loss": 0.0359160221347408,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1363423743023872,
-                    "average distance to final point": 0.19521615655902896,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.012802912639582114
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8092478771343343,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.65974047457482,
-                    "average distance to final point": 0.07210897580188139,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020434436604428775,
-                    "lucky jump": 0.5863268244647891
-                },
-                "Shubert": {
-                    "final loss": 0.9153139193147626,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.22904664841093775,
-                    "average distance to final point": 0.13776664218224918,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.019749882781801606
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833397782374795,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2032658719985838,
-                    "average distance to final point": 0.08887483859545732,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005621845958284695,
-                    "min movement": 0.05755141448935239
-                },
-                "Weierstrass": {
-                    "final loss": 0.9638932691702353,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6440954249546721,
-                    "average distance to final point": 0.17440405376855583,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.013009946936488345,
-                    "min movement": 0.05991074821214516
-                }
-            }
-        },
-        "emolynx": {
-            "error_rates": {
-                "Ackley": 1.7538376579980015,
-                "Cross-in-Tray": 1.7701859536036864,
-                "Drop-Wave": 1.9822012676799083,
-                "EggHolder": 2.425746713222053,
-                "Gramacy & Lee 2D": 2.0907225985865328,
-                "Griewank": 0.6181835105414828,
-                "Langermann": 2.4360841408145038,
-                "Langermann 2": 3.0385655223170085,
-                "Lévy": 1.721736637601646,
-                "Lévy 13": 0.5867192043088616,
-                "MixedMichalewiczSphere": 2.2304250739240277,
-                "Rastrigin": 1.2153282495732776,
-                "Rosenbrock": 0.7203901258676048,
-                "Schaffer 2": 1.6403709998763116,
-                "Schaffer 4": 1.4367388012790665,
-                "SchwefelSin": 2.148362040224018,
-                "Shubert": 2.0362456047471955,
-                "Styblinski-Tang": 0.5358905807073167,
-                "Weierstrass": 1.5437391750048777
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.630756486997002,
-                "Cross-in-Tray": 0.8850929768018432,
-                "Drop-Wave": 2.9733019015198625,
-                "EggHolder": 1.9405973705776427,
-                "Gramacy & Lee 2D": 5.226806496466332,
-                "Griewank": 0.9272752658122242,
-                "Langermann": 2.4360841408145038,
-                "Langermann 2": 2.430852417853607,
-                "Lévy": 1.721736637601646,
-                "Lévy 13": 0.8800788064632924,
-                "MixedMichalewiczSphere": 3.3456376108860413,
-                "Rastrigin": 1.8229923743599163,
-                "Rosenbrock": 0.7203901258676048,
-                "Schaffer 2": 2.952667799777361,
-                "Schaffer 4": 2.5861298423023196,
-                "SchwefelSin": 1.7186896321792144,
-                "Shubert": 2.0362456047471955,
-                "Styblinski-Tang": 0.64306869684878,
-                "Weierstrass": 3.0874783500097553
-            },
-            "avg_error_rate": 1.6806038872567044,
-            "weighted_avg_error_rate": 2.156099080941376,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.732644872075486,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.20305190872019702,
-                    "average distance to final point": 0.33521230459060763,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13336747326153955
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.9702490149422646,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1755957862296968,
-                    "average distance to final point": 0.15669868489064215,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.11808136819091163
-                },
-                "Drop-Wave": {
-                    "final loss": 0.7241862914139705,
-                    "boundary violation": 0.0909238429396998,
-                    "final distance to global minimum": 0.3409587642994168,
-                    "average distance to final point": 0.3267554389869214,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1498158306897285
-                },
-                "EggHolder": {
-                    "final loss": 0.9610998725278839,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7014086285653781,
-                    "average distance to final point": 0.21595521746336604,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13481729351344515,
-                    "min movement": 0.06290460180180912
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5347029536727562,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9476613730802593,
-                    "average distance to final point": 0.23423043739227842,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007028939819412133,
-                    "min movement": 0.017537795271655488
-                },
-                "Griewank": {
-                    "final loss": 0.09491793877095778,
-                    "boundary violation": 0.0007750713294848693,
-                    "final distance to global minimum": 0.19398962890984794,
-                    "average distance to final point": 0.15285213500721237,
-                    "convergence": 0.15379544965281847,
-                    "oscillation": 0.02185328687116138
-                },
-                "Langermann": {
-                    "final loss": 1.2219677691608015,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.48980846954465024,
-                    "average distance to final point": 0.14161537072164257,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13473181702953793,
-                    "min movement": 0.09839961500770036
-                },
-                "Langermann 2": {
-                    "final loss": 1.0934088210705575,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0840386447902715,
-                    "average distance to final point": 0.08091264068127617,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10957956651858042,
-                    "min movement": 0.3210647499061514
-                },
-                "Lévy": {
-                    "final loss": 0.08545515295748217,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2055695012575439,
-                    "average distance to final point": 0.23551109781300308,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.19981623253955338,
-                    "lucky jump": 0.6458235536838923
-                },
-                "Lévy 13": {
-                    "final loss": 0.056635604349363475,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.11757074786094009,
-                    "average distance to final point": 0.17378522790130663,
-                    "convergence": 0.11991449828236961,
-                    "oscillation": 0.11881312591488186
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.7523828012529461,
-                    "boundary violation": 0.01581387586128233,
-                    "final distance to global minimum": 0.7534256742070202,
-                    "average distance to final point": 0.23436069779296212,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.12488092545964548
-                },
-                "Rastrigin": {
-                    "final loss": 0.35696234614157796,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.13835883706725763,
-                    "average distance to final point": 0.22437203513662632,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.14607393187764459
-                },
-                "Rosenbrock": {
-                    "final loss": 0.006145082805192475,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.06625400583323443,
-                    "average distance to final point": 0.28438046553200924,
-                    "convergence": 0.32799534447019263,
-                    "oscillation": 0.035615227226975944
-                },
-                "Schaffer 2": {
-                    "final loss": 0.455511326724938,
-                    "boundary violation": 0.00928754624875988,
-                    "final distance to global minimum": 0.3744823768583876,
-                    "average distance to final point": 0.26870829992332124,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.18282035077073386
-                },
-                "Schaffer 4": {
-                    "final loss": 0.4724605871607359,
-                    "boundary violation": 0.004074683524313192,
-                    "final distance to global minimum": 0.45576914852491834,
-                    "average distance to final point": 0.20181575594132337,
-                    "convergence": 0.12389708621146318,
-                    "oscillation": 0.1787215399163125
-                },
-                "SchwefelSin": {
-                    "final loss": 0.6526394524827427,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5618105102259462,
-                    "average distance to final point": 0.28987012112628713,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.21622606981776482,
-                    "lucky jump": 0.07825478722110589
-                },
-                "Shubert": {
-                    "final loss": 0.9699014343349843,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2564600120658807,
-                    "average distance to final point": 0.11605970898577002,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.12024379403946325,
-                    "min movement": 0.22401955597092602
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.03562333728173474,
-                    "average distance to final point": 0.19669480764108893,
-                    "convergence": 0.22078133401995112,
-                    "oscillation": 0.0827911017645418
-                },
-                "Weierstrass": {
-                    "final loss": 0.632094427835785,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.26023836264008715,
-                    "average distance to final point": 0.1103950433961107,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1914502417827237
-                }
-            }
-        },
-        "adahessian": {
-            "error_rates": {
-                "Ackley": 1.1009717804557257,
-                "Cross-in-Tray": 1.6781917853100836,
-                "Drop-Wave": 1.9317900937448462,
-                "EggHolder": 1.3001675139938067,
-                "Gramacy & Lee 2D": 2.6251792994731087,
-                "Griewank": 0.459630047873669,
-                "Langermann": 1.3318326667126474,
-                "Langermann 2": 2.9490667713843073,
-                "Lévy": 3.3588389268033687,
-                "Lévy 13": 1.67453878307528,
-                "MixedMichalewiczSphere": 0.3699956656066083,
-                "Rastrigin": 2.02835177578312,
-                "Rosenbrock": 1.7606728277670547,
-                "Schaffer 2": 2.8529461975858132,
-                "Schaffer 4": 2.5330341626856643,
-                "SchwefelSin": 2.6478348648946666,
-                "Shubert": 0.5001688345382438,
-                "Styblinski-Tang": 2.067484913740256,
-                "Weierstrass": 10.087985193644787
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.6514576706835886,
-                "Cross-in-Tray": 0.8390958926550418,
-                "Drop-Wave": 2.8976851406172695,
-                "EggHolder": 1.0401340111950454,
-                "Gramacy & Lee 2D": 6.562948248682772,
-                "Griewank": 0.6894450718105035,
-                "Langermann": 1.3318326667126474,
-                "Langermann 2": 2.3592534171074457,
-                "Lévy": 3.3588389268033687,
-                "Lévy 13": 2.51180817461292,
-                "MixedMichalewiczSphere": 0.5549934984099124,
-                "Rastrigin": 3.0425276636746803,
-                "Rosenbrock": 1.7606728277670547,
-                "Schaffer 2": 5.135303155654464,
-                "Schaffer 4": 4.559461492834195,
-                "SchwefelSin": 2.118267891915733,
-                "Shubert": 0.5001688345382438,
-                "Styblinski-Tang": 2.480981896488307,
-                "Weierstrass": 20.175970387289574
-            },
-            "avg_error_rate": 2.276772742372266,
-            "weighted_avg_error_rate": 3.3458340457606717,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.3910639904728156,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24633188361578606,
-                    "average distance to final point": 0.090126694067012,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.023888112949940823
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.6227017101214503,
-                    "boundary violation": 0.012324997722476527,
-                    "final distance to global minimum": 0.27893723151734057,
-                    "average distance to final point": 0.1250318738743408,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008416595479574332,
-                    "lucky jump": 0.27140902852595206,
-                    "min movement": 0.009809248718777894
-                },
-                "Drop-Wave": {
-                    "final loss": 0.9831907523659971,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.42182531462049944,
-                    "average distance to final point": 0.09863458860624508,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.036212284411782855,
-                    "lucky jump": 0.03851091618228244,
-                    "min movement": 0.003855138207867759
-                },
-                "EggHolder": {
-                    "final loss": 0.5295735867384189,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.04349866467449863,
-                    "average distance to final point": 0.11806421058642723,
-                    "convergence": 0.11676850899644978,
-                    "oscillation": 0.016593874030447417,
-                    "lucky jump": 0.4756686689675649
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.6875837873151555,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1737800961184817,
-                    "average distance to final point": 0.07586395789557926,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.33839035879372076
-                },
-                "Griewank": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0011368892341073627,
-                    "final distance to global minimum": 0.07094589755238957,
-                    "average distance to final point": 0.175842277086714,
-                    "convergence": 0.17331676725154985,
-                    "oscillation": 0.03838821674890826
-                },
-                "Langermann": {
-                    "final loss": 0.3071359906749505,
-                    "boundary violation": 4.744682493962422e-05,
-                    "final distance to global minimum": 0.4965557521822233,
-                    "average distance to final point": 0.15817633824046598,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020356039439896768
-                },
-                "Langermann 2": {
-                    "final loss": 1.0944975290685872,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1574379524203275,
-                    "average distance to final point": 0.03666848196813424,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.013045505052813402,
-                    "min movement": 0.2978562035242733
-                },
-                "Lévy": {
-                    "final loss": 0.34586034498663726,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8778565268940028,
-                    "average distance to final point": 0.06647667341920278,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007379780008058319,
-                    "lucky jump": 1.5600459983986021,
-                    "min movement": 0.15165850374669415
-                },
-                "Lévy 13": {
-                    "final loss": 0.47283029889726913,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7668346020469403,
-                    "average distance to final point": 0.07637709056676167,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00893569221413793
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 4.748447265836373e-05,
-                    "final distance to global minimum": 0.021561224089371365,
-                    "average distance to final point": 0.12670582506708486,
-                    "convergence": 0.19572422247919108,
-                    "oscillation": 0.025956909498302583
-                },
-                "Rastrigin": {
-                    "final loss": 0.7539348190483554,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.790393142336347,
-                    "average distance to final point": 0.06178265931570573,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011079202453755151,
-                    "min movement": 0.06160085327878565
-                },
-                "Rosenbrock": {
-                    "final loss": 0.04892654240022805,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.033139290863832,
-                    "average distance to final point": 0.10005218043454016,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0007068113140874353,
-                    "min movement": 0.22828690340419588
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1343605749245387,
-                    "boundary violation": 0.028925334717044938,
-                    "final distance to global minimum": 0.9907305591586296,
-                    "average distance to final point": 0.07570884500878002,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011655144894962787,
-                    "min movement": 0.26200463953168585
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8189144792366695,
-                    "boundary violation": 0.0012338214009044429,
-                    "final distance to global minimum": 0.9988365772097053,
-                    "average distance to final point": 0.03899339529272656,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00822925825810535,
-                    "min movement": 0.31726553193738205
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992248773639934,
-                    "average distance to final point": 0.040662157750712954,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2740604393604896
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09016100683608583,
-                    "average distance to final point": 0.04935416776643542,
-                    "convergence": 0.1102359072622532,
-                    "oscillation": 0.0073712409035044685,
-                    "min movement": 0.24304651176996478
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183332793129564,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031998270474311,
-                    "average distance to final point": 0.06315424460224515,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.13323646342745193
-                },
-                "Weierstrass": {
-                    "final loss": 1.4312422101555715,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0228732306272197,
-                    "average distance to final point": 0.044155012660579675,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0016746875389405122,
-                    "min movement": 0.4224043448568661,
-                    "final proximity": 6.8160746084554376
-                }
-            }
-        },
-        "sophiah": {
-            "error_rates": {
-                "Ackley": 0.7177116740174904,
-                "Cross-in-Tray": 1.4517427380545012,
-                "Drop-Wave": 1.7672051843974061,
-                "EggHolder": 1.908737809226597,
-                "Gramacy & Lee 2D": 1.7209849373658581,
-                "Griewank": 0.6671411017910924,
-                "Langermann": 2.673241254147061,
-                "Langermann 2": 2.676248013246188,
-                "Lévy": 0.5465148463981654,
-                "Lévy 13": 0.6388649858960634,
-                "MixedMichalewiczSphere": 0.61104546368732,
-                "Rastrigin": 0.629895743458124,
-                "Rosenbrock": 0.519603653382842,
-                "Schaffer 2": 1.490924002668323,
-                "Schaffer 4": 1.3658594953697007,
-                "SchwefelSin": 2.4226378003969247,
-                "Shubert": 0.899336329824658,
-                "Styblinski-Tang": 0.5012349872737015,
-                "Weierstrass": 1.4812305610270187
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.0765675110262356,
-                "Cross-in-Tray": 0.7258713690272506,
-                "Drop-Wave": 2.650807776596109,
-                "EggHolder": 1.5269902473812778,
-                "Gramacy & Lee 2D": 4.302462343414645,
-                "Griewank": 1.0007116526866386,
-                "Langermann": 2.673241254147061,
-                "Langermann 2": 2.1409984105969504,
-                "Lévy": 0.5465148463981654,
-                "Lévy 13": 0.9582974788440952,
-                "MixedMichalewiczSphere": 0.9165681955309801,
-                "Rastrigin": 0.9448436151871861,
-                "Rosenbrock": 0.519603653382842,
-                "Schaffer 2": 2.6836632048029814,
-                "Schaffer 4": 2.4585470916654613,
-                "SchwefelSin": 1.9381102403175399,
-                "Shubert": 0.899336329824658,
-                "Styblinski-Tang": 0.6014819847284418,
-                "Weierstrass": 2.9624611220540373
-            },
-            "avg_error_rate": 1.2994821358752124,
-            "weighted_avg_error_rate": 1.6593199119796083,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.12638956916972136,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.04897552087593712,
-                    "average distance to final point": 0.19773104158846386,
-                    "convergence": 0.3178275349237888,
-                    "oscillation": 0.026788007459579165
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.814127159966857,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.19703643316626102,
-                    "average distance to final point": 0.19446359893770798,
-                    "convergence": 0.22623378867752034,
-                    "oscillation": 0.019881757306154896
-                },
-                "Drop-Wave": {
-                    "final loss": 0.7149559379721258,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.33418621610361854,
-                    "average distance to final point": 0.2748942232228003,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09360770774869019
-                },
-                "EggHolder": {
-                    "final loss": 0.7142525857610353,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5616142387624413,
-                    "average distance to final point": 0.24880653446514495,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.034503350887804096
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.47068561257282904,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6742139550724786,
-                    "average distance to final point": 0.19696793285931313,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02955633751106595
-                },
-                "Griewank": {
-                    "final loss": 0.04561614609178518,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07173167129715771,
-                    "average distance to final point": 0.21824292313157925,
-                    "convergence": 0.32497065582164747,
-                    "oscillation": 0.006579705448922728
-                },
-                "Langermann": {
-                    "final loss": 1.07474709874577,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8152845025823496,
-                    "average distance to final point": 0.20391221812806468,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05405243085401524,
-                    "min movement": 0.17568390448669086
-                },
-                "Langermann 2": {
-                    "final loss": 0.9495844749279355,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0177360547685441,
-                    "average distance to final point": 0.150823883770346,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0449397893541716,
-                    "min movement": 0.1636027110750193
-                },
-                "Lévy": {
-                    "final loss": 0.008356409238264091,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.06727475505885347,
-                    "average distance to final point": 0.19045159144084295,
-                    "convergence": 0.2804211119693833,
-                    "oscillation": 1.0978690821662506e-05
-                },
-                "Lévy 13": {
-                    "final loss": 0.05191186163466692,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1129733165764287,
-                    "average distance to final point": 0.2095233636310135,
-                    "convergence": 0.2487178854536281,
-                    "oscillation": 0.01573855860032611
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.011861075764249123,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.03404946435039256,
-                    "average distance to final point": 0.23221956586693002,
-                    "convergence": 0.3232809177664838,
-                    "oscillation": 0.009634439939264636
-                },
-                "Rastrigin": {
-                    "final loss": 0.08189097870563262,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.06350750759042481,
-                    "average distance to final point": 0.17333091502122056,
-                    "convergence": 0.2617675838833549,
-                    "oscillation": 0.049398758257491106
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0004587426620201435,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.040245192622413134,
-                    "average distance to final point": 0.24438226166346802,
-                    "convergence": 0.19033284996067973,
-                    "oscillation": 0.04418460647426096
-                },
-                "Schaffer 2": {
-                    "final loss": 0.266680918086287,
-                    "boundary violation": 0.275246144862391,
-                    "final distance to global minimum": 0.25347236758418273,
-                    "average distance to final point": 0.32604202064744064,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01992145213785039
-                },
-                "Schaffer 4": {
-                    "final loss": 0.358233294413942,
-                    "boundary violation": 0.021829742888500345,
-                    "final distance to global minimum": 0.35159550966576747,
-                    "average distance to final point": 0.27341706036009694,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011222788691222596
-                },
-                "SchwefelSin": {
-                    "final loss": 0.9976167929511806,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9426658541980664,
-                    "average distance to final point": 0.12369577894303951,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.009098274954466901
-                },
-                "Shubert": {
-                    "final loss": 0.06157880417357372,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08120641502526682,
-                    "average distance to final point": 0.2145178106781803,
-                    "convergence": 0.31230110626054364,
-                    "oscillation": 0.027949070758778064,
-                    "min movement": 0.20178312292831557
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.005524161696978769,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.05644807609292106,
-                    "average distance to final point": 0.2044362745680623,
-                    "convergence": 0.218939015319192,
-                    "oscillation": 0.01588745959654736
-                },
-                "Weierstrass": {
-                    "final loss": 0.6147861925847641,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.32059644857265757,
-                    "average distance to final point": 0.16079721103219258,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.035489609487233294
-                }
-            }
-        },
-        "ademamix": {
-            "error_rates": {
-                "Ackley": 1.2231202596632818,
-                "Cross-in-Tray": 2.030175229012358,
-                "Drop-Wave": 2.7553331411614828,
-                "EggHolder": 2.5038689834395407,
-                "Gramacy & Lee 2D": 1.805697472140939,
-                "Griewank": 0.610201255269959,
-                "Langermann": 1.3365169527056726,
-                "Langermann 2": 2.758845769345692,
-                "Lévy": 1.9363638703337194,
-                "Lévy 13": 0.4668314277771117,
-                "MixedMichalewiczSphere": 0.44070199476108707,
-                "Rastrigin": 1.023283825523744,
-                "Rosenbrock": 1.417992572058984,
-                "Schaffer 2": 1.8832433572177385,
-                "Schaffer 4": 1.1204376516745578,
-                "SchwefelSin": 2.6608205923070596,
-                "Shubert": 0.3826315605606477,
-                "Styblinski-Tang": 2.050596790019291,
-                "Weierstrass": 1.0709570963030925
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.8346803894949226,
-                "Cross-in-Tray": 1.015087614506179,
-                "Drop-Wave": 4.132999711742224,
-                "EggHolder": 2.0030951867516325,
-                "Gramacy & Lee 2D": 4.514243680352347,
-                "Griewank": 0.9153018829049386,
-                "Langermann": 1.3365169527056726,
-                "Langermann 2": 2.2070766154765535,
-                "Lévy": 1.9363638703337194,
-                "Lévy 13": 0.7002471416656675,
-                "MixedMichalewiczSphere": 0.6610529921416306,
-                "Rastrigin": 1.534925738285616,
-                "Rosenbrock": 1.417992572058984,
-                "Schaffer 2": 3.3898380429919293,
-                "Schaffer 4": 2.016787773014204,
-                "SchwefelSin": 2.128656473845648,
-                "Shubert": 0.3826315605606477,
-                "Styblinski-Tang": 2.460716148023149,
-                "Weierstrass": 2.141914192606185
-            },
-            "avg_error_rate": 1.5514536737513662,
-            "weighted_avg_error_rate": 1.9331646599716763,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.16909296201316945,
-                    "boundary violation": 0.005460744476357379,
-                    "final distance to global minimum": 0.058295582455048824,
-                    "average distance to final point": 0.1329256675155,
-                    "convergence": 0.18320508075688774,
-                    "oscillation": 0.047568540638064274,
-                    "lucky jump": 0.6265716818082543
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.0272417904782412,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4688767204432879,
-                    "average distance to final point": 0.1794039252229178,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005091693517739348
-                },
-                "Drop-Wave": {
-                    "final loss": 0.6997568345297506,
-                    "boundary violation": 0.4555727902396037,
-                    "final distance to global minimum": 0.33720363084749505,
-                    "average distance to final point": 0.14489751797860043,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0475980898937532,
-                    "lucky jump": 0.7207431783221081
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778439671362585,
-                    "average distance to final point": 0.04393982254782508,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010937249357428328,
-                    "min movement": 0.2819320693886524
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5052458819959987,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7824218352393096,
-                    "average distance to final point": 0.0773312608486673,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.025361679718354836,
-                    "lucky jump": 0.065775714988437
-                },
-                "Griewank": {
-                    "final loss": 0.09377096194749526,
-                    "boundary violation": 0.010072060353613497,
-                    "final distance to global minimum": 0.14015511247958284,
-                    "average distance to final point": 0.2119710100555767,
-                    "convergence": 0.1401640786499874,
-                    "oscillation": 0.014068031783703373
-                },
-                "Langermann": {
-                    "final loss": 0.13776825314055677,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2750104741237432,
-                    "average distance to final point": 0.10455965298891984,
-                    "convergence": 0.14284823243501688,
-                    "oscillation": 0.045309878567080415,
-                    "lucky jump": 0.6310204614503554
-                },
-                "Langermann 2": {
-                    "final loss": 0.9762728877066903,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0444053687821895,
-                    "average distance to final point": 0.04423932900563564,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.028796037518895916,
-                    "min movement": 0.3155710469821094
-                },
-                "Lévy": {
-                    "final loss": 0.3363042415831199,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636434761268489,
-                    "average distance to final point": 0.10699203627918595,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008384150683727226,
-                    "lucky jump": 0.27147886631066637
-                },
-                "Lévy 13": {
-                    "final loss": 0.018810410503472954,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.11798506127011935,
-                    "average distance to final point": 0.10885893191631431,
-                    "convergence": 0.18745668507580118,
-                    "oscillation": 0.03372033901140385
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.028621629523816472,
-                    "final distance to global minimum": 0.020013329639428194,
-                    "average distance to final point": 0.13535163076313297,
-                    "convergence": 0.2368274503258795,
-                    "oscillation": 0.019887954508829922
-                },
-                "Rastrigin": {
-                    "final loss": 0.16414898904145853,
-                    "boundary violation": 0.009545628277341057,
-                    "final distance to global minimum": 0.3599145212990684,
-                    "average distance to final point": 0.11361451524499344,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.026499072310711348
-                },
-                "Rosenbrock": {
-                    "final loss": 0.025132188758435522,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7597124947435073,
-                    "average distance to final point": 0.2835867892068702,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.809497431295002,
-                    "boundary violation": 0.10763509233627912,
-                    "final distance to global minimum": 0.28382381641705523,
-                    "average distance to final point": 0.3124650932608947,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020260824558336187
-                },
-                "Schaffer 4": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.36900625484809274,
-                    "final distance to global minimum": 0.10687968776734816,
-                    "average distance to final point": 0.3034769902103078,
-                    "convergence": 0.3206994505907158,
-                    "oscillation": 0.020375268258093028
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843263403433406,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992193469211768,
-                    "average distance to final point": 0.034553795170369425,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.29316001052200136
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08644453760873519,
-                    "average distance to final point": 0.11609000394312674,
-                    "convergence": 0.14284823243501688,
-                    "oscillation": 0.03724878657376889
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183332793129564,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.203083556917581,
-                    "average distance to final point": 0.06955410226094016,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0030200613908452985,
-                    "min movement": 0.1070446907867967
-                },
-                "Weierstrass": {
-                    "final loss": 0.2957859281072737,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.15669374421330537,
-                    "average distance to final point": 0.259107687029365,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00980863760297732
-                }
-            }
-        },
-        "kron": {
-            "error_rates": {
-                "Ackley": 0.7809262923211567,
-                "Cross-in-Tray": 0.9261633134250785,
-                "Drop-Wave": 0.9034438031484615,
-                "EggHolder": 1.0961946337189774,
-                "Gramacy & Lee 2D": 1.699862884864405,
-                "Griewank": 0.7420963508865748,
-                "Langermann": 1.0846076531200706,
-                "Langermann 2": 1.9833263906351923,
-                "Lévy": 0.7070464761010781,
-                "Lévy 13": 0.6033847548015581,
-                "MixedMichalewiczSphere": 0.5897091009036618,
-                "Rastrigin": 0.8579017401319904,
-                "Rosenbrock": 0.6248351574823999,
-                "Schaffer 2": 2.735514838858265,
-                "Schaffer 4": 2.5557933554940457,
-                "SchwefelSin": 1.9199166606199474,
-                "Shubert": 0.9702099746978051,
-                "Styblinski-Tang": 2.138620634945125,
-                "Weierstrass": 1.0034514684754063
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.1713894384817352,
-                "Cross-in-Tray": 0.46308165671253926,
-                "Drop-Wave": 1.3551657047226922,
-                "EggHolder": 0.876955706975182,
-                "Gramacy & Lee 2D": 4.249657212161012,
-                "Griewank": 1.113144526329862,
-                "Langermann": 1.0846076531200706,
-                "Langermann 2": 1.586661112508154,
-                "Lévy": 0.7070464761010781,
-                "Lévy 13": 0.9050771322023371,
-                "MixedMichalewiczSphere": 0.8845636513554926,
-                "Rastrigin": 1.2868526101979856,
-                "Rosenbrock": 0.6248351574823999,
-                "Schaffer 2": 4.923926709944877,
-                "Schaffer 4": 4.600428039889282,
-                "SchwefelSin": 1.535933328495958,
-                "Shubert": 0.9702099746978051,
-                "Styblinski-Tang": 2.56634476193415,
-                "Weierstrass": 2.0069029369508127
-            },
-            "avg_error_rate": 1.2591055518226948,
-            "weighted_avg_error_rate": 1.7322517784349172,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.17598463254153993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.05960825380868985,
-                    "average distance to final point": 0.20256440251232702,
-                    "convergence": 0.25855491105868406,
-                    "oscillation": 0.08421409239991587
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.33052203116013534,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.10429826426899645,
-                    "average distance to final point": 0.21373818642007883,
-                    "convergence": 0.19572422247919108,
-                    "oscillation": 0.08188060909667684
-                },
-                "Drop-Wave": {
-                    "final loss": 0.3763766454947194,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.06492130993532691,
-                    "average distance to final point": 0.20235129009616376,
-                    "convergence": 0.16991182163263766,
-                    "oscillation": 0.08988273598961383
-                },
-                "EggHolder": {
-                    "final loss": 0.5307416856548918,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.06157161594934048,
-                    "average distance to final point": 0.24105192553369453,
-                    "convergence": 0.23508902300206647,
-                    "oscillation": 0.02774038357898414
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.6259355855833365,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3047980749564517,
-                    "average distance to final point": 0.3330085769814182,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08655954799302748
-                },
-                "Griewank": {
-                    "final loss": 0.08680602072254864,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.11042472456398335,
-                    "average distance to final point": 0.2481006152941512,
-                    "convergence": 0.2613677324489565,
-                    "oscillation": 0.03539725785693508
-                },
-                "Langermann": {
-                    "final loss": 0.22518943915638112,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.11251274220643281,
-                    "average distance to final point": 0.29990701557498506,
-                    "convergence": 0.3418386676965933,
-                    "oscillation": 0.10515978848567814
-                },
-                "Langermann 2": {
-                    "final loss": 0.8205323225894585,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4042807853154241,
-                    "average distance to final point": 0.306029887185021,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10292229619511757
-                },
-                "Lévy": {
-                    "final loss": 0.01649237139346606,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08487954431095057,
-                    "average distance to final point": 0.2657899896519338,
-                    "convergence": 0.2804211119693833,
-                    "oscillation": 0.05946345877534427
-                },
-                "Lévy 13": {
-                    "final loss": 0.04496466822331546,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.10273754554255891,
-                    "average distance to final point": 0.20805130165525104,
-                    "convergence": 0.218939015319192,
-                    "oscillation": 0.02869222406124061
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.005866748990158128,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.01933114909599266,
-                    "average distance to final point": 0.22721455546040062,
-                    "convergence": 0.2804211119693833,
-                    "oscillation": 0.056875535387727126
-                },
-                "Rastrigin": {
-                    "final loss": 0.20193731011970364,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.10006232815353815,
-                    "average distance to final point": 0.22658207970447175,
-                    "convergence": 0.21708378687080318,
-                    "oscillation": 0.11223623528347366
-                },
-                "Rosenbrock": {
-                    "final loss": 0.00996197171375416,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.11585283683584964,
-                    "average distance to final point": 0.2694872992641251,
-                    "convergence": 0.16818719422671313,
-                    "oscillation": 0.061345855441957836
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1378290854665203,
-                    "boundary violation": 0.017886448275249447,
-                    "final distance to global minimum": 0.8848745062268601,
-                    "average distance to final point": 0.1468715468815063,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0383170007231295,
-                    "min movement": 0.1601751519348274
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8227381078317819,
-                    "boundary violation": 0.01820113939200163,
-                    "final distance to global minimum": 0.9713910601168617,
-                    "average distance to final point": 0.09237842377982829,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.040973919702063974,
-                    "min movement": 0.2605496053213371
-                },
-                "SchwefelSin": {
-                    "final loss": 0.6499472740368152,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.577744632615038,
-                    "average distance to final point": 0.32187908913060614,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020784565487316872
-                },
-                "Shubert": {
-                    "final loss": 0.1724357169634706,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07509427834148762,
-                    "average distance to final point": 0.16946000854218318,
-                    "convergence": 0.2908607860979129,
-                    "oscillation": 0.10572886337930952,
-                    "min movement": 0.15663032137344127
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.20314189215954,
-                    "average distance to final point": 0.03282812595471997,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2347562871860827
-                },
-                "Weierstrass": {
-                    "final loss": 0.2281844924958704,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.14000948112152015,
-                    "average distance to final point": 0.23795418578042407,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04774220972742039
-                }
-            }
-        },
-        "emonavi": {
-            "error_rates": {
-                "Ackley": 0.5517489051377155,
-                "Cross-in-Tray": 1.0765379334158474,
-                "Drop-Wave": 2.1381306761528456,
-                "EggHolder": 2.143370389917408,
-                "Gramacy & Lee 2D": 1.6194250360596494,
-                "Griewank": 0.5076896023775577,
-                "Langermann": 1.0049134246629425,
-                "Langermann 2": 0.9572722435373792,
-                "Lévy": 0.3254409711340287,
-                "Lévy 13": 0.3918306983228868,
-                "MixedMichalewiczSphere": 0.3492542617981086,
-                "Rastrigin": 0.7641319530988202,
-                "Rosenbrock": 1.4796879311795124,
-                "Schaffer 2": 1.06291215578013,
-                "Schaffer 4": 0.7722706251750526,
-                "SchwefelSin": 2.61480993622764,
-                "Shubert": 0.4091746090112328,
-                "Styblinski-Tang": 2.0075714379387226,
-                "Weierstrass": 1.1990907728224567
-            },
-            "weighted_error_rates": {
-                "Ackley": 0.8276233577065732,
-                "Cross-in-Tray": 0.5382689667079237,
-                "Drop-Wave": 3.207196014229268,
-                "EggHolder": 1.7146963119339267,
-                "Gramacy & Lee 2D": 4.048562590149124,
-                "Griewank": 0.7615344035663365,
-                "Langermann": 1.0049134246629425,
-                "Langermann 2": 0.7658177948299034,
-                "Lévy": 0.3254409711340287,
-                "Lévy 13": 0.5877460474843302,
-                "MixedMichalewiczSphere": 0.5238813926971628,
-                "Rastrigin": 1.1461979296482303,
-                "Rosenbrock": 1.4796879311795124,
-                "Schaffer 2": 1.913241880404234,
-                "Schaffer 4": 1.3900871253150948,
-                "SchwefelSin": 2.091847948982112,
-                "Shubert": 0.4091746090112328,
-                "Styblinski-Tang": 2.409085725526467,
-                "Weierstrass": 2.3981815456449134
-            },
-            "avg_error_rate": 1.1250138717763125,
-            "weighted_avg_error_rate": 1.4496413668849113,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.10439962300881574,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.043500831379177936,
-                    "average distance to final point": 0.15273553256556097,
-                    "convergence": 0.2095273049389239,
-                    "oscillation": 0.04158561324523692
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.41971766798736987,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.19213174862640856,
-                    "average distance to final point": 0.1110351871040558,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0040922303478418435
-                },
-                "Drop-Wave": {
-                    "final loss": 0.9831907523659971,
-                    "boundary violation": 0.005967535767569307,
-                    "final distance to global minimum": 0.4218029351778144,
-                    "average distance to final point": 0.09844957049916739,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.045343006783713766,
-                    "lucky jump": 0.23381577620841248
-                },
-                "EggHolder": {
-                    "final loss": 0.6794505857782647,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.43486293958598626,
-                    "average distance to final point": 0.12237925775121107,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02795003318255649,
-                    "lucky jump": 0.5291664742692186
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.41463660604026764,
-                    "boundary violation": 0.026945025928457513,
-                    "final distance to global minimum": 0.5357314664959918,
-                    "average distance to final point": 0.1534010242398281,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04464497239144491,
-                    "lucky jump": 0.09450484161348832
-                },
-                "Griewank": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07106709072863486,
-                    "average distance to final point": 0.1652129978388756,
-                    "convergence": 0.2491340034577409,
-                    "oscillation": 0.0222755103523063
-                },
-                "Langermann": {
-                    "final loss": 0.07032955389830356,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3387434953128134,
-                    "average distance to final point": 0.07922642115156511,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.021036659913654696,
-                    "lucky jump": 0.14601619503643448
-                },
-                "Langermann 2": {
-                    "final loss": 0.44018216279906,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.27787364388639063,
-                    "average distance to final point": 0.10782478790722101,
-                    "convergence": 0.1102359072622532,
-                    "oscillation": 0.021155741682454366
-                },
-                "Lévy": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.011935095818432129,
-                    "average distance to final point": 0.1260491902397954,
-                    "convergence": 0.18745668507580118,
-                    "oscillation": 0.0
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.03804014054822821,
-                    "average distance to final point": 0.1158839552304465,
-                    "convergence": 0.14548880187520585,
-                    "oscillation": 0.03284997290441526,
-                    "lucky jump": 0.05956782776459094
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.021879624587368765,
-                    "average distance to final point": 0.1223570973718379,
-                    "convergence": 0.19368529694616646,
-                    "oscillation": 0.01133224289273551
-                },
-                "Rastrigin": {
-                    "final loss": 0.08004346074215876,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24728312031861413,
-                    "average distance to final point": 0.08724427268787603,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Rosenbrock": {
-                    "final loss": 0.03723399801961016,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8435100632880044,
-                    "average distance to final point": 0.1787468640899806,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.07063590643174619
-                },
-                "Schaffer 2": {
-                    "final loss": 0.011777129453242226,
-                    "boundary violation": 0.07307777973879989,
-                    "final distance to global minimum": 0.05675005142881436,
-                    "average distance to final point": 0.12075993360460739,
-                    "convergence": 0.1511553843518929,
-                    "oscillation": 0.011246613729571218,
-                    "lucky jump": 0.638145263473202
-                },
-                "Schaffer 4": {
-                    "final loss": 0.10165305752981724,
-                    "boundary violation": 0.01676864895732491,
-                    "final distance to global minimum": 0.1934818831491465,
-                    "average distance to final point": 0.21692170280703427,
-                    "convergence": 0.2211482753224387,
-                    "oscillation": 0.02229705740929106
-                },
-                "SchwefelSin": {
-                    "final loss": 0.9418655267588557,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8182983985621323,
-                    "average distance to final point": 0.06557472232583539,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.016065522771861844,
-                    "lucky jump": 0.3434744159314753,
-                    "min movement": 0.07997025052730802
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08607191948975809,
-                    "average distance to final point": 0.039123489182526686,
-                    "convergence": 0.05884613803007369,
-                    "oscillation": 0.027608475236049642,
-                    "min movement": 0.19752458707282472
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833335284046377,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031715468409372,
-                    "average distance to final point": 0.08248991257956437,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.05401552632758632
-                },
-                "Weierstrass": {
-                    "final loss": 0.41307431276325507,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1811584151768758,
-                    "average distance to final point": 0.24936986664202138,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005927078890133169
-                }
-            }
-        },
-        "ranger21": {
-            "error_rates": {
-                "Ackley": 0.8672846656562303,
-                "Cross-in-Tray": 0.5918809402103274,
-                "Drop-Wave": 0.8420605947001258,
-                "EggHolder": 2.8438285658563505,
-                "Gramacy & Lee 2D": 1.7901803573274704,
-                "Griewank": 0.5493310655918732,
-                "Langermann": 1.3956884788085753,
-                "Langermann 2": 2.2828563273919316,
-                "Lévy": 3.0529261609837013,
-                "Lévy 13": 0.7388171197365604,
-                "MixedMichalewiczSphere": 0.6011748501024865,
-                "Rastrigin": 0.5001512667487858,
-                "Rosenbrock": 1.866308807520209,
-                "Schaffer 2": 2.7898578121325803,
-                "Schaffer 4": 2.5372128273603036,
-                "SchwefelSin": 2.743295065296598,
-                "Shubert": 0.8513093695447352,
-                "Styblinski-Tang": 2.2117950348399473,
-                "Weierstrass": 1.6059293790142852
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.3009269984843455,
-                "Cross-in-Tray": 0.2959404701051637,
-                "Drop-Wave": 1.2630908920501889,
-                "EggHolder": 2.2750628526850805,
-                "Gramacy & Lee 2D": 4.475450893318676,
-                "Griewank": 0.8239965983878097,
-                "Langermann": 1.3956884788085753,
-                "Langermann 2": 1.8262850619135453,
-                "Lévy": 3.0529261609837013,
-                "Lévy 13": 1.1082256796048406,
-                "MixedMichalewiczSphere": 0.9017622751537298,
-                "Rastrigin": 0.7502269001231787,
-                "Rosenbrock": 1.866308807520209,
-                "Schaffer 2": 5.021744061838644,
-                "Schaffer 4": 4.566983089248547,
-                "SchwefelSin": 2.1946360522372785,
-                "Shubert": 0.8513093695447352,
-                "Styblinski-Tang": 2.654154041807937,
-                "Weierstrass": 3.2118587580285705
-            },
-            "avg_error_rate": 1.6137836152012146,
-            "weighted_avg_error_rate": 2.0966619706234084,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.014414786003763565,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.009015423757029175,
-                    "average distance to final point": 0.15231770512067333,
-                    "convergence": 0.18955210486664983,
-                    "oscillation": 0.09729312016490332,
-                    "lucky jump": 0.4046915257432111
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.017690106477778137,
-                    "average distance to final point": 0.1840570738092457,
-                    "convergence": 0.28343476287477265,
-                    "oscillation": 0.1066989970485309
-                },
-                "Drop-Wave": {
-                    "final loss": 0.010107102522703876,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.010943132663852606,
-                    "average distance to final point": 0.14149938699151157,
-                    "convergence": 0.22078133401995112,
-                    "oscillation": 0.11134897684279617,
-                    "lucky jump": 0.3473806616593106
-                },
-                "EggHolder": {
-                    "final loss": 1.0921790655536114,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7976096499110009,
-                    "average distance to final point": 0.1638960322964286,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1289510981350469,
-                    "lucky jump": 0.0667834909821668,
-                    "min movement": 0.2448481296279248
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.4786655003929978,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6361343633568874,
-                    "average distance to final point": 0.19574443734270955,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13007495688470444
-                },
-                "Griewank": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0027036886035648,
-                    "average distance to final point": 0.20513820209541941,
-                    "convergence": 0.244102781024871,
-                    "oscillation": 0.09738639386801794
-                },
-                "Langermann": {
-                    "final loss": 0.1334319461549184,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3849604236286654,
-                    "average distance to final point": 0.18382914186610724,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1395363697518047,
-                    "lucky jump": 0.2043694980569084
-                },
-                "Langermann 2": {
-                    "final loss": 0.5839907440955794,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8595270791343991,
-                    "average distance to final point": 0.1523047636977368,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1228762184709634,
-                    "min movement": 0.21459642264308176
-                },
-                "Lévy": {
-                    "final loss": 0.39948529411818035,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9570411729680014,
-                    "average distance to final point": 0.11804950981214729,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.2025078984815683,
-                    "lucky jump": 0.7767281877813852,
-                    "min movement": 0.24955299847224754
-                },
-                "Lévy 13": {
-                    "final loss": 0.018612955387849593,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.13981102692223404,
-                    "average distance to final point": 0.2146208705164542,
-                    "convergence": 0.27431554614680365,
-                    "oscillation": 0.09145672076321884
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.012058342256842363,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.030951988926215413,
-                    "average distance to final point": 0.19578848439497878,
-                    "convergence": 0.22980943922860553,
-                    "oscillation": 0.13256659529584447
-                },
-                "Rastrigin": {
-                    "final loss": 0.0037118639955161744,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.013417854315880563,
-                    "average distance to final point": 0.16904928424978283,
-                    "convergence": 0.22802737008006194,
-                    "oscillation": 0.08594489410754433
-                },
-                "Rosenbrock": {
-                    "final loss": 0.05007522202441568,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0608056207954886,
-                    "average distance to final point": 0.08303205196448761,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01559869169708837,
-                    "min movement": 0.3072361216885578
-                },
-                "Schaffer 2": {
-                    "final loss": 1.0916370340087718,
-                    "boundary violation": 0.02217699871699706,
-                    "final distance to global minimum": 0.8609241576667255,
-                    "average distance to final point": 0.14308658013342032,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09384000330528412,
-                    "lucky jump": 0.008810351145884817,
-                    "min movement": 0.2198215878053255
-                },
-                "Schaffer 4": {
-                    "final loss": 0.7998137223987238,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8924963134793908,
-                    "average distance to final point": 0.13864126739547603,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0885813680849338,
-                    "min movement": 0.2681190566516079
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843264388914184,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099217651454051,
-                    "average distance to final point": 0.059700280108303055,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02886720022366342,
-                    "min movement": 0.3216223952689911
-                },
-                "Shubert": {
-                    "final loss": 0.011162956039247445,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08553380907009682,
-                    "average distance to final point": 0.1535645848343032,
-                    "convergence": 0.28493214231600283,
-                    "oscillation": 0.12566173770150332,
-                    "min movement": 0.1904541395835816
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031149410995405,
-                    "average distance to final point": 0.08454298470731338,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04279427126869025,
-                    "min movement": 0.21344850811962116
-                },
-                "Weierstrass": {
-                    "final loss": 0.5309924990970945,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.389071944562576,
-                    "average distance to final point": 0.2302525138811983,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10605132212324529
-                }
-            }
-        },
-        "adai": {
-            "error_rates": {
-                "Ackley": 1.0265751732738764,
-                "Cross-in-Tray": 2.50772273593574,
-                "Drop-Wave": 3.112611483185166,
-                "EggHolder": 5.232110132922449,
-                "Gramacy & Lee 2D": 1.6844926851542763,
-                "Griewank": 2.1183770356950054,
-                "Langermann": 1.9707218907482915,
-                "Langermann 2": 2.943584449098206,
-                "Lévy": 2.966118187338616,
-                "Lévy 13": 1.434114261489028,
-                "MixedMichalewiczSphere": 0.3273015880284434,
-                "Rastrigin": 1.1549905375200293,
-                "Rosenbrock": 1.7584463217323563,
-                "Schaffer 2": 2.6522508497828223,
-                "Schaffer 4": 1.9743170596511646,
-                "SchwefelSin": 2.6706867343440894,
-                "Shubert": 1.8521898248146456,
-                "Styblinski-Tang": 2.1000107427069965,
-                "Weierstrass": 1.6595200965794112
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.5398627599108146,
-                "Cross-in-Tray": 1.25386136796787,
-                "Drop-Wave": 4.668917224777749,
-                "EggHolder": 4.185688106337959,
-                "Gramacy & Lee 2D": 4.211231712885691,
-                "Griewank": 3.1775655535425082,
-                "Langermann": 1.9707218907482915,
-                "Langermann 2": 2.354867559278565,
-                "Lévy": 2.966118187338616,
-                "Lévy 13": 2.1511713922335423,
-                "MixedMichalewiczSphere": 0.4909523820426651,
-                "Rastrigin": 1.7324858062800441,
-                "Rosenbrock": 1.7584463217323563,
-                "Schaffer 2": 4.77405152960908,
-                "Schaffer 4": 3.553770707372096,
-                "SchwefelSin": 2.1365493874752715,
-                "Shubert": 1.8521898248146456,
-                "Styblinski-Tang": 2.520012891248396,
-                "Weierstrass": 3.3190401931588225
-            },
-            "avg_error_rate": 2.1655864100000324,
-            "weighted_avg_error_rate": 2.664079199934473,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.20017410828948465,
-                    "boundary violation": 0.14545613392891457,
-                    "final distance to global minimum": 0.06431575804343627,
-                    "average distance to final point": 0.2264339889107163,
-                    "convergence": 0.23508902300206647,
-                    "oscillation": 0.04573215593768452,
-                    "lucky jump": 0.10937400516157368
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.3671705411436947,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6888361054565219,
-                    "average distance to final point": 0.06427505629943671,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020611736315279006,
-                    "lucky jump": 0.017268197370636795
-                },
-                "Drop-Wave": {
-                    "final loss": 1.575552405509594,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7385641569732209,
-                    "average distance to final point": 0.05092508647682939,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05431291329799572,
-                    "lucky jump": 0.11198162869236994,
-                    "min movement": 0.2317141928849844
-                },
-                "EggHolder": {
-                    "final loss": 1.1364095869836612,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8344531948616845,
-                    "average distance to final point": 0.03422386048348251,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007291479726089725,
-                    "min movement": 0.33865823242339704,
-                    "final proximity": 2.5315126790939626
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.48295807582052613,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.617546145295219,
-                    "average distance to final point": 0.09435441248421872,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027653242165237322,
-                    "lucky jump": 0.11241971003890362
-                },
-                "Griewank": {
-                    "final loss": 0.6751657419276682,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7330923433663605,
-                    "average distance to final point": 0.16846699939119752,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.19209085165960801
-                },
-                "Langermann": {
-                    "final loss": 0.8059196903792267,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6136035896732159,
-                    "average distance to final point": 0.10569774424186257,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02867858551619243,
-                    "lucky jump": 0.06726118158762276
-                },
-                "Langermann 2": {
-                    "final loss": 1.0919061567866453,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1449098550657606,
-                    "average distance to final point": 0.0299904764714946,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.003205185247249566,
-                    "min movement": 0.32401167617688503
-                },
-                "Lévy": {
-                    "final loss": 0.3462941550759677,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8796081095670351,
-                    "average distance to final point": 0.06301870479090979,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007106098364192979,
-                    "lucky jump": 1.1732258414912833,
-                    "min movement": 0.14730417869905615
-                },
-                "Lévy 13": {
-                    "final loss": 0.2866949201211451,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5875980457879194,
-                    "average distance to final point": 0.19473081963748493,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.015529376592307572
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.004684373615883723,
-                    "boundary violation": 0.00012668986189163622,
-                    "final distance to global minimum": 0.015330571873244504,
-                    "average distance to final point": 0.1254557084177343,
-                    "convergence": 0.16760892959528875,
-                    "oscillation": 0.014095314664400426
-                },
-                "Rastrigin": {
-                    "final loss": 0.2522989271605809,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.45062414625492403,
-                    "average distance to final point": 0.07671833600681409,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0161733860382737,
-                    "min movement": 0.00961464270926507
-                },
-                "Rosenbrock": {
-                    "final loss": 0.04891568017746136,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0328230759996955,
-                    "average distance to final point": 0.060096795933952625,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 9.9413122040434e-05,
-                    "min movement": 0.26695025714903514
-                },
-                "Schaffer 2": {
-                    "final loss": 1.0357540738834936,
-                    "boundary violation": 0.07002055484294574,
-                    "final distance to global minimum": 0.755932464035651,
-                    "average distance to final point": 0.20701376640860195,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.021023111937619788,
-                    "min movement": 0.21294577932433909
-                },
-                "Schaffer 4": {
-                    "final loss": 1.1449584213817643,
-                    "boundary violation": 0.08988816538722855,
-                    "final distance to global minimum": 0.050706310378688405,
-                    "average distance to final point": 0.32993322613899867,
-                    "convergence": 0.3414490841441765,
-                    "oscillation": 0.01738185222030803
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843263403433406,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992224149058443,
-                    "average distance to final point": 0.04001530029514075,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2975615794495925
-                },
-                "Shubert": {
-                    "final loss": 1.001955063720257,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3138558612583583,
-                    "average distance to final point": 0.09384917142118239,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03902446182741939,
-                    "min movement": 0.05394416723725714
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183332793129564,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2030846207948835,
-                    "average distance to final point": 0.05592646655969706,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.000860882808561495,
-                    "min movement": 0.1722443938807272
-                },
-                "Weierstrass": {
-                    "final loss": 0.6268699159069491,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3104818246350723,
-                    "average distance to final point": 0.28906959674499677,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.013786557883439772,
-                    "lucky jump": 0.0697511020587823
-                }
-            }
-        },
-        "spam": {
-            "error_rates": {
-                "Ackley": 1.4666491692561,
-                "Cross-in-Tray": 1.4910043641912523,
-                "Drop-Wave": 2.0074975976552296,
-                "EggHolder": 2.5038280599585874,
-                "Gramacy & Lee 2D": 1.8041249680820821,
-                "Griewank": 0.6144255574324164,
-                "Langermann": 1.6753958544338943,
-                "Langermann 2": 2.897547022002996,
-                "Lévy": 1.9325439093599721,
-                "Lévy 13": 0.3906306355626205,
-                "MixedMichalewiczSphere": 0.40643624193096684,
-                "Rastrigin": 1.0338744693520479,
-                "Rosenbrock": 1.4352219726959174,
-                "Schaffer 2": 1.1933394836141227,
-                "Schaffer 4": 0.979719890418475,
-                "SchwefelSin": 2.6606714588800933,
-                "Shubert": 0.35395427475763297,
-                "Styblinski-Tang": 2.0511405822525974,
-                "Weierstrass": 0.9169979070388317
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.1999737538841497,
-                "Cross-in-Tray": 0.7455021820956261,
-                "Drop-Wave": 3.0112463964828446,
-                "EggHolder": 2.00306244796687,
-                "Gramacy & Lee 2D": 4.510312420205206,
-                "Griewank": 0.9216383361486247,
-                "Langermann": 1.6753958544338943,
-                "Langermann 2": 2.318037617602397,
-                "Lévy": 1.9325439093599721,
-                "Lévy 13": 0.5859459533439307,
-                "MixedMichalewiczSphere": 0.6096543628964503,
-                "Rastrigin": 1.5508117040280718,
-                "Rosenbrock": 1.4352219726959174,
-                "Schaffer 2": 2.148011070505421,
-                "Schaffer 4": 1.763495802753255,
-                "SchwefelSin": 2.1285371671040747,
-                "Shubert": 0.35395427475763297,
-                "Styblinski-Tang": 2.461368698703117,
-                "Weierstrass": 1.8339958140776633
-            },
-            "avg_error_rate": 1.463947548361886,
-            "weighted_avg_error_rate": 1.7994057757392166,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.6013642555395076,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.38286269862521516,
-                    "average distance to final point": 0.1014429025961291,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03141821314507696
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.6843387016852996,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.29821404559347586,
-                    "average distance to final point": 0.15475479641526096,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004135721147044559
-                },
-                "Drop-Wave": {
-                    "final loss": 0.9831916813854811,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.42178553827661114,
-                    "average distance to final point": 0.09499228183959821,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03936651093965875,
-                    "lucky jump": 0.11473985584134029,
-                    "min movement": 0.003860630022369015
-                },
-                "EggHolder": {
-                    "final loss": 1.0396548207323137,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778615978764333,
-                    "average distance to final point": 0.043904446460367584,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010803393937733023,
-                    "min movement": 0.2820427016015681
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5052455144283983,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7823481139175301,
-                    "average distance to final point": 0.07706401224748613,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02579477014282794,
-                    "lucky jump": 0.06337609054467311,
-                    "min movement": 0.0007353674509950071
-                },
-                "Griewank": {
-                    "final loss": 0.04826278678181937,
-                    "boundary violation": 0.00032307375238955653,
-                    "final distance to global minimum": 0.18643907129508783,
-                    "average distance to final point": 0.1992159202437184,
-                    "convergence": 0.16991182163263766,
-                    "oscillation": 0.010272883726763663
-                },
-                "Langermann": {
-                    "final loss": 0.2385694009000293,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.48811654305721647,
-                    "average distance to final point": 0.1139993936991865,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02743638286117256,
-                    "lucky jump": 0.45771303456611834
-                },
-                "Langermann 2": {
-                    "final loss": 1.066511311878821,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.104195650211857,
-                    "average distance to final point": 0.05407146673565404,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01366478723531003,
-                    "min movement": 0.3095427065911825
-                },
-                "Lévy": {
-                    "final loss": 0.336296838892931,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636281666496937,
-                    "average distance to final point": 0.10413545828412335,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0056625059122324805,
-                    "lucky jump": 0.27325984027082034
-                },
-                "Lévy 13": {
-                    "final loss": 0.0013515257477370029,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.044971754545284105,
-                    "average distance to final point": 0.11504530863964582,
-                    "convergence": 0.20760255356284596,
-                    "oscillation": 0.02165949306710765
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 7.734059185482623e-05,
-                    "final distance to global minimum": 0.022844873556080007,
-                    "average distance to final point": 0.13415405321285107,
-                    "convergence": 0.2315802455024842,
-                    "oscillation": 0.017779729067696783
-                },
-                "Rastrigin": {
-                    "final loss": 0.16414675910222562,
-                    "boundary violation": 0.014575157498839027,
-                    "final distance to global minimum": 0.35993463834811784,
-                    "average distance to final point": 0.11722549347540517,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.028431321577288955
-                },
-                "Rosenbrock": {
-                    "final loss": 0.03039221716399548,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7926882579030723,
-                    "average distance to final point": 0.2625803982786786,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.4231088687269464,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.17400627475188202,
-                    "average distance to final point": 0.26459877612495486,
-                    "convergence": 0.3035822131223294,
-                    "oscillation": 0.028043350888009994
-                },
-                "Schaffer 4": {
-                    "final loss": 0.11605241605235528,
-                    "boundary violation": 0.16449955061092228,
-                    "final distance to global minimum": 0.08706175584133184,
-                    "average distance to final point": 0.2962955111107314,
-                    "convergence": 0.29929285068270844,
-                    "oscillation": 0.016517806120425842
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843263403433406,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992229800604278,
-                    "average distance to final point": 0.03404724317444766,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0009356978522155139,
-                    "min movement": 0.29257809809949
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08489916900299962,
-                    "average distance to final point": 0.10543656138683433,
-                    "convergence": 0.12599490305278857,
-                    "oscillation": 0.03762364131501045
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183333283312961,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031553232490237,
-                    "average distance to final point": 0.06928456709789123,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0030228537150873806,
-                    "min movement": 0.10778341050912768
-                },
-                "Weierstrass": {
-                    "final loss": 0.16913022396895755,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08675334557671795,
-                    "average distance to final point": 0.30268212127624333,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008871116866741635
-                }
-            }
-        },
-        "adopt": {
-            "error_rates": {
-                "Ackley": 1.4144900414863455,
-                "Cross-in-Tray": 2.8137023220100574,
-                "Drop-Wave": 1.8343765700277095,
-                "EggHolder": 1.4966031623185847,
-                "Gramacy & Lee 2D": 1.9520574593335003,
-                "Griewank": 0.6406177612799003,
-                "Langermann": 2.75401112977596,
-                "Langermann 2": 2.366081717596652,
-                "Lévy": 0.34071629627195754,
-                "Lévy 13": 0.3503103312186329,
-                "MixedMichalewiczSphere": 0.3621817902528953,
-                "Rastrigin": 1.0606723394381334,
-                "Rosenbrock": 1.3439758098821712,
-                "Schaffer 2": 0.6062702154591777,
-                "Schaffer 4": 0.9105480776119281,
-                "SchwefelSin": 1.795919056675,
-                "Shubert": 1.4978094700675297,
-                "Styblinski-Tang": 2.0101281084615095,
-                "Weierstrass": 1.246966091518683
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.121735062229518,
-                "Cross-in-Tray": 1.4068511610050287,
-                "Drop-Wave": 2.7515648550415643,
-                "EggHolder": 1.1972825298548677,
-                "Gramacy & Lee 2D": 4.880143648333751,
-                "Griewank": 0.9609266419198506,
-                "Langermann": 2.75401112977596,
-                "Langermann 2": 1.8928653740773218,
-                "Lévy": 0.34071629627195754,
-                "Lévy 13": 0.5254654968279494,
-                "MixedMichalewiczSphere": 0.543272685379343,
-                "Rastrigin": 1.5910085091572002,
-                "Rosenbrock": 1.3439758098821712,
-                "Schaffer 2": 1.09128638782652,
-                "Schaffer 4": 1.6389865397014707,
-                "SchwefelSin": 1.4367352453400002,
-                "Shubert": 1.4978094700675297,
-                "Styblinski-Tang": 2.412153730153811,
-                "Weierstrass": 2.493932183037366
-            },
-            "avg_error_rate": 1.4103914605624384,
-            "weighted_avg_error_rate": 1.7305643555727992,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.6449776800302415,
-                    "boundary violation": 0.029250844484192053,
-                    "final distance to global minimum": 0.21137485161199088,
-                    "average distance to final point": 0.23181660855258482,
-                    "convergence": 0.2487178854536281,
-                    "oscillation": 0.04835217135370822
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.5128011158011385,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8147077391222277,
-                    "average distance to final point": 0.1094894016750217,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027142966061498457
-                },
-                "Drop-Wave": {
-                    "final loss": 0.8831786695881749,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0975929744987172,
-                    "average distance to final point": 0.2523571227788109,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.11927509541025644,
-                    "lucky jump": 0.1324116084015789
-                },
-                "EggHolder": {
-                    "final loss": 0.5895785481000769,
-                    "boundary violation": 0.015841561419859995,
-                    "final distance to global minimum": 0.3268323302161327,
-                    "average distance to final point": 0.1730878497723906,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04170177345995326
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5122365248572495,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.905786701778712,
-                    "average distance to final point": 0.12121030464536689,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06326282870200063
-                },
-                "Griewank": {
-                    "final loss": 0.06809792497997612,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.21936402506906114,
-                    "average distance to final point": 0.21297869790526008,
-                    "convergence": 0.11835087584324713,
-                    "oscillation": 0.021826237482355938
-                },
-                "Langermann": {
-                    "final loss": 1.0775047519604264,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9841548139298181,
-                    "average distance to final point": 0.2574510742644469,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04515483624008021,
-                    "min movement": 0.040184554031017526
-                },
-                "Langermann 2": {
-                    "final loss": 1.0943089807098638,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7203220843255215,
-                    "average distance to final point": 0.17402943693673462,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027860116274360632
-                },
-                "Lévy": {
-                    "final loss": 0.00028074239196417363,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.014886365682483096,
-                    "average distance to final point": 0.12381252858740754,
-                    "convergence": 0.20173665961010276,
-                    "oscillation": 0.0
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.009897841343614388,
-                    "average distance to final point": 0.12003161874896408,
-                    "convergence": 0.17666533864014847,
-                    "oscillation": 0.043715532485906004
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.02099413531374083,
-                    "average distance to final point": 0.12704678582258142,
-                    "convergence": 0.18104754549331284,
-                    "oscillation": 0.03309332362326023
-                },
-                "Rastrigin": {
-                    "final loss": 0.17610265176502396,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.22821083031124945,
-                    "average distance to final point": 0.16650293107817277,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09076234330156378,
-                    "lucky jump": 0.04953248363195224
-                },
-                "Rosenbrock": {
-                    "final loss": 0.027051388011898915,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7722544582286155,
-                    "average distance to final point": 0.1950270901576565,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 8.177413382913764e-05
-                },
-                "Schaffer 2": {
-                    "final loss": 0.004574609502855245,
-                    "boundary violation": 0.00021935735328339548,
-                    "final distance to global minimum": 0.03521159856773917,
-                    "average distance to final point": 0.2687601676600291,
-                    "convergence": 0.28343476287477265,
-                    "oscillation": 0.014069719500498123
-                },
-                "Schaffer 4": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.1913280175028476,
-                    "final distance to global minimum": 0.09003310373953392,
-                    "average distance to final point": 0.29882646489311393,
-                    "convergence": 0.30992937850345925,
-                    "oscillation": 0.020431112972973415
-                },
-                "SchwefelSin": {
-                    "final loss": 0.6653596393616377,
-                    "boundary violation": 0.024981620024066613,
-                    "final distance to global minimum": 0.5150965220972203,
-                    "average distance to final point": 0.12968510451299428,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08074706409601085,
-                    "lucky jump": 0.0304880072328992
-                },
-                "Shubert": {
-                    "final loss": 0.9064735765656573,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1335935735276019,
-                    "average distance to final point": 0.24353092443752006,
-                    "convergence": 0.11354451150103323,
-                    "oscillation": 0.029210373249139773,
-                    "min movement": 0.0714565107865774
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833337734962996,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031808997361146,
-                    "average distance to final point": 0.08978158494452662,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007880715029643808,
-                    "lucky jump": 0.0002481904284831349,
-                    "min movement": 0.04114224162293979
-                },
-                "Weierstrass": {
-                    "final loss": 0.4502362946870979,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.19476429801144665,
-                    "average distance to final point": 0.25978233216744856,
-                    "convergence": 0.3366161574415004,
-                    "oscillation": 0.005567009211189404
-                }
-            }
-        },
-        "emoneco": {
-            "error_rates": {
-                "Ackley": 2.258351202582734,
-                "Cross-in-Tray": 1.974127344459082,
-                "Drop-Wave": 2.6870734453858462,
-                "EggHolder": 2.2508877132122027,
-                "Gramacy & Lee 2D": 2.063150613383513,
-                "Griewank": 0.7788705799935166,
-                "Langermann": 2.3252089587955727,
-                "Langermann 2": 2.6678260615433724,
-                "Lévy": 2.4612448754800016,
-                "Lévy 13": 0.6633399532164428,
-                "MixedMichalewiczSphere": 2.237385681165979,
-                "Rastrigin": 2.2716882542316057,
-                "Rosenbrock": 1.8701833760668838,
-                "Schaffer 2": 1.9740865793210942,
-                "Schaffer 4": 1.6500952933259299,
-                "SchwefelSin": 2.420875356477858,
-                "Shubert": 2.283899841816323,
-                "Styblinski-Tang": 0.5692020215740055,
-                "Weierstrass": 1.6682505964295462
-            },
-            "weighted_error_rates": {
-                "Ackley": 3.387526803874101,
-                "Cross-in-Tray": 0.987063672229541,
-                "Drop-Wave": 4.03061016807877,
-                "EggHolder": 1.8007101705697623,
-                "Gramacy & Lee 2D": 5.157876533458783,
-                "Griewank": 1.1683058699902749,
-                "Langermann": 2.3252089587955727,
-                "Langermann 2": 2.134260849234698,
-                "Lévy": 2.4612448754800016,
-                "Lévy 13": 0.9950099298246642,
-                "MixedMichalewiczSphere": 3.3560785217489686,
-                "Rastrigin": 3.4075323813474085,
-                "Rosenbrock": 1.8701833760668838,
-                "Schaffer 2": 3.5533558427779695,
-                "Schaffer 4": 2.9701715279866736,
-                "SchwefelSin": 1.9367002851822865,
-                "Shubert": 2.283899841816323,
-                "Styblinski-Tang": 0.6830424258888065,
-                "Weierstrass": 3.3365011928590924
-            },
-            "avg_error_rate": 1.951355144655869,
-            "weighted_avg_error_rate": 2.5181728014321356,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.06771841972173,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5148641981750547,
-                    "average distance to final point": 0.1788254161935178,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.14492916501338893,
-                    "min movement": 0.002452904128870677
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.0108311428719385,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.33460828218954974,
-                    "average distance to final point": 0.13193152380595158,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1471952962414708
-                },
-                "Drop-Wave": {
-                    "final loss": 1.1931112329882447,
-                    "boundary violation": 0.08570012162635407,
-                    "final distance to global minimum": 0.4950966473142733,
-                    "average distance to final point": 0.39179428160616037,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.17181006250064254
-                },
-                "EggHolder": {
-                    "final loss": 0.8372849373196574,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5987735704912804,
-                    "average distance to final point": 0.3245786175950465,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1406894884560474
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5296546465373615,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.768400985460186,
-                    "average distance to final point": 0.23965285236086664,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.17588102967492802
-                },
-                "Griewank": {
-                    "final loss": 0.09777230203811546,
-                    "boundary violation": 0.008886216655985976,
-                    "final distance to global minimum": 0.1514840744468658,
-                    "average distance to final point": 0.17115027324548968,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 1.6614256888319983e-05
-                },
-                "Langermann": {
-                    "final loss": 1.0278458453678525,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5352786327788147,
-                    "average distance to final point": 0.16152750097875906,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.18207990608989685,
-                    "min movement": 0.06891597423007807
-                },
-                "Langermann 2": {
-                    "final loss": 1.0337096132980328,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.017489200626675,
-                    "average distance to final point": 0.12165372712554264,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 7.272009921466881e-05,
-                    "min movement": 0.14533970104373645
-                },
-                "Lévy": {
-                    "final loss": 0.5106967744989895,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9917160418989028,
-                    "average distance to final point": 0.08151436159637465,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.185971352129574,
-                    "min movement": 0.34178524600598925
-                },
-                "Lévy 13": {
-                    "final loss": 0.06680927274873999,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1860579169048786,
-                    "average distance to final point": 0.12970962422259472,
-                    "convergence": 0.12893894858448918,
-                    "oscillation": 0.15182419075574022
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.8332258823887626,
-                    "boundary violation": 0.01564623585526709,
-                    "final distance to global minimum": 0.6882647130021309,
-                    "average distance to final point": 0.22359489275232455,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1270928578173221
-                },
-                "Rastrigin": {
-                    "final loss": 0.7415979388420504,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7375904647311831,
-                    "average distance to final point": 0.2912894416403542,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.15164930966784704
-                },
-                "Rosenbrock": {
-                    "final loss": 0.04931533930918961,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0419222509033803,
-                    "average distance to final point": 0.13192092929673577,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2974637572074067
-                },
-                "Schaffer 2": {
-                    "final loss": 0.7593441330657336,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4715621968453449,
-                    "average distance to final point": 0.22211962182664058,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.17149952823320397
-                },
-                "Schaffer 4": {
-                    "final loss": 0.511696048645968,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.47888214930982614,
-                    "average distance to final point": 0.16193748076087625,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1480185152590883
-                },
-                "SchwefelSin": {
-                    "final loss": 0.938121061500384,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6343521505299626,
-                    "average distance to final point": 0.33480455809619786,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.16403648700114254
-                },
-                "Shubert": {
-                    "final loss": 1.1196024196585812,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.37554390193974474,
-                    "average distance to final point": 0.07823080652012772,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.17363786838418852,
-                    "min movement": 0.18732374596350956
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.006869813761429953,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.061089253565186366,
-                    "average distance to final point": 0.19681785679590444,
-                    "convergence": 0.22078133401995112,
-                    "oscillation": 0.08364376343153355
-                },
-                "Weierstrass": {
-                    "final loss": 0.6198617758047729,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.39776088430363704,
-                    "average distance to final point": 0.11716045873127806,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.18390637823968714
-                }
-            }
-        },
-        "lamb": {
-            "error_rates": {
-                "Ackley": 3.084503005002577,
-                "Cross-in-Tray": 2.7404838037729835,
-                "Drop-Wave": 4.558805517413218,
-                "EggHolder": 2.265201355282879,
-                "Gramacy & Lee 2D": 2.161853545983695,
-                "Griewank": 0.9337692056528853,
-                "Langermann": 2.468510919002724,
-                "Langermann 2": 2.9512225675061585,
-                "Lévy": 2.213353773582361,
-                "Lévy 13": 1.6417558981415523,
-                "MixedMichalewiczSphere": 2.301725023138484,
-                "Rastrigin": 2.1083397583030674,
-                "Rosenbrock": 1.3343429977640417,
-                "Schaffer 2": 2.2115400462517796,
-                "Schaffer 4": 1.9482682122021733,
-                "SchwefelSin": 2.706257150610557,
-                "Shubert": 2.135091218248026,
-                "Styblinski-Tang": 2.15153960745124,
-                "Weierstrass": 2.2738006373903312
-            },
-            "weighted_error_rates": {
-                "Ackley": 4.626754507503865,
-                "Cross-in-Tray": 1.3702419018864918,
-                "Drop-Wave": 6.838208276119826,
-                "EggHolder": 1.8121610842263032,
-                "Gramacy & Lee 2D": 5.404633864959237,
-                "Griewank": 1.400653808479328,
-                "Langermann": 2.468510919002724,
-                "Langermann 2": 2.360978054004927,
-                "Lévy": 2.213353773582361,
-                "Lévy 13": 2.4626338472123286,
-                "MixedMichalewiczSphere": 3.4525875347077255,
-                "Rastrigin": 3.162509637454601,
-                "Rosenbrock": 1.3343429977640417,
-                "Schaffer 2": 3.9807720832532034,
-                "Schaffer 4": 3.506882781963912,
-                "SchwefelSin": 2.1650057204884456,
-                "Shubert": 2.135091218248026,
-                "Styblinski-Tang": 2.581847528941488,
-                "Weierstrass": 4.5476012747806625
-            },
-            "avg_error_rate": 2.32580864435267,
-            "weighted_avg_error_rate": 3.043408990241026,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.338339035967213,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9801597855428565,
-                    "average distance to final point": 0.035784398198597855,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.049120604655340336,
-                    "min movement": 0.33153808128839796
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.3676935671911294,
-                    "boundary violation": 0.00013506637526542955,
-                    "final distance to global minimum": 0.6802537721078824,
-                    "average distance to final point": 0.14941760829045914,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02089642298446333,
-                    "min movement": 0.17252626747361274
-                },
-                "Drop-Wave": {
-                    "final loss": 1.6934654399663804,
-                    "boundary violation": 0.13595707791228018,
-                    "final distance to global minimum": 0.8983663403494176,
-                    "average distance to final point": 0.16672930025759572,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06674591092180183,
-                    "lucky jump": 1.0748189374317214,
-                    "min movement": 0.17316141122384943
-                },
-                "EggHolder": {
-                    "final loss": 1.0130414080555905,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5868161569470021,
-                    "average distance to final point": 0.15715382276386103,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.158628868166254
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5349372920479869,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0126528226855278,
-                    "average distance to final point": 0.08614246598438102,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.023675480784909022,
-                    "min movement": 0.15488438513071878
-                },
-                "Griewank": {
-                    "final loss": 0.12168904384394306,
-                    "boundary violation": 0.010227718164941854,
-                    "final distance to global minimum": 0.2726288607956866,
-                    "average distance to final point": 0.16550205076728836,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014160432730854268
-                },
-                "Langermann": {
-                    "final loss": 0.9572939213880258,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7926716189373659,
-                    "average distance to final point": 0.05586447401468614,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027814498507385776,
-                    "min movement": 0.2853053068050888
-                },
-                "Langermann 2": {
-                    "final loss": 1.096281976714154,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1419019113482296,
-                    "average distance to final point": 0.06263546671469022,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03462903971131099,
-                    "min movement": 0.2662130736676024
-                },
-                "Lévy": {
-                    "final loss": 0.350417354276811,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8702738833514122,
-                    "average distance to final point": 0.11504383984622182,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0396786067204059,
-                    "lucky jump": 0.4835565535072865,
-                    "min movement": 0.00482243653005239
-                },
-                "Lévy 13": {
-                    "final loss": 0.41253426997782283,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6988925840617333,
-                    "average distance to final point": 0.16473488337771072,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.016033061374114102
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.5875312697635706,
-                    "boundary violation": 0.09340845766317951,
-                    "final distance to global minimum": 0.5696139733362635,
-                    "average distance to final point": 0.18693121269645047,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027472897377318076,
-                    "lucky jump": 0.42715905376165775,
-                    "min movement": 0.06004705918987232
-                },
-                "Rastrigin": {
-                    "final loss": 0.5972932372640464,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6998785693539321,
-                    "average distance to final point": 0.10377221717712831,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027227001423617274,
-                    "lucky jump": 0.13524329799985357,
-                    "min movement": 0.19536433573431883
-                },
-                "Rosenbrock": {
-                    "final loss": 0.021676078672116995,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7321923733811436,
-                    "average distance to final point": 0.23026249291312723,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0006509534474828253
-                },
-                "Schaffer 2": {
-                    "final loss": 0.9170778586543807,
-                    "boundary violation": 0.0040055564108577545,
-                    "final distance to global minimum": 0.6259055046545625,
-                    "average distance to final point": 0.21245697468260716,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02204409606987836,
-                    "min movement": 0.08048895642932197
-                },
-                "Schaffer 4": {
-                    "final loss": 0.5805058283593496,
-                    "boundary violation": 0.15939039002297672,
-                    "final distance to global minimum": 0.5400625881377769,
-                    "average distance to final point": 0.2113034384666921,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020551666935182303,
-                    "min movement": 0.08689320093002431
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8847127486831968,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0978234351536234,
-                    "average distance to final point": 0.04164826091924288,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01879961852726861,
-                    "min movement": 0.31371198797705385
-                },
-                "Shubert": {
-                    "final loss": 1.0999201055854515,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3644446177968336,
-                    "average distance to final point": 0.09122814748454133,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.057578127394957324,
-                    "min movement": 0.17235912063607087
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183612310779547,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2047274822108236,
-                    "average distance to final point": 0.05807725900389765,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020887602298097184,
-                    "min movement": 0.19992493351029555
-                },
-                "Weierstrass": {
-                    "final loss": 1.068070583107709,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6306590935629535,
-                    "average distance to final point": 0.2211242066851158,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004385654684381374
-                }
-            }
-        },
-        "ranger25": {
-            "error_rates": {
-                "Ackley": 1.945797803168353,
-                "Cross-in-Tray": 1.3895280428758547,
-                "Drop-Wave": 2.4949717684333534,
-                "EggHolder": 2.1815559808931786,
-                "Gramacy & Lee 2D": 2.2028806072451865,
-                "Griewank": 0.6126267018182525,
-                "Langermann": 2.5712769954014996,
-                "Langermann 2": 2.26316857328182,
-                "Lévy": 1.925564077665732,
-                "Lévy 13": 1.8808120281404885,
-                "MixedMichalewiczSphere": 0.8620998837087045,
-                "Rastrigin": 1.8031266512192008,
-                "Rosenbrock": 0.7534907864819722,
-                "Schaffer 2": 2.808438338043288,
-                "Schaffer 4": 1.9430146384298528,
-                "SchwefelSin": 2.705513236613602,
-                "Shubert": 1.081077234832223,
-                "Styblinski-Tang": 2.183555585067859,
-                "Weierstrass": 1.0621955860237653
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.9186967047525294,
-                "Cross-in-Tray": 0.6947640214379274,
-                "Drop-Wave": 3.74245765265003,
-                "EggHolder": 1.745244784714543,
-                "Gramacy & Lee 2D": 5.507201518112966,
-                "Griewank": 0.9189400527273788,
-                "Langermann": 2.5712769954014996,
-                "Langermann 2": 1.8105348586254562,
-                "Lévy": 1.925564077665732,
-                "Lévy 13": 2.8212180422107327,
-                "MixedMichalewiczSphere": 1.2931498255630567,
-                "Rastrigin": 2.704689976828801,
-                "Rosenbrock": 0.7534907864819722,
-                "Schaffer 2": 5.055189008477918,
-                "Schaffer 4": 3.497426349173735,
-                "SchwefelSin": 2.1644105892908816,
-                "Shubert": 1.081077234832223,
-                "Styblinski-Tang": 2.6202667020814308,
-                "Weierstrass": 2.1243911720475306
-            },
-            "avg_error_rate": 1.8247733957549572,
-            "weighted_avg_error_rate": 2.418420544898755,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.04578861207789331,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.02455435132984421,
-                    "average distance to final point": 0.2084766434425583,
-                    "convergence": 0.2665282649143711,
-                    "oscillation": 0.069316461149901,
-                    "lucky jump": 1.3311334702537851
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.5442151825149396,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2336397323355972,
-                    "average distance to final point": 0.19602452422046918,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06608750445467763
-                },
-                "Drop-Wave": {
-                    "final loss": 0.5644610336015579,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0786820819239775,
-                    "average distance to final point": 0.2991433125533194,
-                    "convergence": 0.33000000000000007,
-                    "oscillation": 0.07904970509875707,
-                    "lucky jump": 1.1436356352557415
-                },
-                "EggHolder": {
-                    "final loss": 0.8982948571319467,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6255514092347695,
-                    "average distance to final point": 0.06938546796748582,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05010468763514692,
-                    "lucky jump": 0.03771175406357319,
-                    "min movement": 0.15094670551008507
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5457153109503974,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.019845929543237,
-                    "average distance to final point": 0.108905693518787,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05655413082638653,
-                    "lucky jump": 0.054284963796511855,
-                    "min movement": 0.0680134792596958
-                },
-                "Griewank": {
-                    "final loss": 0.07567748496801133,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.12102403151477895,
-                    "average distance to final point": 0.17359576688798645,
-                    "convergence": 0.18798239349298848,
-                    "oscillation": 0.05434702495448729
-                },
-                "Langermann": {
-                    "final loss": 0.7325768095478262,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1761142604665085,
-                    "average distance to final point": 0.11928694477026881,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07169512684724366,
-                    "min movement": 0.12204275441948145
-                },
-                "Langermann 2": {
-                    "final loss": 0.5785331582494738,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9125033059955053,
-                    "average distance to final point": 0.1213764984897748,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.054239356699045074,
-                    "min movement": 0.24695515449784974
-                },
-                "Lévy": {
-                    "final loss": 0.3373201138934147,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8654081625222745,
-                    "average distance to final point": 0.12339757961811439,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06643407054829781,
-                    "lucky jump": 0.16068250956146554,
-                    "min movement": 0.02276054217199396
-                },
-                "Lévy 13": {
-                    "final loss": 0.5352263981642781,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.821713115493516,
-                    "average distance to final point": 0.12163698973641594,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05267442539610704
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.14353066168367673,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09306155850291635,
-                    "average distance to final point": 0.2076829830344742,
-                    "convergence": 0.27431554614680365,
-                    "oscillation": 0.06898137674911992,
-                    "lucky jump": 0.07452775759171375
-                },
-                "Rastrigin": {
-                    "final loss": 0.01619482062693714,
-                    "boundary violation": 0.11708742348945976,
-                    "final distance to global minimum": 0.02810793677326774,
-                    "average distance to final point": 0.23003918989414618,
-                    "convergence": 0.2617675838833549,
-                    "oscillation": 0.06787485524913044,
-                    "lucky jump": 1.0820548413029047
-                },
-                "Rosenbrock": {
-                    "final loss": 0.006372370370653733,
-                    "boundary violation": 0.002130495768071461,
-                    "final distance to global minimum": 0.06524170877479712,
-                    "average distance to final point": 0.29323694699043984,
-                    "convergence": 0.32598127281715983,
-                    "oscillation": 0.06052799176085022
-                },
-                "Schaffer 2": {
-                    "final loss": 1.2674573658795176,
-                    "boundary violation": 0.038789949796225166,
-                    "final distance to global minimum": 0.7358547711646443,
-                    "average distance to final point": 0.24015774238423626,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05568206769817077,
-                    "min movement": 0.12093534177032235
-                },
-                "Schaffer 4": {
-                    "final loss": 0.558846329010538,
-                    "boundary violation": 0.020378159158691133,
-                    "final distance to global minimum": 0.2807123437905581,
-                    "average distance to final point": 0.31902018962782003,
-                    "convergence": 0.31865011426001233,
-                    "oscillation": 0.06300261886164983,
-                    "lucky jump": 0.38240488372058307
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8844468599804165,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.098280535761131,
-                    "average distance to final point": 0.041900033108878285,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.048706719667680864,
-                    "min movement": 0.28261798874532457
-                },
-                "Shubert": {
-                    "final loss": 0.04157370976107445,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08873005462673693,
-                    "average distance to final point": 0.16107321041649483,
-                    "convergence": 0.18955210486664983,
-                    "oscillation": 0.06600454693191694,
-                    "lucky jump": 0.5341436082293499
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183334876408599,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2030160440714504,
-                    "average distance to final point": 0.07164803900285877,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03229446841281039,
-                    "min movement": 0.20870244658970868
-                },
-                "Weierstrass": {
-                    "final loss": 0.20628765531993326,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.20838462618104936,
-                    "average distance to final point": 0.2734182723295977,
-                    "convergence": 0.31919759345949145,
-                    "oscillation": 0.054907438733693345
-                }
-            }
-        },
-        "srmm": {
-            "error_rates": {
-                "Ackley": 4.53409529287227,
-                "Cross-in-Tray": 4.361005330811039,
-                "Drop-Wave": 4.771802535793046,
-                "EggHolder": 5.239910168913291,
-                "Gramacy & Lee 2D": 11.576238478140883,
-                "Griewank": 4.438704738106564,
-                "Langermann": 9.501506287876182,
-                "Langermann 2": 4.1345442614274175,
-                "Lévy": 5.7083889275779205,
-                "Lévy 13": 6.0205111902081425,
-                "MixedMichalewiczSphere": 1.7259768628942722,
-                "Rastrigin": 5.235861212848018,
-                "Rosenbrock": 6.329967965160302,
-                "Schaffer 2": 3.838997001014054,
-                "Schaffer 4": 3.7605278314860264,
-                "SchwefelSin": 3.5393772471161764,
-                "Shubert": 2.1305318360564156,
-                "Styblinski-Tang": 5.8555935185874946,
-                "Weierstrass": 6.453566851603415
-            },
-            "weighted_error_rates": {
-                "Ackley": 6.801142939308406,
-                "Cross-in-Tray": 2.1805026654055193,
-                "Drop-Wave": 7.157703803689568,
-                "EggHolder": 4.191928135130634,
-                "Gramacy & Lee 2D": 28.940596195352207,
-                "Griewank": 6.658057107159846,
-                "Langermann": 9.501506287876182,
-                "Langermann 2": 3.307635409141934,
-                "Lévy": 5.7083889275779205,
-                "Lévy 13": 9.030766785312213,
-                "MixedMichalewiczSphere": 2.588965294341408,
-                "Rastrigin": 7.853791819272027,
-                "Rosenbrock": 6.329967965160302,
-                "Schaffer 2": 6.910194601825298,
-                "Schaffer 4": 6.768950096674848,
-                "SchwefelSin": 2.8315017976929413,
-                "Shubert": 2.1305318360564156,
-                "Styblinski-Tang": 7.026712222304993,
-                "Weierstrass": 12.90713370320683
-            },
-            "avg_error_rate": 5.218795133604892,
-            "weighted_avg_error_rate": 7.30663039960471,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.39126486946476763,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24588724465200418,
-                    "average distance to final point": 0.1885958906270843,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04788498085320195,
-                    "lucky jump": 3.3109012079250406
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.1906848930280045,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5634496064015779,
-                    "average distance to final point": 0.04612919030913429,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0317638691050518,
-                    "lucky jump": 2.1658899317608626,
-                    "min movement": 0.013526740856236319
-                },
-                "Drop-Wave": {
-                    "final loss": 1.4478810997891198,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6261615399902064,
-                    "average distance to final point": 0.14728968511971027,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06749911814102545,
-                    "lucky jump": 2.0137267914009294,
-                    "min movement": 0.11968320200188262
-                },
-                "EggHolder": {
-                    "final loss": 1.1364095869836612,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8344681583502263,
-                    "average distance to final point": 0.018996220161860256,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008338489839347474,
-                    "min movement": 0.35988577813103895,
-                    "final proximity": 2.5322508360969858
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5768383896239181,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0070840833701165,
-                    "average distance to final point": 0.02781979838996609,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 9.427932129871238,
-                    "min movement": 0.18700297753547385
-                },
-                "Griewank": {
-                    "final loss": 0.1496376907742634,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.33161505339069064,
-                    "average distance to final point": 0.20003350289147,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004374454717066926,
-                    "lucky jump": 3.4034829369829014
-                },
-                "Langermann": {
-                    "final loss": 1.1467336230149945,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6841694985121165,
-                    "average distance to final point": 0.027867622153010124,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 7.086828320163854,
-                    "min movement": 0.2063461246820348
-                },
-                "Langermann 2": {
-                    "final loss": 1.1004271092215712,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2737686382272695,
-                    "average distance to final point": 0.03936116563442495,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008016172715976207,
-                    "lucky jump": 1.238562163469883,
-                    "min movement": 0.12484791280812177
-                },
-                "Lévy": {
-                    "final loss": 0.2904499209322066,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7863997283080563,
-                    "average distance to final point": 0.09930134518614904,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 4.022926873480434,
-                    "min movement": 0.15974996032090347
-                },
-                "Lévy 13": {
-                    "final loss": 0.7405961150080089,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9041465820043885,
-                    "average distance to final point": 0.021823193071395172,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 3.7383825972635103,
-                    "min movement": 0.2660016035106684
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.05829609897569547,
-                    "final distance to global minimum": 0.023346915348131422,
-                    "average distance to final point": 0.1397438094675521,
-                    "convergence": 0.1721882050744341,
-                    "oscillation": 0.04759976278682462,
-                    "lucky jump": 1.2848020712416346
-                },
-                "Rastrigin": {
-                    "final loss": 0.7330518734025293,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7793189949162116,
-                    "average distance to final point": 0.033112587576791655,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0012110803999721396,
-                    "lucky jump": 3.068164701088561,
-                    "min movement": 0.2714408761137813
-                },
-                "Rosenbrock": {
-                    "final loss": 0.04609223844881958,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9519292924361058,
-                    "average distance to final point": 0.05554417653995878,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 4.694812486992422,
-                    "min movement": 0.2320286713928246
-                },
-                "Schaffer 2": {
-                    "final loss": 0.002437885969704078,
-                    "boundary violation": 0.0009340141894197962,
-                    "final distance to global minimum": 0.025689476343053037,
-                    "average distance to final point": 0.17620982951284725,
-                    "convergence": 0.19934996372627053,
-                    "oscillation": 0.014524840605212884,
-                    "lucky jump": 3.4198509906675465
-                },
-                "Schaffer 4": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08399494831225146,
-                    "average distance to final point": 0.1246640787866654,
-                    "convergence": 0.14962856857085702,
-                    "oscillation": 0.01142925698543806,
-                    "lucky jump": 3.3908109788308143
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8912988988674698,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0954902591808762,
-                    "average distance to final point": 0.012315592684142578,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.8539143209724761,
-                    "min movement": 0.33679707606104015
-                },
-                "Shubert": {
-                    "final loss": 1.0894903646030083,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.49766929486897193,
-                    "average distance to final point": 0.10345534564519383,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0388889247401903,
-                    "min movement": 0.05146680684887988
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.33657933402712664,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.239228061819767,
-                    "average distance to final point": 0.01626850457115577,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 3.6432064033599936,
-                    "min movement": 0.2707501154592803
-                },
-                "Weierstrass": {
-                    "final loss": 0.9746700863679616,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8456057275547415,
-                    "average distance to final point": 0.036672328547079545,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0070910246276305235,
-                    "lucky jump": 3.978033994777796,
-                    "min movement": 0.2619325903780342
-                }
-            }
-        },
-        "adalite": {
-            "error_rates": {
-                "Ackley": 0.6641963887307737,
-                "Cross-in-Tray": 0.4879236890196146,
-                "Drop-Wave": 0.6366880060624216,
-                "EggHolder": 2.326484736609191,
-                "Gramacy & Lee 2D": 1.6838116093511837,
-                "Griewank": 0.4698026519046494,
-                "Langermann": 1.1554733502422458,
-                "Langermann 2": 1.8057243018761306,
-                "Lévy": 1.7363831713505238,
-                "Lévy 13": 0.5806123150597078,
-                "MixedMichalewiczSphere": 0.48511611199576465,
-                "Rastrigin": 0.3838040789217891,
-                "Rosenbrock": 0.4984746464645605,
-                "Schaffer 2": 0.31182456294499095,
-                "Schaffer 4": 0.5083169265701274,
-                "SchwefelSin": 2.196791557123627,
-                "Shubert": 0.8416686509506939,
-                "Styblinski-Tang": 2.1623475233561478,
-                "Weierstrass": 0.6508631596853404
-            },
-            "weighted_error_rates": {
-                "Ackley": 0.9962945830961605,
-                "Cross-in-Tray": 0.2439618445098073,
-                "Drop-Wave": 0.9550320090936324,
-                "EggHolder": 1.861187789287353,
-                "Gramacy & Lee 2D": 4.209529023377959,
-                "Griewank": 0.7047039778569741,
-                "Langermann": 1.1554733502422458,
-                "Langermann 2": 1.4445794415009046,
-                "Lévy": 1.7363831713505238,
-                "Lévy 13": 0.8709184725895617,
-                "MixedMichalewiczSphere": 0.7276741679936469,
-                "Rastrigin": 0.5757061183826836,
-                "Rosenbrock": 0.4984746464645605,
-                "Schaffer 2": 0.5612842133009838,
-                "Schaffer 4": 0.9149704678262294,
-                "SchwefelSin": 1.7574332456989017,
-                "Shubert": 0.8416686509506939,
-                "Styblinski-Tang": 2.5948170280273772,
-                "Weierstrass": 1.3017263193706807
-            },
-            "avg_error_rate": 1.030858286222078,
-            "weighted_avg_error_rate": 1.2606220274168884,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.014286890691211453,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.008937293416446251,
-                    "average distance to final point": 0.16446233248971498,
-                    "convergence": 0.30101430837513776,
-                    "oscillation": 0.07689287403898663,
-                    "lucky jump": 0.09860268971927663
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.03217273507097655,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.03770129369149533,
-                    "average distance to final point": 0.19683102338483413,
-                    "convergence": 0.15064794657454106,
-                    "oscillation": 0.0705706902977675
-                },
-                "Drop-Wave": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 3.6659399958013136e-05,
-                    "average distance to final point": 0.12859309693800883,
-                    "convergence": 0.19974940684273357,
-                    "oscillation": 0.03697414911577386,
-                    "lucky jump": 0.2713346937659473
-                },
-                "EggHolder": {
-                    "final loss": 0.9052306121838469,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6255322490694288,
-                    "average distance to final point": 0.09311341788986255,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13955987216149932,
-                    "lucky jump": 0.05761441240019635,
-                    "min movement": 0.15587307355418586
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.4068453789063063,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.33633967681147164,
-                    "average distance to final point": 0.16107139138228568,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09614292276107556,
-                    "lucky jump": 0.3338511401398733
-                },
-                "Griewank": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07727567357972188,
-                    "average distance to final point": 0.15244584243235507,
-                    "convergence": 0.20904750203681918,
-                    "oscillation": 0.0310336338557533
-                },
-                "Langermann": {
-                    "final loss": 0.33853717515975573,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.20722667282518908,
-                    "average distance to final point": 0.16558914292742538,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09455925997970459
-                },
-                "Langermann 2": {
-                    "final loss": 0.4556891043157632,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4339002707300895,
-                    "average distance to final point": 0.16242794430448296,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10285172003405908,
-                    "lucky jump": 0.3012941631415647
-                },
-                "Lévy": {
-                    "final loss": 0.34214515297016473,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8592609355764123,
-                    "average distance to final point": 0.10683237329837372,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07858361015540175
-                },
-                "Lévy 13": {
-                    "final loss": 0.061194858546038344,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.17647261175140772,
-                    "average distance to final point": 0.15154471775344414,
-                    "convergence": 0.1318244397400685,
-                    "oscillation": 0.05957568726874909
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.07661549812210763,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.06222975135072126,
-                    "average distance to final point": 0.12100677558474583,
-                    "convergence": 0.14548880187520585,
-                    "oscillation": 0.0797752850629841
-                },
-                "Rastrigin": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0015688596405950743,
-                    "average distance to final point": 0.16526574759172913,
-                    "convergence": 0.18955210486664983,
-                    "oscillation": 0.027417366822815023
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0027151684961369883,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.055748782444777,
-                    "average distance to final point": 0.18422622849079645,
-                    "convergence": 0.19874953600536371,
-                    "oscillation": 0.05703493102748638
-                },
-                "Schaffer 2": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 8.593418519495989e-07,
-                    "average distance to final point": 0.1284320820091713,
-                    "convergence": 0.16291933384829668,
-                    "oscillation": 0.020472287745670992
-                },
-                "Schaffer 4": {
-                    "final loss": 0.08240991242565769,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08131088668030705,
-                    "average distance to final point": 0.1385172348814249,
-                    "convergence": 0.16220581953874846,
-                    "oscillation": 0.04387307304398933
-                },
-                "SchwefelSin": {
-                    "final loss": 0.812264860893057,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6612331896820894,
-                    "average distance to final point": 0.09960546745165921,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.12944963302678084,
-                    "lucky jump": 0.14467730671986942
-                },
-                "Shubert": {
-                    "final loss": 0.09859292541694754,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08819913869688277,
-                    "average distance to final point": 0.13490999587285563,
-                    "convergence": 0.27277225895346946,
-                    "oscillation": 0.09140004863233242,
-                    "lucky jump": 0.03032329262778531,
-                    "min movement": 0.12547099075042079
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183349581877807,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2027723082026505,
-                    "average distance to final point": 0.05978645437772497,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05218940839553844,
-                    "min movement": 0.1797032948422817
-                },
-                "Weierstrass": {
-                    "final loss": 0.047997455353767836,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.10129247109676498,
-                    "average distance to final point": 0.1806186686786582,
-                    "convergence": 0.2995802957809631,
-                    "oscillation": 0.021374268775186254
-                }
-            }
-        },
-        "aggmo": {
-            "error_rates": {
-                "Ackley": 2.3543008495606017,
-                "Cross-in-Tray": 6.005902879810247,
-                "Drop-Wave": 4.471745468619875,
-                "EggHolder": 2.3872455713043763,
-                "Gramacy & Lee 2D": 1.9340028051569098,
-                "Griewank": 0.6186876665080804,
-                "Langermann": 8.771538261076895,
-                "Langermann 2": 2.490218060607786,
-                "Lévy": 2.632060859683836,
-                "Lévy 13": 1.0909811767536142,
-                "MixedMichalewiczSphere": 0.3814318073339352,
-                "Rastrigin": 1.948569945007116,
-                "Rosenbrock": 0.6031408210494495,
-                "Schaffer 2": 2.977084880234517,
-                "Schaffer 4": 2.5252737964387033,
-                "SchwefelSin": 2.660600789740151,
-                "Shubert": 3.2861754831857235,
-                "Styblinski-Tang": 1.6746371480133344,
-                "Weierstrass": 1.854624915791626
-            },
-            "weighted_error_rates": {
-                "Ackley": 3.5314512743409026,
-                "Cross-in-Tray": 3.0029514399051234,
-                "Drop-Wave": 6.707618202929812,
-                "EggHolder": 1.909796457043501,
-                "Gramacy & Lee 2D": 4.835007012892275,
-                "Griewank": 0.9280314997621206,
-                "Langermann": 8.771538261076895,
-                "Langermann 2": 1.992174448486229,
-                "Lévy": 2.632060859683836,
-                "Lévy 13": 1.6364717651304213,
-                "MixedMichalewiczSphere": 0.5721477110009028,
-                "Rastrigin": 2.922854917510674,
-                "Rosenbrock": 0.6031408210494495,
-                "Schaffer 2": 5.358752784422131,
-                "Schaffer 4": 4.545492833589666,
-                "SchwefelSin": 2.128480631792121,
-                "Shubert": 3.2861754831857235,
-                "Styblinski-Tang": 2.0095645776160014,
-                "Weierstrass": 3.709249831583252
-            },
-            "avg_error_rate": 2.6667485887303566,
-            "weighted_avg_error_rate": 3.2148926743684756,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.9760138368906407,
-                    "boundary violation": 0.0040880072435785526,
-                    "final distance to global minimum": 0.5678581264414765,
-                    "average distance to final point": 0.276231815354433,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09162988144321713,
-                    "lucky jump": 0.08891808283708436
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.642509715374206,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9755293472643308,
-                    "average distance to final point": 0.013888941156382681,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.018956665432714567,
-                    "min movement": 0.35827528447526835,
-                    "final proximity": 2.647181826757173
-                },
-                "Drop-Wave": {
-                    "final loss": 1.735657469131355,
-                    "boundary violation": 0.011900060527295338,
-                    "final position out-of-bounds": 0.8178712225568291,
-                    "final distance to global minimum": 1.0702371143337233,
-                    "average distance to final point": 0.04924016450572712,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1135205198354007,
-                    "min movement": 0.3237578183793724
-                },
-                "EggHolder": {
-                    "final loss": 0.8582330930420488,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5118185649787832,
-                    "average distance to final point": 0.12706875318380773,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.2044714668982307,
-                    "lucky jump": 0.32239299202767546,
-                    "min movement": 0.013699601823659148
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.524358164729904,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9255635628470869,
-                    "average distance to final point": 0.11730396057314403,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01721601765660354
-                },
-                "Griewank": {
-                    "final loss": 0.08782647197433814,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.16744166170971464,
-                    "average distance to final point": 0.19630858881754287,
-                    "convergence": 0.15750000000000003,
-                    "oscillation": 0.009610944006484766
-                },
-                "Langermann": {
-                    "final loss": 1.0797377101334393,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9216586126644037,
-                    "average distance to final point": 0.06661389096018626,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07166916641523072,
-                    "min movement": 0.4075001960497447,
-                    "final proximity": 5.874797585503718
-                },
-                "Langermann 2": {
-                    "final loss": 1.0927709188514245,
-                    "boundary violation": 0.03977707495973966,
-                    "final distance to global minimum": 0.7817193273174727,
-                    "average distance to final point": 0.20105171949251294,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.022899164767704858,
-                    "min movement": 0.0024387558687596596
-                },
-                "Lévy": {
-                    "final loss": 0.2676664235577793,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7897639413146129,
-                    "average distance to final point": 0.1079806683935861,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.018987330771849668,
-                    "lucky jump": 1.0981013962958373
-                },
-                "Lévy 13": {
-                    "final loss": 0.12980857401420176,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.36773272579795835,
-                    "average distance to final point": 0.22251579848011832,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.021362979111164408
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.02198871269263527,
-                    "average distance to final point": 0.13037665488281644,
-                    "convergence": 0.20370764377348985,
-                    "oscillation": 0.025358795984993687
-                },
-                "Rastrigin": {
-                    "final loss": 0.5441931461679419,
-                    "boundary violation": 0.005952476644001596,
-                    "final distance to global minimum": 0.4661942747703633,
-                    "average distance to final point": 0.2745796221629081,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10441950133210441,
-                    "lucky jump": 0.2036698245796256
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.04456770177621584,
-                    "average distance to final point": 0.22707571264539236,
-                    "convergence": 0.3314974066278414,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1870672094186432,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9553429683603946,
-                    "average distance to final point": 0.16010790905006042,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005925412592420341,
-                    "min movement": 0.31908028146282713
-                },
-                "Schaffer 4": {
-                    "final loss": 0.7542534069033369,
-                    "boundary violation": 0.35480911495794715,
-                    "final distance to global minimum": 0.699444550997901,
-                    "average distance to final point": 0.2367432873441631,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01060214083279296,
-                    "min movement": 0.11986019605239091
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992367455645866,
-                    "average distance to final point": 0.03178868103401557,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005027154377111466,
-                    "min movement": 0.29066081834496704
-                },
-                "Shubert": {
-                    "final loss": 1.0949907103319796,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.44347816991564826,
-                    "average distance to final point": 0.05538579035444956,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.11811964046972495,
-                    "min movement": 0.32667500756046935,
-                    "final proximity": 0.8979650652032806
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.2192628868361545,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9737775501738901,
-                    "average distance to final point": 0.12741528994341705,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004620321709701347
-                },
-                "Weierstrass": {
-                    "final loss": 0.7200802338569366,
-                    "boundary violation": 0.03137610584998033,
-                    "final distance to global minimum": 0.3571315811452108,
-                    "average distance to final point": 0.3845928965008823,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011882999088444549
-                }
-            }
-        },
-        "emozeal": {
-            "error_rates": {
-                "Ackley": 0.9526416117542473,
-                "Cross-in-Tray": 0.2695267512577131,
-                "Drop-Wave": 2.7909480937136584,
-                "EggHolder": 2.041343540906545,
-                "Gramacy & Lee 2D": 1.6193866292329908,
-                "Griewank": 0.5691588135183869,
-                "Langermann": 1.368171121812407,
-                "Langermann 2": 1.6588670611581184,
-                "Lévy": 0.3254409598549355,
-                "Lévy 13": 0.34583120188437133,
-                "MixedMichalewiczSphere": 0.42742566320758707,
-                "Rastrigin": 0.5635619929700132,
-                "Rosenbrock": 1.4796880526857779,
-                "Schaffer 2": 0.6825734853876411,
-                "Schaffer 4": 0.8040468288379745,
-                "SchwefelSin": 2.618762680530644,
-                "Shubert": 0.4130458731513581,
-                "Styblinski-Tang": 2.0075714245682503,
-                "Weierstrass": 1.595504117508379
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.428962417631371,
-                "Cross-in-Tray": 0.13476337562885654,
-                "Drop-Wave": 4.186422140570487,
-                "EggHolder": 1.633074832725236,
-                "Gramacy & Lee 2D": 4.048466573082477,
-                "Griewank": 0.8537382202775804,
-                "Langermann": 1.368171121812407,
-                "Langermann 2": 1.3270936489264948,
-                "Lévy": 0.3254409598549355,
-                "Lévy 13": 0.5187468028265569,
-                "MixedMichalewiczSphere": 0.6411384948113806,
-                "Rastrigin": 0.8453429894550197,
-                "Rosenbrock": 1.4796880526857779,
-                "Schaffer 2": 1.228632273697754,
-                "Schaffer 4": 1.4472842919083542,
-                "SchwefelSin": 2.0950101444245153,
-                "Shubert": 0.4130458731513581,
-                "Styblinski-Tang": 2.4090857094819005,
-                "Weierstrass": 3.191008235016758
-            },
-            "avg_error_rate": 1.1859734686284735,
-            "weighted_avg_error_rate": 1.5565850609457483,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.3911095254826236,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24602695195646085,
-                    "average distance to final point": 0.12760226059259294,
-                    "convergence": 0.15317045977915544,
-                    "oscillation": 0.034732413943414475
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.017777142414309135,
-                    "average distance to final point": 0.10316572188351819,
-                    "convergence": 0.1401640786499874,
-                    "oscillation": 0.008419808309898379
-                },
-                "Drop-Wave": {
-                    "final loss": 1.4460248514243834,
-                    "boundary violation": 0.005967535767569307,
-                    "final distance to global minimum": 0.6248232979298884,
-                    "average distance to final point": 0.10755466911080283,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03653119711209811,
-                    "lucky jump": 0.22048544301874531
-                },
-                "EggHolder": {
-                    "final loss": 0.584418842260685,
-                    "boundary violation": 0.006818369405135683,
-                    "final distance to global minimum": 0.3216432014381686,
-                    "average distance to final point": 0.12239596806342037,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024336068010413325,
-                    "lucky jump": 0.6321699923785504
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.4146351575496964,
-                    "boundary violation": 0.02694791653268922,
-                    "final distance to global minimum": 0.535727682137574,
-                    "average distance to final point": 0.15340009706983665,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04460092266035656,
-                    "lucky jump": 0.09451375393266676
-                },
-                "Griewank": {
-                    "final loss": 0.037775519062774245,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09560633010458176,
-                    "average distance to final point": 0.16846337167416217,
-                    "convergence": 0.25774672772626644,
-                    "oscillation": 0.009566864950602242
-                },
-                "Langermann": {
-                    "final loss": 0.27559343658779445,
-                    "boundary violation": 0.022418001137453073,
-                    "final distance to global minimum": 0.43490517817965413,
-                    "average distance to final point": 0.09991718105138335,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024773300853899314,
-                    "lucky jump": 0.16100292465205135
-                },
-                "Langermann 2": {
-                    "final loss": 0.6368870665203343,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.536630853937747,
-                    "average distance to final point": 0.11440674138587534,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.021381299963990564
-                },
-                "Lévy": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.011935095818432129,
-                    "average distance to final point": 0.12604917896070214,
-                    "convergence": 0.18745668507580118,
-                    "oscillation": 0.0
-                },
-                "Lévy 13": {
-                    "final loss": 0.0003165415589182951,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.039655068439724335,
-                    "average distance to final point": 0.10513048184294473,
-                    "convergence": 0.1721882050744341,
-                    "oscillation": 0.028540904968349864
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.003081450666087702,
-                    "final distance to global minimum": 0.020466941142983294,
-                    "average distance to final point": 0.15105845771713902,
-                    "convergence": 0.23855552776388023,
-                    "oscillation": 0.014263285917496829
-                },
-                "Rastrigin": {
-                    "final loss": 0.08004306639916298,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24727597122782966,
-                    "average distance to final point": 0.0984312326017649,
-                    "convergence": 0.11676850899644978,
-                    "oscillation": 0.021043213744805857
-                },
-                "Rosenbrock": {
-                    "final loss": 0.03723400320766095,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8435101272143395,
-                    "average distance to final point": 0.17874682449176146,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.07063599842184466
-                },
-                "Schaffer 2": {
-                    "final loss": 0.05147407203195799,
-                    "boundary violation": 0.045444999497691665,
-                    "final distance to global minimum": 0.12029599331416066,
-                    "average distance to final point": 0.20292982435828355,
-                    "convergence": 0.2463771295118586,
-                    "oscillation": 0.01605146667368862
-                },
-                "Schaffer 4": {
-                    "final loss": 0.032635256036768555,
-                    "boundary violation": 0.07810449738743817,
-                    "final distance to global minimum": 0.13350908804225453,
-                    "average distance to final point": 0.23580555870976866,
-                    "convergence": 0.3040085548648711,
-                    "oscillation": 0.019983873796873546
-                },
-                "SchwefelSin": {
-                    "final loss": 0.9418654316370232,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8183240620615351,
-                    "average distance to final point": 0.06339654939480781,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01889613971332996,
-                    "lucky jump": 0.34863281320014317,
-                    "min movement": 0.07808658517363323
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08610326227956121,
-                    "average distance to final point": 0.034854667997790745,
-                    "convergence": 0.05884613803007369,
-                    "oscillation": 0.02943023950039694,
-                    "min movement": 0.20381156534353553
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833335284046377,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031715468409372,
-                    "average distance to final point": 0.08248993745168194,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.05401548808499634
-                },
-                "Weierstrass": {
-                    "final loss": 0.8074857087839915,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3526928160875686,
-                    "average distance to final point": 0.17433039951091392,
-                    "convergence": 0.24704774859633563,
-                    "oscillation": 0.013947444529569305
-                }
-            }
-        },
-        "laprop": {
-            "error_rates": {
-                "Ackley": 1.2638440305714764,
-                "Cross-in-Tray": 2.8704482392036206,
-                "Drop-Wave": 1.3825467666875442,
-                "EggHolder": 2.494029124955301,
-                "Gramacy & Lee 2D": 1.7364588901629503,
-                "Griewank": 0.4939978167990352,
-                "Langermann": 0.9943304720293045,
-                "Langermann 2": 1.985423554886089,
-                "Lévy": 2.1601084721764634,
-                "Lévy 13": 0.49092769434360517,
-                "MixedMichalewiczSphere": 0.32342374852170824,
-                "Rastrigin": 1.0205646946156384,
-                "Rosenbrock": 1.453102426325941,
-                "Schaffer 2": 2.520060133215531,
-                "Schaffer 4": 2.441629264947065,
-                "SchwefelSin": 2.5806644850048164,
-                "Shubert": 0.415906799104417,
-                "Styblinski-Tang": 2.0967346415885633,
-                "Weierstrass": 1.3540418166312072
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.8957660458572145,
-                "Cross-in-Tray": 1.4352241196018103,
-                "Drop-Wave": 2.0738201500313163,
-                "EggHolder": 1.995223299964241,
-                "Gramacy & Lee 2D": 4.341147225407376,
-                "Griewank": 0.7409967251985528,
-                "Langermann": 0.9943304720293045,
-                "Langermann 2": 1.5883388439088713,
-                "Lévy": 2.1601084721764634,
-                "Lévy 13": 0.7363915415154078,
-                "MixedMichalewiczSphere": 0.4851356227825624,
-                "Rastrigin": 1.5308470419234577,
-                "Rosenbrock": 1.453102426325941,
-                "Schaffer 2": 4.536108239787956,
-                "Schaffer 4": 4.394932676904717,
-                "SchwefelSin": 2.0645315880038533,
-                "Shubert": 0.415906799104417,
-                "Styblinski-Tang": 2.5160815699062757,
-                "Weierstrass": 2.7080836332624143
-            },
-            "avg_error_rate": 1.5830654248300147,
-            "weighted_avg_error_rate": 2.0034777101943235,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.4709406478543078,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.29753144745393345,
-                    "average distance to final point": 0.11407477378922494,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03173606212383899
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.5627589171815002,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8689228701458231,
-                    "average distance to final point": 0.06962804993247407,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.015670771015138862,
-                    "lucky jump": 0.003906531578513051
-                },
-                "Drop-Wave": {
-                    "final loss": 0.006935094706445971,
-                    "boundary violation": 0.003822279173808784,
-                    "final distance to global minimum": 0.009061551484428457,
-                    "average distance to final point": 0.10953341043261992,
-                    "convergence": 0.1721882050744341,
-                    "oscillation": 0.055775064505500564,
-                    "lucky jump": 1.0252311613103064
-                },
-                "EggHolder": {
-                    "final loss": 1.0396548207323137,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778550567696507,
-                    "average distance to final point": 0.03138200956639394,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011264495047781585,
-                    "min movement": 0.2843116434889897
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.4542748957871192,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6068593364388887,
-                    "average distance to final point": 0.10365413450976108,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03663898516162208,
-                    "lucky jump": 0.18547043891538817
-                },
-                "Griewank": {
-                    "final loss": 0.07055242181643177,
-                    "boundary violation": 0.02042019022580872,
-                    "final distance to global minimum": 0.035490168267361906,
-                    "average distance to final point": 0.20461860876437532,
-                    "convergence": 0.15565730307524658,
-                    "oscillation": 0.007259124649810961
-                },
-                "Langermann": {
-                    "final loss": 0.09962507963114565,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.43319689263836303,
-                    "average distance to final point": 0.08557044507125172,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02637695533837285
-                },
-                "Langermann 2": {
-                    "final loss": 0.6292121056212516,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7442521383052227,
-                    "average distance to final point": 0.07829411213049466,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02466546795901964,
-                    "min movement": 0.15943863151992896
-                },
-                "Lévy": {
-                    "final loss": 0.33629672138891276,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636151879053376,
-                    "average distance to final point": 0.0966912009712937,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007902147356899751,
-                    "lucky jump": 0.49036738463749874,
-                    "min movement": 0.01567473056634985
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.016560684933370626,
-                    "average distance to final point": 0.12223428233179329,
-                    "convergence": 0.2696646586264413,
-                    "oscillation": 0.015580661793106871,
-                    "lucky jump": 0.06688740665889306
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.00011668954981866607,
-                    "final distance to global minimum": 0.0225950889875809,
-                    "average distance to final point": 0.12037711983849113,
-                    "convergence": 0.16760892959528875,
-                    "oscillation": 0.012725920550528812
-                },
-                "Rastrigin": {
-                    "final loss": 0.1641451512101959,
-                    "boundary violation": 0.005087327683266878,
-                    "final distance to global minimum": 0.35994898854778273,
-                    "average distance to final point": 0.11383054489613333,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027991582928088416
-                },
-                "Rosenbrock": {
-                    "final loss": 0.02872785666996257,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7826210821349779,
-                    "average distance to final point": 0.2905736259378603,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0016187622329690435
-                },
-                "Schaffer 2": {
-                    "final loss": 0.9973331205793068,
-                    "boundary violation": 0.037507809054910815,
-                    "final distance to global minimum": 0.7103328767795918,
-                    "average distance to final point": 0.24179358441526747,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.021761819957782574,
-                    "min movement": 0.16176982307850024
-                },
-                "Schaffer 4": {
-                    "final loss": 0.7844655499075918,
-                    "boundary violation": 0.002428720764841952,
-                    "final distance to global minimum": 0.843275905713026,
-                    "average distance to final point": 0.18722324177002572,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01793375195939294,
-                    "min movement": 0.25674099548201584
-                },
-                "SchwefelSin": {
-                    "final loss": 0.5900838753265679,
-                    "boundary violation": 0.06952778581113411,
-                    "final distance to global minimum": 0.5130010313934387,
-                    "average distance to final point": 0.0846631431756293,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.030543112522714116,
-                    "lucky jump": 0.9432844374251608
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08613256813281703,
-                    "average distance to final point": 0.038758301712634745,
-                    "convergence": 0.06986856066195289,
-                    "oscillation": 0.018776452947736555,
-                    "min movement": 0.20237091564927578
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031437982263253,
-                    "average distance to final point": 0.04889625904827532,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0032107010213037676,
-                    "min movement": 0.1735895536478766
-                },
-                "Weierstrass": {
-                    "final loss": 0.408308038783761,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3149916334323853,
-                    "average distance to final point": 0.26614714458903266,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.015033900475857108
-                }
-            }
-        },
-        "rmsprop": {
-            "error_rates": {
-                "Ackley": 2.894805519539606,
-                "Cross-in-Tray": 2.9902628348352422,
-                "Drop-Wave": 2.5966337069122325,
-                "EggHolder": 3.2710950782627726,
-                "Gramacy & Lee 2D": 2.4448096134392494,
-                "Griewank": 0.7078368514359354,
-                "Langermann": 2.519360481828292,
-                "Langermann 2": 3.031746617550771,
-                "Lévy": 3.196366214878594,
-                "Lévy 13": 1.5434865472867494,
-                "MixedMichalewiczSphere": 2.387871263085955,
-                "Rastrigin": 2.7342992034006017,
-                "Rosenbrock": 1.8545326043972703,
-                "Schaffer 2": 3.440760309068418,
-                "Schaffer 4": 2.5887142798749987,
-                "SchwefelSin": 2.6830023457577448,
-                "Shubert": 2.0426913536723825,
-                "Styblinski-Tang": 2.150837066036618,
-                "Weierstrass": 2.104930563035375
-            },
-            "weighted_error_rates": {
-                "Ackley": 4.342208279309409,
-                "Cross-in-Tray": 1.4951314174176211,
-                "Drop-Wave": 3.8949505603683487,
-                "EggHolder": 2.6168760626102183,
-                "Gramacy & Lee 2D": 6.112024033598123,
-                "Griewank": 1.0617552771539032,
-                "Langermann": 2.519360481828292,
-                "Langermann 2": 2.425397294040617,
-                "Lévy": 3.196366214878594,
-                "Lévy 13": 2.3152298209301243,
-                "MixedMichalewiczSphere": 3.581806894628932,
-                "Rastrigin": 4.101448805100903,
-                "Rosenbrock": 1.8545326043972703,
-                "Schaffer 2": 6.193368556323152,
-                "Schaffer 4": 4.659685703774998,
-                "SchwefelSin": 2.146401876606196,
-                "Shubert": 2.0426913536723825,
-                "Styblinski-Tang": 2.5810044792439415,
-                "Weierstrass": 4.20986112607075
-            },
-            "avg_error_rate": 2.483370655489411,
-            "weighted_avg_error_rate": 3.228952675892304,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.251833945775226,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8728074678337963,
-                    "average distance to final point": 0.0493049297291456,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09403360658297502,
-                    "lucky jump": 0.01911263726235152,
-                    "min movement": 0.25815183300594036
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.36684643876263,
-                    "boundary violation": 0.017068376659873194,
-                    "final distance to global minimum": 0.682365506479395,
-                    "average distance to final point": 0.0689762502778229,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.023903153206014553,
-                    "lucky jump": 0.285853448550574,
-                    "min movement": 0.19568856154876116
-                },
-                "Drop-Wave": {
-                    "final loss": 1.3696962226545817,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5577280942942426,
-                    "average distance to final point": 0.08055315263328386,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09205605780273464,
-                    "lucky jump": 0.0358401434793082,
-                    "min movement": 0.11119893669791009
-                },
-                "EggHolder": {
-                    "final loss": 1.043887644631483,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7740962912213485,
-                    "average distance to final point": 0.04405378076865969,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09637017002936166,
-                    "lucky jump": 0.6620125457045319,
-                    "min movement": 0.3011135465572163
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5787758777650475,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1036978695862578,
-                    "average distance to final point": 0.04579620934756792,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08491480154472923,
-                    "lucky jump": 0.029679107414862203,
-                    "min movement": 0.25238464843061376
-                },
-                "Griewank": {
-                    "final loss": 0.049133720064252255,
-                    "boundary violation": 0.009800968956244936,
-                    "final distance to global minimum": 0.1060886318137109,
-                    "average distance to final point": 0.19900536655374357,
-                    "convergence": 0.2977802146124569,
-                    "oscillation": 0.04602794943552689
-                },
-                "Langermann": {
-                    "final loss": 0.9663119474910878,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.810654932366523,
-                    "average distance to final point": 0.03330710060332418,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0692646859683986,
-                    "min movement": 0.29026071604878734
-                },
-                "Langermann 2": {
-                    "final loss": 1.0960982349872417,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1763315707873967,
-                    "average distance to final point": 0.04140929694593383,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07201699111403767,
-                    "min movement": 0.29632942436598997
-                },
-                "Lévy": {
-                    "final loss": 0.4210732456459686,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.966011059465632,
-                    "average distance to final point": 0.050007487950572166,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06919809829995088,
-                    "lucky jump": 1.061635623608165,
-                    "min movement": 0.2788796005581342
-                },
-                "Lévy 13": {
-                    "final loss": 0.37335543157637224,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.659028852820922,
-                    "average distance to final point": 0.08752619393772608,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04223130713625635,
-                    "min movement": 0.0317836624653014
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.9308308639397935,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7147759155862137,
-                    "average distance to final point": 0.05218264851529571,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06496530941495994,
-                    "min movement": 0.2755554262795209
-                },
-                "Rastrigin": {
-                    "final loss": 0.9892329311799971,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9015544054604884,
-                    "average distance to final point": 0.038140105086356166,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08430200640035118,
-                    "lucky jump": 0.06159656870467029,
-                    "min movement": 0.3099120872185677
-                },
-                "Rosenbrock": {
-                    "final loss": 0.05159829035306337,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0999549638881296,
-                    "average distance to final point": 0.05739747440723423,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2960207763986718
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1214497663172807,
-                    "boundary violation": 0.07338617072222146,
-                    "final distance to global minimum": 0.9673896841765763,
-                    "average distance to final point": 0.10104618257470901,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06489124295051896,
-                    "lucky jump": 0.5081426396227314,
-                    "min movement": 0.25489352335420895
-                },
-                "Schaffer 4": {
-                    "final loss": 0.836036566109906,
-                    "boundary violation": 0.0025741611475463954,
-                    "final distance to global minimum": 1.0007620278147105,
-                    "average distance to final point": 0.0511051801065259,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03279626035927973,
-                    "min movement": 0.31587898498685896
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099236785932502,
-                    "average distance to final point": 0.016854214876010874,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.33302395452976125
-                },
-                "Shubert": {
-                    "final loss": 0.9245425562834783,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2446734954913503,
-                    "average distance to final point": 0.07405840308237882,
-                    "convergence": 0.09598382251401516,
-                    "oscillation": 0.09577993341197577,
-                    "lucky jump": 0.4470615926153616,
-                    "min movement": 0.1605915502738228
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031419808138426,
-                    "average distance to final point": 0.04504442606861552,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2347563295093776
-                },
-                "Weierstrass": {
-                    "final loss": 0.7933325263876001,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5762439333000993,
-                    "average distance to final point": 0.16225136350554675,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05362677098389782,
-                    "lucky jump": 0.16991486950806026
-                }
-            }
-        },
-        "adam": {
-            "error_rates": {
-                "Ackley": 1.5914282656956074,
-                "Cross-in-Tray": 2.5325655621683856,
-                "Drop-Wave": 3.292791033199713,
-                "EggHolder": 2.5038146662074845,
-                "Gramacy & Lee 2D": 1.8524632667932353,
-                "Griewank": 0.5149600874137894,
-                "Langermann": 1.6253334868245215,
-                "Langermann 2": 2.6366017153987342,
-                "Lévy": 1.9325362236492918,
-                "Lévy 13": 0.330281684598423,
-                "MixedMichalewiczSphere": 0.47118715615071094,
-                "Rastrigin": 1.0266890547772187,
-                "Rosenbrock": 1.4352194512681262,
-                "Schaffer 2": 1.5211288649848231,
-                "Schaffer 4": 0.6358436559454502,
-                "SchwefelSin": 2.6608115161503845,
-                "Shubert": 0.3615579016834183,
-                "Styblinski-Tang": 2.0505440429419113,
-                "Weierstrass": 1.383551933487846
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.387142398543411,
-                "Cross-in-Tray": 1.2662827810841928,
-                "Drop-Wave": 4.93918654979957,
-                "EggHolder": 2.0030517329659876,
-                "Gramacy & Lee 2D": 4.631158166983088,
-                "Griewank": 0.7724401311206841,
-                "Langermann": 1.6253334868245215,
-                "Langermann 2": 2.1092813723189874,
-                "Lévy": 1.9325362236492918,
-                "Lévy 13": 0.4954225268976345,
-                "MixedMichalewiczSphere": 0.7067807342260664,
-                "Rastrigin": 1.5400335821658282,
-                "Rosenbrock": 1.4352194512681262,
-                "Schaffer 2": 2.738031956972682,
-                "Schaffer 4": 1.1445185807018103,
-                "SchwefelSin": 2.128649212920308,
-                "Shubert": 0.3615579016834183,
-                "Styblinski-Tang": 2.4606528515302935,
-                "Weierstrass": 2.767103866975692
-            },
-            "avg_error_rate": 1.597858398386267,
-            "weighted_avg_error_rate": 1.970757026770084,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.3910761461189846,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24642874916996413,
-                    "average distance to final point": 0.09037864007654947,
-                    "convergence": 0.1346550004291361,
-                    "oscillation": 0.050627362489661355,
-                    "lucky jump": 0.6782623674113115
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.2656951300170234,
-                    "boundary violation": 0.022830277100937373,
-                    "final distance to global minimum": 0.6081391376389549,
-                    "average distance to final point": 0.11389337856751423,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.012247604652674136,
-                    "min movement": 0.16019893484111072
-                },
-                "Drop-Wave": {
-                    "final loss": 1.036027791217717,
-                    "boundary violation": 0.00583291487591966,
-                    "final distance to global minimum": 0.41587057244559655,
-                    "average distance to final point": 0.11079252330050582,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06398936171462996,
-                    "lucky jump": 1.3107167702951728
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778608614620748,
-                    "average distance to final point": 0.043908459241876086,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010776586898245073,
-                    "min movement": 0.28205288359591235
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.33708274765874546,
-                    "boundary violation": 0.0017927783054391814,
-                    "final distance to global minimum": 0.4008721368454657,
-                    "average distance to final point": 0.14694847293747135,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03999713584176138,
-                    "lucky jump": 0.5762088958541809
-                },
-                "Griewank": {
-                    "final loss": 0.07291350364851468,
-                    "boundary violation": 2.1834994399334156e-06,
-                    "final distance to global minimum": 0.10512604040093759,
-                    "average distance to final point": 0.17152028600310698,
-                    "convergence": 0.1421813717540211,
-                    "oscillation": 0.023216702107769202
-                },
-                "Langermann": {
-                    "final loss": 0.052450057312017316,
-                    "boundary violation": 0.003646991298964998,
-                    "final distance to global minimum": 0.03996600925961977,
-                    "average distance to final point": 0.08897617951767492,
-                    "convergence": 0.1480880229039762,
-                    "oscillation": 0.05817097175142741,
-                    "lucky jump": 1.2340352547808409
-                },
-                "Langermann 2": {
-                    "final loss": 0.8894434767086563,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0207320991498945,
-                    "average distance to final point": 0.06519915398447311,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02063927619043024,
-                    "min movement": 0.2910266100151086
-                },
-                "Lévy": {
-                    "final loss": 0.336296838892931,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636281136754542,
-                    "average distance to final point": 0.103723111096858,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005840381436101657,
-                    "lucky jump": 0.2734866791977758
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0142498762074752,
-                    "average distance to final point": 0.10195875420765477,
-                    "convergence": 0.1788678902115595,
-                    "oscillation": 0.035205163971733566
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.05307660679234215,
-                    "final distance to global minimum": 0.02685802995626588,
-                    "average distance to final point": 0.16429703424870154,
-                    "convergence": 0.218939015319192,
-                    "oscillation": 0.008016469834209325
-                },
-                "Rastrigin": {
-                    "final loss": 0.16414387015861934,
-                    "boundary violation": 0.011405958088707153,
-                    "final distance to global minimum": 0.3600856728540413,
-                    "average distance to final point": 0.11361588305707493,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027876571268604662
-                },
-                "Rosenbrock": {
-                    "final loss": 0.03039091164715191,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7926803027012488,
-                    "average distance to final point": 0.2625871375695544,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.07814681779638079,
-                    "boundary violation": 0.6419737931362196,
-                    "final distance to global minimum": 0.14891368352927564,
-                    "average distance to final point": 0.27985693298074465,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.022676538192031363
-                },
-                "Schaffer 4": {
-                    "final loss": 0.0,
-                    "boundary violation": 6.22078094556453e-05,
-                    "final distance to global minimum": 0.08770864299867549,
-                    "average distance to final point": 0.252380808185308,
-                    "convergence": 0.2784484401009466,
-                    "oscillation": 0.017243556851064493
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843263403433406,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992231819013139,
-                    "average distance to final point": 0.03403899530317218,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0010763979598281221,
-                    "min movement": 0.2925855012925584
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09087598885170482,
-                    "average distance to final point": 0.10834741158268224,
-                    "convergence": 0.1318244397400685,
-                    "oscillation": 0.030510061508962714
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183333283312961,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031542150761716,
-                    "average distance to final point": 0.06929967183057247,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.002586605473743838,
-                    "min movement": 0.10760912287995623
-                },
-                "Weierstrass": {
-                    "final loss": 0.49108349051746164,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.29266587134309674,
-                    "average distance to final point": 0.2388521632536064,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011389309023510019
-                }
-            }
-        },
-        "stablespam": {
-            "error_rates": {
-                "Ackley": 1.6986161120766345,
-                "Cross-in-Tray": 0.6871753388269547,
-                "Drop-Wave": 1.401089347359302,
-                "EggHolder": 2.5105396921623853,
-                "Gramacy & Lee 2D": 1.3868530105902426,
-                "Griewank": 0.6532039329446373,
-                "Langermann": 1.743969416254835,
-                "Langermann 2": 2.196464659366112,
-                "Lévy": 1.7731562070102969,
-                "Lévy 13": 0.41551473297611846,
-                "MixedMichalewiczSphere": 0.4331363169724273,
-                "Rastrigin": 0.6933973826295663,
-                "Rosenbrock": 0.4980063671265686,
-                "Schaffer 2": 0.9444971977575796,
-                "Schaffer 4": 1.862379888911531,
-                "SchwefelSin": 2.6887876784751032,
-                "Shubert": 0.5431050675920651,
-                "Styblinski-Tang": 2.1052917971744334,
-                "Weierstrass": 1.4708276547005747
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.547924168114952,
-                "Cross-in-Tray": 0.34358766941347735,
-                "Drop-Wave": 2.101634021038953,
-                "EggHolder": 2.008431753729908,
-                "Gramacy & Lee 2D": 3.4671325264756065,
-                "Griewank": 0.979805899416956,
-                "Langermann": 1.743969416254835,
-                "Langermann 2": 1.7571717274928897,
-                "Lévy": 1.7731562070102969,
-                "Lévy 13": 0.6232720994641777,
-                "MixedMichalewiczSphere": 0.649704475458641,
-                "Rastrigin": 1.0400960739443494,
-                "Rosenbrock": 0.4980063671265686,
-                "Schaffer 2": 1.7000949559636434,
-                "Schaffer 4": 3.3522838000407558,
-                "SchwefelSin": 2.151030142780083,
-                "Shubert": 0.5431050675920651,
-                "Styblinski-Tang": 2.52635015660932,
-                "Weierstrass": 2.9416553094011495
-            },
-            "avg_error_rate": 1.3529479895214405,
-            "weighted_avg_error_rate": 1.723600623017296,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.7077813466880777,
-                    "boundary violation": 0.009106111531143057,
-                    "final distance to global minimum": 0.43198433030294703,
-                    "average distance to final point": 0.11466260732968994,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03617592953869784,
-                    "min movement": 0.04934468733590786
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.18295820498943344,
-                    "boundary violation": 0.00013110085321720198,
-                    "final distance to global minimum": 0.07879691560615777,
-                    "average distance to final point": 0.1659711282486535,
-                    "convergence": 0.2315802455024842,
-                    "oscillation": 0.027737743627008513
-                },
-                "Drop-Wave": {
-                    "final loss": 0.3982887071360359,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.22669241671197535,
-                    "average distance to final point": 0.12352955971877938,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06990364879205399,
-                    "lucky jump": 0.23311391565028605
-                },
-                "EggHolder": {
-                    "final loss": 1.0414751953955983,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7755417802294431,
-                    "average distance to final point": 0.04433251132624938,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.034993106924750765,
-                    "min movement": 0.264635998936172
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.29238923971926684,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.29137943231236274,
-                    "average distance to final point": 0.14889422894342627,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.031057942411051115,
-                    "lucky jump": 0.27357106785396446
-                },
-                "Griewank": {
-                    "final loss": 0.024605769347455782,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09362465622300181,
-                    "average distance to final point": 0.20112007185555028,
-                    "convergence": 0.32090383034426895,
-                    "oscillation": 0.01294960517436053
-                },
-                "Langermann": {
-                    "final loss": 0.28096145410587053,
-                    "boundary violation": 0.020044465760998616,
-                    "final distance to global minimum": 0.27677357295070654,
-                    "average distance to final point": 0.12010700099058831,
-                    "convergence": 0.11991449828236961,
-                    "oscillation": 0.03889888493312064,
-                    "lucky jump": 0.8872695392311808
-                },
-                "Langermann 2": {
-                    "final loss": 0.7363652631861666,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7838749381428755,
-                    "average distance to final point": 0.12768128518518623,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.031193842998166965,
-                    "lucky jump": 0.0972280426495615,
-                    "min movement": 0.07056018785398385
-                },
-                "Lévy": {
-                    "final loss": 0.33958248035391125,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8668097275442685,
-                    "average distance to final point": 0.18204585921303323,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.029355499926519528,
-                    "min movement": 0.005801540622393158
-                },
-                "Lévy 13": {
-                    "final loss": 0.018200700530003746,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.04424399361654983,
-                    "average distance to final point": 0.10879491690250608,
-                    "convergence": 0.17443906801294107,
-                    "oscillation": 0.06983605391411775
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.058654000787605694,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.053224772668382644,
-                    "average distance to final point": 0.12054025043464163,
-                    "convergence": 0.17443906801294107,
-                    "oscillation": 0.02627822506885631
-                },
-                "Rastrigin": {
-                    "final loss": 0.08483542877070101,
-                    "boundary violation": 0.00419038130581126,
-                    "final distance to global minimum": 0.06467898411580807,
-                    "average distance to final point": 0.11444423434897215,
-                    "convergence": 0.15565730307524658,
-                    "oscillation": 0.04169439340409061,
-                    "lucky jump": 0.22789665760893668
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0026704961455355915,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08485853623153139,
-                    "average distance to final point": 0.18145892203089514,
-                    "convergence": 0.1716215392943304,
-                    "oscillation": 0.057396873424276094
-                },
-                "Schaffer 2": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.3849035962130848,
-                    "final distance to global minimum": 0.007552747368475152,
-                    "average distance to final point": 0.25484314203188146,
-                    "convergence": 0.28478268374084253,
-                    "oscillation": 0.012415028403295569
-                },
-                "Schaffer 4": {
-                    "final loss": 0.46709461203614167,
-                    "boundary violation": 0.27385279077469327,
-                    "final distance to global minimum": 0.4339101521420676,
-                    "average distance to final point": 0.31431086113397133,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.023650373474485925
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8847460985734147,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0974975030520087,
-                    "average distance to final point": 0.04128083048076743,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.016792556761123192,
-                    "min movement": 0.29890959025761843
-                },
-                "Shubert": {
-                    "final loss": 0.12466509083620356,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07550820270144726,
-                    "average distance to final point": 0.04615341244935866,
-                    "convergence": 0.06986856066195289,
-                    "oscillation": 0.02861500706511811,
-                    "min movement": 0.19829479387798463
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31850311749832044,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.199088556255099,
-                    "average distance to final point": 0.062047633188197164,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024453075394483225,
-                    "min movement": 0.15163831548816256
-                },
-                "Weierstrass": {
-                    "final loss": 0.592260252964902,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.27708573051643764,
-                    "average distance to final point": 0.23708284620873962,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01483772566032432
-                }
-            }
-        },
-        "lars": {
-            "error_rates": {
-                "Ackley": 0.8423469150961597,
-                "Cross-in-Tray": 3.057329183576864,
-                "Drop-Wave": 4.694426052437,
-                "EggHolder": 1.2442937671253835,
-                "Gramacy & Lee 2D": 1.9877813020270594,
-                "Griewank": 0.5831380596625579,
-                "Langermann": 2.608178239181606,
-                "Langermann 2": 2.971182911345626,
-                "Lévy": 0.6632659070725438,
-                "Lévy 13": 0.8127930903136977,
-                "MixedMichalewiczSphere": 0.4977253990963526,
-                "Rastrigin": 0.4155092411473665,
-                "Rosenbrock": 1.3611785903986218,
-                "Schaffer 2": 2.9447969754726193,
-                "Schaffer 4": 2.5139276658130676,
-                "SchwefelSin": 2.261199661567869,
-                "Shubert": 2.2940469713027474,
-                "Styblinski-Tang": 1.5865558245292948,
-                "Weierstrass": 1.4634107048360194
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.2635203726442394,
-                "Cross-in-Tray": 1.528664591788432,
-                "Drop-Wave": 7.0416390786555,
-                "EggHolder": 0.9954350137003068,
-                "Gramacy & Lee 2D": 4.9694532550676485,
-                "Griewank": 0.8747070894938369,
-                "Langermann": 2.608178239181606,
-                "Langermann 2": 2.376946329076501,
-                "Lévy": 0.6632659070725438,
-                "Lévy 13": 1.2191896354705465,
-                "MixedMichalewiczSphere": 0.7465880986445289,
-                "Rastrigin": 0.6232638617210498,
-                "Rosenbrock": 1.3611785903986218,
-                "Schaffer 2": 5.300634555850715,
-                "Schaffer 4": 4.525069798463522,
-                "SchwefelSin": 1.8089597292542952,
-                "Shubert": 2.2940469713027474,
-                "Styblinski-Tang": 1.9038669894351536,
-                "Weierstrass": 2.926821409672039
-            },
-            "avg_error_rate": 1.8317413927369712,
-            "weighted_avg_error_rate": 2.3700752377312546,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.33510228831541905,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08605740518985758,
-                    "average distance to final point": 0.15598397030935046,
-                    "convergence": 0.1721882050744341,
-                    "oscillation": 0.09301504620709854
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.5201345705161189,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8192997262987916,
-                    "average distance to final point": 0.035470213423216025,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.018933019201375554,
-                    "min movement": 0.3139305547871907
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7266180948246674,
-                    "boundary violation": 0.01087256805589644,
-                    "final position out-of-bounds": 1.1515679426578855,
-                    "final distance to global minimum": 1.0752610106050469,
-                    "average distance to final point": 0.024457987877693693,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03103629315930724,
-                    "min movement": 0.32505105590633093
-                },
-                "EggHolder": {
-                    "final loss": 0.5295737901612073,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.042975893981346984,
-                    "average distance to final point": 0.14552673616469033,
-                    "convergence": 0.17666533864014847,
-                    "oscillation": 0.03488947372728451,
-                    "lucky jump": 0.31466253445070613
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5273354827725939,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9703424384590494,
-                    "average distance to final point": 0.09580696357695458,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04153510302582159,
-                    "min movement": 0.0032002148424688376
-                },
-                "Griewank": {
-                    "final loss": 0.04334948353881655,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.06735088692922679,
-                    "average distance to final point": 0.19131868094831678,
-                    "convergence": 0.24536841835316095,
-                    "oscillation": 0.03575058989303698
-                },
-                "Langermann": {
-                    "final loss": 0.9571725428636779,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7924079432013637,
-                    "average distance to final point": 0.07775007716690865,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03912662302251111,
-                    "lucky jump": 0.18300367189442823,
-                    "min movement": 0.20915628168254552
-                },
-                "Langermann 2": {
-                    "final loss": 1.0931498558678403,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1569760757623757,
-                    "average distance to final point": 0.03661747747771167,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007170941840650047,
-                    "min movement": 0.32770746104687626
-                },
-                "Lévy": {
-                    "final loss": 0.0008481846431634754,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.03874332708620829,
-                    "average distance to final point": 0.15447965525928214,
-                    "convergence": 0.2665282649143711,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.20266647516951886
-                },
-                "Lévy 13": {
-                    "final loss": 0.04402294304699665,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.21056268275244555,
-                    "average distance to final point": 0.1839009792685657,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004839180939800137,
-                    "lucky jump": 0.019906204955718373
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.00011620170431824233,
-                    "final distance to global minimum": 0.023862767163003687,
-                    "average distance to final point": 0.16125411648338878,
-                    "convergence": 0.20760255356284596,
-                    "oscillation": 0.04662458791817995,
-                    "lucky jump": 0.058265172264616
-                },
-                "Rastrigin": {
-                    "final loss": 0.00248168800064203,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.01096823601409233,
-                    "average distance to final point": 0.14454455496367097,
-                    "convergence": 0.19774542280580812,
-                    "oscillation": 0.05976933936315302
-                },
-                "Rosenbrock": {
-                    "final loss": 0.034010859798842726,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8160567012693531,
-                    "average distance to final point": 0.1451068615496188,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.016443068430635845
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1743097520571064,
-                    "boundary violation": 0.016092267131391568,
-                    "final distance to global minimum": 0.9241197062438055,
-                    "average distance to final point": 0.17898792924264548,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.017494762005664327,
-                    "min movement": 0.28423145944183514
-                },
-                "Schaffer 4": {
-                    "final loss": 0.7358588103531858,
-                    "boundary violation": 0.23796863651379618,
-                    "final distance to global minimum": 0.7273673171361378,
-                    "average distance to final point": 0.4436031053619087,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.019568697097868112
-                },
-                "SchwefelSin": {
-                    "final loss": 0.9418655267588557,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8183490122346668,
-                    "average distance to final point": 0.07056965876248364,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.001974937409558517,
-                    "min movement": 0.07887942705213292
-                },
-                "Shubert": {
-                    "final loss": 1.097563338995232,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5063309856810888,
-                    "average distance to final point": 0.09677080811623553,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.052060802903295136,
-                    "lucky jump": 0.075129828781098,
-                    "min movement": 0.11663010747562698
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.016892313824463937,
-                    "average distance to final point": 0.14751019896322676,
-                    "convergence": 0.16053030094297244,
-                    "oscillation": 0.017431659878494668,
-                    "lucky jump": 1.244191350920137
-                },
-                "Weierstrass": {
-                    "final loss": 0.5768933090546291,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.25892319917786094,
-                    "average distance to final point": 0.2654168857112191,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.012616211542139173
-                }
-            }
-        },
-        "aida": {
-            "error_rates": {
-                "Ackley": 1.023867932101975,
-                "Cross-in-Tray": 1.9268681976896802,
-                "Drop-Wave": 2.603356351282693,
-                "EggHolder": 2.4992899900993057,
-                "Gramacy & Lee 2D": 0.8967979482632591,
-                "Griewank": 0.6189800966148127,
-                "Langermann": 1.3793645604261533,
-                "Langermann 2": 2.066832264419026,
-                "Lévy": 1.9203579340821053,
-                "Lévy 13": 0.33882142047261177,
-                "MixedMichalewiczSphere": 0.3648485838293516,
-                "Rastrigin": 0.648692986622937,
-                "Rosenbrock": 1.426141683603081,
-                "Schaffer 2": 0.6107777757965572,
-                "Schaffer 4": 1.0876334196247543,
-                "SchwefelSin": 2.55215362559233,
-                "Shubert": 0.4265836017613568,
-                "Styblinski-Tang": 2.050461971302367,
-                "Weierstrass": 1.4537707018343933
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.5358018981529624,
-                "Cross-in-Tray": 0.9634340988448401,
-                "Drop-Wave": 3.905034526924039,
-                "EggHolder": 1.9994319920794448,
-                "Gramacy & Lee 2D": 2.241994870658148,
-                "Griewank": 0.928470144922219,
-                "Langermann": 1.3793645604261533,
-                "Langermann 2": 1.653465811535221,
-                "Lévy": 1.9203579340821053,
-                "Lévy 13": 0.5082321307089177,
-                "MixedMichalewiczSphere": 0.5472728757440274,
-                "Rastrigin": 0.9730394799344054,
-                "Rosenbrock": 1.426141683603081,
-                "Schaffer 2": 1.099399996433803,
-                "Schaffer 4": 1.957740155324558,
-                "SchwefelSin": 2.041722900473864,
-                "Shubert": 0.4265836017613568,
-                "Styblinski-Tang": 2.46055436556284,
-                "Weierstrass": 2.9075414036687866
-            },
-            "avg_error_rate": 1.3629263708115131,
-            "weighted_avg_error_rate": 1.6250307595179354,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.3914662811746854,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24564568320112432,
-                    "average distance to final point": 0.14258810691112364,
-                    "convergence": 0.19774542280580812,
-                    "oscillation": 0.04642243800923342
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.9506134790793394,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.42370540470863843,
-                    "average distance to final point": 0.10684267791103305,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008573347155829567,
-                    "min movement": 0.08757218948466855
-                },
-                "Drop-Wave": {
-                    "final loss": 0.7027689774415586,
-                    "boundary violation": 0.009227996417979166,
-                    "final distance to global minimum": 0.3384974147412633,
-                    "average distance to final point": 0.12157236895873995,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07234669077693026,
-                    "lucky jump": 1.0093818035960502
-                },
-                "EggHolder": {
-                    "final loss": 1.0396548207323137,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778124737966029,
-                    "average distance to final point": 0.039043751382418064,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01357742163889856,
-                    "min movement": 0.2796404231989016
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.033896823572920946,
-                    "average distance to final point": 0.11411053097479149,
-                    "convergence": 0.12298826232865899,
-                    "oscillation": 0.046343457681069296,
-                    "lucky jump": 0.5794588737058184
-                },
-                "Griewank": {
-                    "final loss": 0.06827925392569902,
-                    "boundary violation": 5.310723486405935e-06,
-                    "final distance to global minimum": 0.15482864203273936,
-                    "average distance to final point": 0.21409209874022023,
-                    "convergence": 0.1664472163417523,
-                    "oscillation": 0.015327574850915383
-                },
-                "Langermann": {
-                    "final loss": 0.13740420869480185,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.19394900199560366,
-                    "average distance to final point": 0.07066340349850289,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04314557814058856,
-                    "lucky jump": 0.5846412687464849
-                },
-                "Langermann 2": {
-                    "final loss": 0.5828782187868837,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8408382029879197,
-                    "average distance to final point": 0.07427980469728257,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02478275826327152,
-                    "min movement": 0.19449218033349724
-                },
-                "Lévy": {
-                    "final loss": 0.336296956396918,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8635893890079813,
-                    "average distance to final point": 0.10169017505109923,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007819883397248222,
-                    "lucky jump": 0.2614004308786872
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.027652354031732915,
-                    "average distance to final point": 0.11443443272724661,
-                    "convergence": 0.15317045977915544,
-                    "oscillation": 0.04356417393447673
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 5.630020480715412e-05,
-                    "final distance to global minimum": 0.020398151101018138,
-                    "average distance to final point": 0.1268830008287236,
-                    "convergence": 0.16527847541408552,
-                    "oscillation": 0.028317236777362385,
-                    "lucky jump": 0.02391541950335477
-                },
-                "Rastrigin": {
-                    "final loss": 0.11438731110279375,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.29807023483685774,
-                    "average distance to final point": 0.100918531928565,
-                    "convergence": 0.10333333333333333,
-                    "oscillation": 0.03198357542138712
-                },
-                "Rosenbrock": {
-                    "final loss": 0.028431462167026116,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7807726300166596,
-                    "average distance to final point": 0.2670484653645114,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0003280267047125262
-                },
-                "Schaffer 2": {
-                    "final loss": 0.012087571663305064,
-                    "boundary violation": 0.2244578262606659,
-                    "final distance to global minimum": 0.05750156994101336,
-                    "average distance to final point": 0.1398491483795398,
-                    "convergence": 0.1664472163417523,
-                    "oscillation": 0.010434443210280796
-                },
-                "Schaffer 4": {
-                    "final loss": 0.0613944427235373,
-                    "boundary violation": 0.2441892016590053,
-                    "final distance to global minimum": 0.16020585551053393,
-                    "average distance to final point": 0.252159761752498,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020123058629008733
-                },
-                "SchwefelSin": {
-                    "final loss": 0.9418655267588557,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8183512458475161,
-                    "average distance to final point": 0.06761521406611544,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02352562759689345,
-                    "lucky jump": 0.27189726836596895,
-                    "min movement": 0.07933764360680876
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08618682815997271,
-                    "average distance to final point": 0.04084978249087717,
-                    "convergence": 0.06986856066195289,
-                    "oscillation": 0.024692451289332472,
-                    "min movement": 0.20498597915922154
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183332793129564,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031372378040452,
-                    "average distance to final point": 0.07019031718349106,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005822689516422334,
-                    "min movement": 0.10341734813528083
-                },
-                "Weierstrass": {
-                    "final loss": 0.5358420351774806,
-                    "boundary violation": 0.02557759499302958,
-                    "final distance to global minimum": 0.2015085929408744,
-                    "average distance to final point": 0.31639388236547383,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024887497007363486
-                }
-            }
-        },
-        "exadam": {
-            "error_rates": {
-                "Ackley": 3.0413441655669913,
-                "Cross-in-Tray": 2.826014972592897,
-                "Drop-Wave": 3.6159643061787454,
-                "EggHolder": 3.016068000953004,
-                "Gramacy & Lee 2D": 2.5162745137273377,
-                "Griewank": 0.7405407158237701,
-                "Langermann": 3.081999632252173,
-                "Langermann 2": 3.0210593517738586,
-                "Lévy": 3.1578207757065857,
-                "Lévy 13": 1.7960478204669477,
-                "MixedMichalewiczSphere": 2.5180349189330546,
-                "Rastrigin": 3.750779732713294,
-                "Rosenbrock": 1.833905798137999,
-                "Schaffer 2": 2.9682235547811446,
-                "Schaffer 4": 2.639830324274455,
-                "SchwefelSin": 2.680291319029119,
-                "Shubert": 2.1099464058428343,
-                "Styblinski-Tang": 2.1406709065372582,
-                "Weierstrass": 2.7869938353015073
-            },
-            "weighted_error_rates": {
-                "Ackley": 4.562016248350487,
-                "Cross-in-Tray": 1.4130074862964486,
-                "Drop-Wave": 5.423946459268118,
-                "EggHolder": 2.4128544007624035,
-                "Gramacy & Lee 2D": 6.290686284318344,
-                "Griewank": 1.1108110737356551,
-                "Langermann": 3.081999632252173,
-                "Langermann 2": 2.416847481419087,
-                "Lévy": 3.1578207757065857,
-                "Lévy 13": 2.6940717307004216,
-                "MixedMichalewiczSphere": 3.777052378399582,
-                "Rastrigin": 5.626169599069941,
-                "Rosenbrock": 1.833905798137999,
-                "Schaffer 2": 5.342802398606061,
-                "Schaffer 4": 4.75169458369402,
-                "SchwefelSin": 2.1442330552232955,
-                "Shubert": 2.1099464058428343,
-                "Styblinski-Tang": 2.56880508784471,
-                "Weierstrass": 5.573987670603015
-            },
-            "avg_error_rate": 2.6443058447680516,
-            "weighted_avg_error_rate": 3.4890872921174307,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.3282174785597753,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9490536135814778,
-                    "average distance to final point": 0.03751072442095314,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08223376015349416,
-                    "min movement": 0.29476748950111953
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.5417226102932964,
-                    "boundary violation": 2.2117952369106678e-05,
-                    "final distance to global minimum": 0.23374786912188292,
-                    "average distance to final point": 0.3019469085400778,
-                    "convergence": 0.3205631417805331,
-                    "oscillation": 0.06713928555566925,
-                    "lucky jump": 1.360873039349069
-                },
-                "Drop-Wave": {
-                    "final loss": 1.3365491704227292,
-                    "boundary violation": 0.00703191939152342,
-                    "final distance to global minimum": 0.5065828960065413,
-                    "average distance to final point": 0.14302318519043683,
-                    "convergence": 0.11991449828236961,
-                    "oscillation": 0.11296714074804272,
-                    "lucky jump": 1.3898954961371022
-                },
-                "EggHolder": {
-                    "final loss": 1.0435626686858919,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7742971172675802,
-                    "average distance to final point": 0.047469994383235396,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08105568992238202,
-                    "lucky jump": 0.4197612078666804,
-                    "min movement": 0.30036022347706287
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5785903367905271,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0982519276776066,
-                    "average distance to final point": 0.049647282146126584,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06967970188716754,
-                    "lucky jump": 0.10755909252876476,
-                    "min movement": 0.2629850733469734
-                },
-                "Griewank": {
-                    "final loss": 0.06589801078255125,
-                    "boundary violation": 0.007366141937286318,
-                    "final distance to global minimum": 0.07786615116720942,
-                    "average distance to final point": 0.21011988928766337,
-                    "convergence": 0.3369443636950798,
-                    "oscillation": 0.04234615895397982
-                },
-                "Langermann": {
-                    "final loss": 0.9783674643643863,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8059571867512444,
-                    "average distance to final point": 0.04389275571565122,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07424867094856838,
-                    "lucky jump": 0.5531840913837714,
-                    "min movement": 0.27678836373837973
-                },
-                "Langermann 2": {
-                    "final loss": 1.0925329067400076,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.15770109788111,
-                    "average distance to final point": 0.03647633176398868,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07260648313832196,
-                    "min movement": 0.31218143290025907
-                },
-                "Lévy": {
-                    "final loss": 0.3993893377211448,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9575170284931934,
-                    "average distance to final point": 0.022873495600483948,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.023243079576867175,
-                    "lucky jump": 1.116798151024794,
-                    "min movement": 0.28843858393993066
-                },
-                "Lévy 13": {
-                    "final loss": 0.47971839313985565,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7697272116353108,
-                    "average distance to final point": 0.15039063062178115,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.019427155514501672,
-                    "min movement": 0.027223330205327117
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.9183466645657876,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7980726290904542,
-                    "average distance to final point": 0.05413640940676889,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06408618945898975,
-                    "min movement": 0.3338319270608826
-                },
-                "Rastrigin": {
-                    "final loss": 0.8448695010996407,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8258134281303044,
-                    "average distance to final point": 0.0485859111821459,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10799868576234421,
-                    "lucky jump": 1.3031702684478308,
-                    "min movement": 0.27078083874085696
-                },
-                "Rosenbrock": {
-                    "final loss": 0.047693933733954405,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0052011224027584,
-                    "average distance to final point": 0.14422172357604407,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.28722791907507084
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1309064821527546,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0095797531748767,
-                    "average distance to final point": 0.1311198009135938,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02346807153149355,
-                    "min movement": 0.3235883476582553
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8226017762238189,
-                    "boundary violation": 7.588842899407902e-05,
-                    "final position out-of-bounds": 0.0036617181995621585,
-                    "final distance to global minimum": 1.001740339468118,
-                    "average distance to final point": 0.10956872488492655,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02758898703507766,
-                    "min movement": 0.32503179068378657
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099236785932502,
-                    "average distance to final point": 0.01578375312437214,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008552628000030638,
-                    "min movement": 0.3228307615527439
-                },
-                "Shubert": {
-                    "final loss": 1.0343215872117033,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.31807297932004264,
-                    "average distance to final point": 0.03591585126907208,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06926566439887724,
-                    "min movement": 0.30280922429296797
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031418478323874,
-                    "average distance to final point": 0.04394330110460065,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.22569142795548808
-                },
-                "Weierstrass": {
-                    "final loss": 1.2175595710673,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8570963362555507,
-                    "average distance to final point": 0.11153421548302832,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04347745467613599,
-                    "min movement": 0.20776515846932134
-                }
-            }
-        },
-        "scalableshampoo": {
-            "error_rates": {
-                "Ackley": 0.8492855414131305,
-                "Cross-in-Tray": 6.783820365497929,
-                "Drop-Wave": 4.5153362374272845,
-                "EggHolder": 2.0031934023178866,
-                "Gramacy & Lee 2D": 2.1241830241232056,
-                "Griewank": 0.6007839028005136,
-                "Langermann": 2.7954396098641388,
-                "Langermann 2": 2.4108411107458636,
-                "Lévy": 2.2965423642258465,
-                "Lévy 13": 1.1082432584351147,
-                "MixedMichalewiczSphere": 0.25613068748271406,
-                "Rastrigin": 1.1982437791694809,
-                "Rosenbrock": 1.6633265943840962,
-                "Schaffer 2": 2.6539185793913846,
-                "Schaffer 4": 2.5040712140224284,
-                "SchwefelSin": 2.306502970620821,
-                "Shubert": 3.326407122371092,
-                "Styblinski-Tang": 2.044015381143531,
-                "Weierstrass": 2.1157665199384326
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.2739283121196958,
-                "Cross-in-Tray": 3.3919101827489646,
-                "Drop-Wave": 6.773004356140927,
-                "EggHolder": 1.6025547218543092,
-                "Gramacy & Lee 2D": 5.310457560308014,
-                "Griewank": 0.9011758542007704,
-                "Langermann": 2.7954396098641388,
-                "Langermann 2": 1.928672888596691,
-                "Lévy": 2.2965423642258465,
-                "Lévy 13": 1.662364887652672,
-                "MixedMichalewiczSphere": 0.3841960312240711,
-                "Rastrigin": 1.7973656687542214,
-                "Rosenbrock": 1.6633265943840962,
-                "Schaffer 2": 4.777053442904492,
-                "Schaffer 4": 4.507328185240371,
-                "SchwefelSin": 1.845202376496657,
-                "Shubert": 3.326407122371092,
-                "Styblinski-Tang": 2.452818457372237,
-                "Weierstrass": 4.231533039876865
-            },
-            "avg_error_rate": 2.2924237718618365,
-            "weighted_avg_error_rate": 2.7853306134913756,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.3686191795353234,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09092203977215989,
-                    "average distance to final point": 0.15317855813309833,
-                    "convergence": 0.17666533864014847,
-                    "oscillation": 0.05990042533240034
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.5646341448240162,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8692506554763725,
-                    "average distance to final point": 0.021458882526609283,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.032627297554659825,
-                    "min movement": 0.37464053594949936,
-                    "final proximity": 3.5716477498166013
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7320116857213774,
-                    "boundary violation": 0.010919539808725771,
-                    "final position out-of-bounds": 0.8960637646625278,
-                    "final distance to global minimum": 1.0714156414426752,
-                    "average distance to final point": 0.05104543680844725,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0793284796210018,
-                    "min movement": 0.3249905900123577
-                },
-                "EggHolder": {
-                    "final loss": 0.8622786869095902,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6030290562006893,
-                    "average distance to final point": 0.13790734621682801,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05041721364060759
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5421658043196567,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0178267054255463,
-                    "average distance to final point": 0.07195271915105776,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.035072127855949715,
-                    "min movement": 0.107604568020824
-                },
-                "Griewank": {
-                    "final loss": 0.05992741736504524,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.12699875218554954,
-                    "average distance to final point": 0.18000510197191066,
-                    "convergence": 0.21615123397983255,
-                    "oscillation": 0.017701397298175672
-                },
-                "Langermann": {
-                    "final loss": 1.0741554642619282,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0380524726019622,
-                    "average distance to final point": 0.1015309369058283,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0738443645587537,
-                    "min movement": 0.1582952721854952
-                },
-                "Langermann 2": {
-                    "final loss": 0.9300426326444264,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9607471191011825,
-                    "average distance to final point": 0.12981111909186574,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04067914055821772
-                },
-                "Lévy": {
-                    "final loss": 0.2676642194728771,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7897637738898894,
-                    "average distance to final point": 0.08168081464250859,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007016996633530358,
-                    "lucky jump": 0.8008554602368699
-                },
-                "Lévy 13": {
-                    "final loss": 0.10547964496046437,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.33759334489143306,
-                    "average distance to final point": 0.28436946645895667,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03123970277408942
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.022006784487533983,
-                    "average distance to final point": 0.09780658043419965,
-                    "convergence": 0.11676850899644978,
-                    "oscillation": 0.01954881356453062
-                },
-                "Rastrigin": {
-                    "final loss": 0.19598409574047235,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2986275895519733,
-                    "average distance to final point": 0.17961182623910676,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0968400920684608,
-                    "lucky jump": 0.0776190762192964
-                },
-                "Rosenbrock": {
-                    "final loss": 0.044167566406200086,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9356286952520898,
-                    "average distance to final point": 0.1170819853797978,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0023963843575049554,
-                    "lucky jump": 8.120643964492705e-05,
-                    "min movement": 0.2144096571986874
-                },
-                "Schaffer 2": {
-                    "final loss": 0.014478575753800654,
-                    "boundary violation": 1.827082849223802,
-                    "final distance to global minimum": 0.06302887426566012,
-                    "average distance to final point": 0.3105215120919335,
-                    "convergence": 0.29972393768825295,
-                    "oscillation": 0.029145097762805456,
-                    "lucky jump": 0.10993773260513005
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8325303344806745,
-                    "boundary violation": 0.0006886586383070345,
-                    "final distance to global minimum": 0.8683064316064275,
-                    "average distance to final point": 0.16373974951478287,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.025059282058575046,
-                    "min movement": 0.26418565837349023
-                },
-                "SchwefelSin": {
-                    "final loss": 0.9418654316370232,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8183212105848474,
-                    "average distance to final point": 0.0684644413652144,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.028503602652479292,
-                    "lucky jump": 0.02220384925024873,
-                    "min movement": 0.0775833357808369
-                },
-                "Shubert": {
-                    "final loss": 1.101446960210432,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4391371845014847,
-                    "average distance to final point": 0.1003109982425921,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1106676186683869,
-                    "lucky jump": 1.1504135963039201,
-                    "min movement": 0.07486966509410509
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031418478323874,
-                    "average distance to final point": 0.05384665223078132,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0024529019186010094,
-                    "lucky jump": 6.542348480397443e-05,
-                    "min movement": 0.11661422603217536
-                },
-                "Weierstrass": {
-                    "final loss": 0.8828620644357956,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6746430283484471,
-                    "average distance to final point": 0.1995783240043642,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.009122003799654176
-                }
-            }
-        },
-        "apollo": {
-            "error_rates": {
-                "Ackley": 1.126485062038058,
-                "Cross-in-Tray": 1.8762846001104132,
-                "Drop-Wave": 2.004937913101334,
-                "EggHolder": 2.503932967742829,
-                "Gramacy & Lee 2D": 1.8041249680820821,
-                "Griewank": 0.6061944921085831,
-                "Langermann": 1.4543064070561955,
-                "Langermann 2": 2.897547022002996,
-                "Lévy": 1.9325381171508926,
-                "Lévy 13": 0.3206468009235327,
-                "MixedMichalewiczSphere": 0.37186702867035015,
-                "Rastrigin": 1.0338742983971008,
-                "Rosenbrock": 1.4352220575422159,
-                "Schaffer 2": 0.9494266262367831,
-                "Schaffer 4": 1.7144245380594043,
-                "SchwefelSin": 2.6606714536446647,
-                "Shubert": 0.4177750973700876,
-                "Styblinski-Tang": 2.0511405822525974,
-                "Weierstrass": 1.4913207970218079
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.689727593057087,
-                "Cross-in-Tray": 0.9381423000552066,
-                "Drop-Wave": 3.007406869652001,
-                "EggHolder": 2.0031463741942632,
-                "Gramacy & Lee 2D": 4.510312420205206,
-                "Griewank": 0.9092917381628747,
-                "Langermann": 1.4543064070561955,
-                "Langermann 2": 2.318037617602397,
-                "Lévy": 1.9325381171508926,
-                "Lévy 13": 0.48097020138529906,
-                "MixedMichalewiczSphere": 0.5578005430055253,
-                "Rastrigin": 1.5508114475956511,
-                "Rosenbrock": 1.4352220575422159,
-                "Schaffer 2": 1.7089679272262095,
-                "Schaffer 4": 3.0859641685069277,
-                "SchwefelSin": 2.1285371629157317,
-                "Shubert": 0.4177750973700876,
-                "Styblinski-Tang": 2.461368698703117,
-                "Weierstrass": 2.9826415940436157
-            },
-            "avg_error_rate": 1.5080379383953646,
-            "weighted_avg_error_rate": 1.8722614913384474,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.39106430538942816,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24634297872154004,
-                    "average distance to final point": 0.10650414369823422,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03301253487868428
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.9506117283073351,
-                    "boundary violation": 0.00010268446940945108,
-                    "final distance to global minimum": 0.4235907745917021,
-                    "average distance to final point": 0.12284426535518653,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007667522925418504,
-                    "min movement": 0.02190652511119022
-                },
-                "Drop-Wave": {
-                    "final loss": 0.9831933536193459,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.42177046292590314,
-                    "average distance to final point": 0.097486682776867,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03935501876067748,
-                    "lucky jump": 0.10478482627686656,
-                    "min movement": 0.008786469391502889
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778620743796204,
-                    "average distance to final point": 0.04390109955778166,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010918249573689257,
-                    "min movement": 0.28203566922236056
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5052455144283983,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7823481139175301,
-                    "average distance to final point": 0.07706401224748613,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02579477014282794,
-                    "lucky jump": 0.06337609054467311,
-                    "min movement": 0.0007353674509950071
-                },
-                "Griewank": {
-                    "final loss": 0.08477409912102188,
-                    "boundary violation": 0.005482891623870225,
-                    "final distance to global minimum": 0.11558120318553279,
-                    "average distance to final point": 0.1501346536073927,
-                    "convergence": 0.22980943922860553,
-                    "oscillation": 0.02041220534216005
-                },
-                "Langermann": {
-                    "final loss": 0.09963049790687026,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4331344042310155,
-                    "average distance to final point": 0.07968498974857074,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04243923512572792,
-                    "lucky jump": 0.44985618069383987
-                },
-                "Langermann 2": {
-                    "final loss": 1.066511311878821,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.104195650211857,
-                    "average distance to final point": 0.05407146673565404,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01366478723531003,
-                    "min movement": 0.3095427065911825
-                },
-                "Lévy": {
-                    "final loss": 0.336296838892931,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636281666496937,
-                    "average distance to final point": 0.10413545828412335,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005656713703152864,
-                    "lucky jump": 0.27325984027082034
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.03186591049947956,
-                    "average distance to final point": 0.10238858008150356,
-                    "convergence": 0.15317045977915544,
-                    "oscillation": 0.0332218505633941
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0009721166721612933,
-                    "final distance to global minimum": 0.01748260372756542,
-                    "average distance to final point": 0.12339632666152918,
-                    "convergence": 0.2095273049389239,
-                    "oscillation": 0.02048867667017035
-                },
-                "Rastrigin": {
-                    "final loss": 0.16414675910222562,
-                    "boundary violation": 0.014575157498839027,
-                    "final distance to global minimum": 0.35993463834811784,
-                    "average distance to final point": 0.11722551152821352,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02843113256953343
-                },
-                "Rosenbrock": {
-                    "final loss": 0.030392231371255414,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7926883573427963,
-                    "average distance to final point": 0.262580369477993,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.09335644806170705,
-                    "boundary violation": 0.046032774580741474,
-                    "final distance to global minimum": 0.14840503548261383,
-                    "average distance to final point": 0.2928060024927761,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.019265266268773475
-                },
-                "Schaffer 4": {
-                    "final loss": 0.46412649835548675,
-                    "boundary violation": 0.10147855541751852,
-                    "final distance to global minimum": 0.4507796376442521,
-                    "average distance to final point": 0.32359514287916347,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024883604412812194
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843263403433406,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992229800604278,
-                    "average distance to final point": 0.03404725152151642,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0009356937367005919,
-                    "min movement": 0.292578088632508
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08612912261993431,
-                    "average distance to final point": 0.04131547081799455,
-                    "convergence": 0.06986856066195289,
-                    "oscillation": 0.018211892738520485,
-                    "min movement": 0.20225005053168538
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183333283312961,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031553232490237,
-                    "average distance to final point": 0.06928456709789123,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0030228537150873806,
-                    "min movement": 0.10778341050912768
-                },
-                "Weierstrass": {
-                    "final loss": 0.6186649994415999,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2595038534819325,
-                    "average distance to final point": 0.2538661920725541,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.009724652675550092
-                }
-            }
-        },
-        "swats": {
-            "error_rates": {
-                "Ackley": 1.4156899083245498,
-                "Cross-in-Tray": 1.4910155310357949,
-                "Drop-Wave": 1.7359680229857375,
-                "EggHolder": 2.5038367618509634,
-                "Gramacy & Lee 2D": 1.8041249680820821,
-                "Griewank": 0.5230764923099462,
-                "Langermann": 1.6753958544338943,
-                "Langermann 2": 2.897547022002996,
-                "Lévy": 1.9325438989211414,
-                "Lévy 13": 0.39428568548279896,
-                "MixedMichalewiczSphere": 0.33037791339658223,
-                "Rastrigin": 1.0338744232763317,
-                "Rosenbrock": 1.4352219726959174,
-                "Schaffer 2": 2.5923076006864023,
-                "Schaffer 4": 0.7564217471423889,
-                "SchwefelSin": 2.660671441530511,
-                "Shubert": 0.4188897377753339,
-                "Styblinski-Tang": 2.0511383567484276,
-                "Weierstrass": 1.1055807636381143
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.1235348624868244,
-                "Cross-in-Tray": 0.7455077655178974,
-                "Drop-Wave": 2.6039520344786062,
-                "EggHolder": 2.0030694094807706,
-                "Gramacy & Lee 2D": 4.510312420205206,
-                "Griewank": 0.7846147384649194,
-                "Langermann": 1.6753958544338943,
-                "Langermann 2": 2.318037617602397,
-                "Lévy": 1.9325438989211414,
-                "Lévy 13": 0.5914285282241984,
-                "MixedMichalewiczSphere": 0.4955668700948733,
-                "Rastrigin": 1.5508116349144976,
-                "Rosenbrock": 1.4352219726959174,
-                "Schaffer 2": 4.666153681235524,
-                "Schaffer 4": 1.3615591448563,
-                "SchwefelSin": 2.128537153224409,
-                "Shubert": 0.4188897377753339,
-                "Styblinski-Tang": 2.461366028098113,
-                "Weierstrass": 2.2111615272762286
-            },
-            "avg_error_rate": 1.5135772685431534,
-            "weighted_avg_error_rate": 1.8956665726308974,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.2532816067059,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07344891167491495,
-                    "average distance to final point": 0.11944705286600958,
-                    "convergence": 0.16527847541408552,
-                    "oscillation": 0.04988655694802235,
-                    "lucky jump": 0.7543473047156175
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.6843387016852996,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2982143053775254,
-                    "average distance to final point": 0.15475526716632781,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004146157456470992
-                },
-                "Drop-Wave": {
-                    "final loss": 0.2774991620927102,
-                    "boundary violation": 0.006090230526268879,
-                    "final distance to global minimum": 0.05614092524538236,
-                    "average distance to final point": 0.1193006599675316,
-                    "convergence": 0.16991182163263766,
-                    "oscillation": 0.06917845697260697,
-                    "lucky jump": 1.0378467665485998
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.777861641194912,
-                    "average distance to final point": 0.043904432009673026,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01081211203543392,
-                    "min movement": 0.2820427016015681
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5052455144283983,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7823481139175301,
-                    "average distance to final point": 0.07706401224748613,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02579477014282794,
-                    "lucky jump": 0.06337609054467311,
-                    "min movement": 0.0007353674509950071
-                },
-                "Griewank": {
-                    "final loss": 0.10947554396448182,
-                    "boundary violation": 5.956777027285584e-05,
-                    "final distance to global minimum": 0.056281980127952456,
-                    "average distance to final point": 0.18088195140986174,
-                    "convergence": 0.16113043050089224,
-                    "oscillation": 0.01524701853648511
-                },
-                "Langermann": {
-                    "final loss": 0.2385694009000293,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.48811654305721647,
-                    "average distance to final point": 0.1139993936991865,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02743638286117256,
-                    "lucky jump": 0.45771303456611834
-                },
-                "Langermann 2": {
-                    "final loss": 1.066511311878821,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.104195650211857,
-                    "average distance to final point": 0.05407146673565404,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01366478723531003,
-                    "min movement": 0.3095427065911825
-                },
-                "Lévy": {
-                    "final loss": 0.336296838892931,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636281666496937,
-                    "average distance to final point": 0.10413544823964223,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0056625055178830186,
-                    "lucky jump": 0.27325984027082034
-                },
-                "Lévy 13": {
-                    "final loss": 0.0013546035554110327,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.04483211543681814,
-                    "average distance to final point": 0.11572504466000605,
-                    "convergence": 0.21143744151969132,
-                    "oscillation": 0.020936480310872443
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 9.971554073311576e-05,
-                    "final distance to global minimum": 0.022700365236853724,
-                    "average distance to final point": 0.1152452132645165,
-                    "convergence": 0.18320508075688774,
-                    "oscillation": 0.009127538597591146
-                },
-                "Rastrigin": {
-                    "final loss": 0.16414675910222562,
-                    "boundary violation": 0.014575157498839027,
-                    "final distance to global minimum": 0.35993463834811784,
-                    "average distance to final point": 0.11722549347540517,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02843127550157269
-                },
-                "Rosenbrock": {
-                    "final loss": 0.03039221716399548,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7926882579030723,
-                    "average distance to final point": 0.2625803982786786,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 1.2079600149301608,
-                    "boundary violation": 0.05330992995041552,
-                    "final distance to global minimum": 0.5897385706897704,
-                    "average distance to final point": 0.36876012342785747,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.022977862338026827
-                },
-                "Schaffer 4": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.08247118285689087,
-                    "final distance to global minimum": 0.10256741261258767,
-                    "average distance to final point": 0.13509234604620915,
-                    "convergence": 0.16291933384829668,
-                    "oscillation": 0.014203569649985448,
-                    "lucky jump": 0.2591679021284191
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843263403433406,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992230204286066,
-                    "average distance to final point": 0.034047197265534096,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0009356860433685744,
-                    "min movement": 0.29257809809949
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08616611043128712,
-                    "average distance to final point": 0.04120715945904042,
-                    "convergence": 0.06986856066195289,
-                    "oscillation": 0.02108011890161256,
-                    "min movement": 0.20056778832144087
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183333283312961,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031553232490237,
-                    "average distance to final point": 0.06928457441209711,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0030206208967115318,
-                    "min movement": 0.10778341050912768
-                },
-                "Weierstrass": {
-                    "final loss": 0.33783809810100834,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1453267260885881,
-                    "average distance to final point": 0.25748918176776775,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.015365658330578711
-                }
-            }
-        },
-        "fadam": {
-            "error_rates": {
-                "Ackley": 1.127706820777735,
-                "Cross-in-Tray": 1.1269080176499955,
-                "Drop-Wave": 1.3537869660394266,
-                "EggHolder": 1.279842743070935,
-                "Gramacy & Lee 2D": 1.8133108396834288,
-                "Griewank": 0.6324677430181319,
-                "Langermann": 1.8467021558705778,
-                "Langermann 2": 1.7735579128606398,
-                "Lévy": 1.6565714708427073,
-                "Lévy 13": 0.4205154933020508,
-                "MixedMichalewiczSphere": 0.36608659727270215,
-                "Rastrigin": 0.807652462877871,
-                "Rosenbrock": 0.8114561140411507,
-                "Schaffer 2": 1.041554253978492,
-                "Schaffer 4": 0.9073766470985344,
-                "SchwefelSin": 2.2955327888052866,
-                "Shubert": 0.44018407588867836,
-                "Styblinski-Tang": 2.0337587254197205,
-                "Weierstrass": 1.2981074655770208
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.6915602311666025,
-                "Cross-in-Tray": 0.5634540088249977,
-                "Drop-Wave": 2.03068044905914,
-                "EggHolder": 1.023874194456748,
-                "Gramacy & Lee 2D": 4.533277099208572,
-                "Griewank": 0.9487016145271978,
-                "Langermann": 1.8467021558705778,
-                "Langermann 2": 1.418846330288512,
-                "Lévy": 1.6565714708427073,
-                "Lévy 13": 0.6307732399530762,
-                "MixedMichalewiczSphere": 0.5491298959090533,
-                "Rastrigin": 1.2114786943168063,
-                "Rosenbrock": 0.8114561140411507,
-                "Schaffer 2": 1.8747976571612859,
-                "Schaffer 4": 1.6332779647773619,
-                "SchwefelSin": 1.8364262310442294,
-                "Shubert": 0.44018407588867836,
-                "Styblinski-Tang": 2.4405104705036647,
-                "Weierstrass": 2.5962149311540417
-            },
-            "avg_error_rate": 1.2122673312671097,
-            "weighted_avg_error_rate": 1.565153517315495,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.5588908688176172,
-                    "boundary violation": 0.006909685875218829,
-                    "final distance to global minimum": 0.11773823208196307,
-                    "average distance to final point": 0.18271542245239714,
-                    "convergence": 0.2095273049389239,
-                    "oscillation": 0.05192530661161501
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.30146719190891424,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.10549699340685205,
-                    "average distance to final point": 0.3434627907628758,
-                    "convergence": 0.32463324790179776,
-                    "oscillation": 0.05184779366955551
-                },
-                "Drop-Wave": {
-                    "final loss": 0.4892551333148907,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24098702600482402,
-                    "average distance to final point": 0.2041003922597269,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06988331510981365
-                },
-                "EggHolder": {
-                    "final loss": 0.5295747733706067,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.043722701919478184,
-                    "average distance to final point": 0.1558986880211131,
-                    "convergence": 0.15064794657454106,
-                    "oscillation": 0.041544323329623455,
-                    "lucky jump": 0.3584543098555726
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.38149150236578994,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8895497044171111,
-                    "average distance to final point": 0.13567298799891192,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05703554555144469
-                },
-                "Griewank": {
-                    "final loss": 0.11324432042297757,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09814771271148764,
-                    "average distance to final point": 0.21588389970130872,
-                    "convergence": 0.19419671884389794,
-                    "oscillation": 0.010995091338460111
-                },
-                "Langermann": {
-                    "final loss": 0.39649694801682067,
-                    "boundary violation": 0.015144128771775575,
-                    "final distance to global minimum": 0.4960555292762125,
-                    "average distance to final point": 0.3557846527223736,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06714479288699844,
-                    "lucky jump": 0.1665150048462258
-                },
-                "Langermann 2": {
-                    "final loss": 0.65851378973669,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.41030701938161207,
-                    "average distance to final point": 0.30538977208322976,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04978623230893695
-                },
-                "Lévy": {
-                    "final loss": 0.3362967096385092,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636181544853344,
-                    "average distance to final point": 0.08926672211602928,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.017828785252662994
-                },
-                "Lévy 13": {
-                    "final loss": 0.02700629842726142,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.05462652295959756,
-                    "average distance to final point": 0.10826147494187177,
-                    "convergence": 0.15064794657454106,
-                    "oscillation": 0.0665378783476467,
-                    "lucky jump": 0.013435372051132271
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.021666412112701205,
-                    "average distance to final point": 0.14203160160171568,
-                    "convergence": 0.15317045977915544,
-                    "oscillation": 0.049218123779129805
-                },
-                "Rastrigin": {
-                    "final loss": 0.08060221691710426,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24619081153032366,
-                    "average distance to final point": 0.19972100187921915,
-                    "convergence": 0.22078133401995112,
-                    "oscillation": 0.060357098531272656
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0014413243636995907,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.22005510568119174,
-                    "average distance to final point": 0.23790560429776147,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.002492951965159205,
-                    "lucky jump": 2.838316750358882e-08
-                },
-                "Schaffer 2": {
-                    "final loss": 0.07663752379640358,
-                    "boundary violation": 0.20680473440844047,
-                    "final distance to global minimum": 0.14748244114930414,
-                    "average distance to final point": 0.24208263027255078,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.018985825001621968
-                },
-                "Schaffer 4": {
-                    "final loss": 0.03278278715652857,
-                    "boundary violation": 0.10311929838644099,
-                    "final distance to global minimum": 0.13354587879430058,
-                    "average distance to final point": 0.3052678825532839,
-                    "convergence": 0.30613333333333337,
-                    "oscillation": 0.026527466874647056
-                },
-                "SchwefelSin": {
-                    "final loss": 0.9418654791979401,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8183248224543369,
-                    "average distance to final point": 0.09283467839695891,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03363553174186618,
-                    "min movement": 0.05931117766401279
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08566523250878905,
-                    "average distance to final point": 0.06117682513973057,
-                    "convergence": 0.07480745211179994,
-                    "oscillation": 0.05659122729173322,
-                    "min movement": 0.1619433388366256
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833325480378444,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2032039936954295,
-                    "average distance to final point": 0.0697775344534534,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0116047362684857,
-                    "min movement": 0.08127810684839618
-                },
-                "Weierstrass": {
-                    "final loss": 0.4062874405685592,
-                    "boundary violation": 0.00280921019548895,
-                    "final distance to global minimum": 0.18413089204619515,
-                    "average distance to final point": 0.3339154742274742,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.021403349189132056
-                }
-            }
-        },
-        "schedulefreeadamw": {
-            "error_rates": {
-                "Ackley": 2.5992008484236937,
-                "Cross-in-Tray": 1.6168129173638626,
-                "Drop-Wave": 1.1891971741655785,
-                "EggHolder": 3.041552177318484,
-                "Gramacy & Lee 2D": 2.2462470062200532,
-                "Griewank": 0.6087888032593579,
-                "Langermann": 2.3117474917199887,
-                "Langermann 2": 2.335718481235479,
-                "Lévy": 3.0981910716340466,
-                "Lévy 13": 1.3154757934883299,
-                "MixedMichalewiczSphere": 1.5613547436662931,
-                "Rastrigin": 2.399390835765654,
-                "Rosenbrock": 1.684719188082699,
-                "Schaffer 2": 1.2021744665729914,
-                "Schaffer 4": 2.213390559809427,
-                "SchwefelSin": 2.674237284220368,
-                "Shubert": 0.6957250667877344,
-                "Styblinski-Tang": 2.135153568079504,
-                "Weierstrass": 1.0482102103759992
-            },
-            "weighted_error_rates": {
-                "Ackley": 3.8988012726355405,
-                "Cross-in-Tray": 0.8084064586819313,
-                "Drop-Wave": 1.7837957612483677,
-                "EggHolder": 2.4332417418547876,
-                "Gramacy & Lee 2D": 5.615617515550133,
-                "Griewank": 0.9131832048890369,
-                "Langermann": 2.3117474917199887,
-                "Langermann 2": 1.8685747849883834,
-                "Lévy": 3.0981910716340466,
-                "Lévy 13": 1.9732136902324948,
-                "MixedMichalewiczSphere": 2.34203211549944,
-                "Rastrigin": 3.5990862536484807,
-                "Rosenbrock": 1.684719188082699,
-                "Schaffer 2": 2.1639140398313845,
-                "Schaffer 4": 3.984103007656968,
-                "SchwefelSin": 2.1393898273762946,
-                "Shubert": 0.6957250667877344,
-                "Styblinski-Tang": 2.562184281695405,
-                "Weierstrass": 2.0964204207519983
-            },
-            "avg_error_rate": 1.8935414572731337,
-            "weighted_avg_error_rate": 2.4195972207771113,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.078928352702524,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7129853376398289,
-                    "average distance to final point": 0.07574762790698651,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08239504388733548,
-                    "lucky jump": 0.11119501101026881,
-                    "min movement": 0.18838837592657903
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.41979996172749307,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.19286858681538235,
-                    "average distance to final point": 0.09738817113077328,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.034204517230685905,
-                    "lucky jump": 0.5229905811093567
-                },
-                "Drop-Wave": {
-                    "final loss": 0.4269726737109947,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.22513340565821605,
-                    "average distance to final point": 0.10958475288240002,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07794524256379645
-                },
-                "EggHolder": {
-                    "final loss": 1.0421450983210239,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7749598008370859,
-                    "average distance to final point": 0.04440375216304116,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06300339409441356,
-                    "lucky jump": 0.4735731019701998,
-                    "min movement": 0.2939059305825486
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.549197478920457,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0559689414063969,
-                    "average distance to final point": 0.05077758636705536,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.030972025045726093,
-                    "min movement": 0.20976987513024667
-                },
-                "Griewank": {
-                    "final loss": 0.08232707606147163,
-                    "boundary violation": 0.013431368480484016,
-                    "final distance to global minimum": 0.15977264250579268,
-                    "average distance to final point": 0.1570520917697266,
-                    "convergence": 0.1274744871391589,
-                    "oscillation": 0.042638272643511825,
-                    "lucky jump": 0.026092864659212383
-                },
-                "Langermann": {
-                    "final loss": 0.3592018053322295,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.516172914064017,
-                    "average distance to final point": 0.1084791049725258,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08142959823930544,
-                    "lucky jump": 0.8969029697617398
-                },
-                "Langermann 2": {
-                    "final loss": 0.7364199984608479,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8645106262867505,
-                    "average distance to final point": 0.08703879100258118,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07543852139782693,
-                    "lucky jump": 0.08040125848511029,
-                    "min movement": 0.14234818625219067
-                },
-                "Lévy": {
-                    "final loss": 0.3993848929734756,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9573546083267991,
-                    "average distance to final point": 0.028270599046259042,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027960815676282107,
-                    "lucky jump": 1.0604863649339358,
-                    "min movement": 0.2751726913271237
-                },
-                "Lévy 13": {
-                    "final loss": 0.26284174400281973,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5650550028304372,
-                    "average distance to final point": 0.11418283085938886,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.023835116445512908
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.5596014533895612,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.47020427273830134,
-                    "average distance to final point": 0.08848634440745685,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03170709766003551,
-                    "min movement": 0.06179447612076687
-                },
-                "Rastrigin": {
-                    "final loss": 0.18189510884562268,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.31168072691679916,
-                    "average distance to final point": 0.08017153595152268,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1012136295258544,
-                    "lucky jump": 1.3748687351756839
-                },
-                "Rosenbrock": {
-                    "final loss": 0.04215814750257006,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9033000299625958,
-                    "average distance to final point": 0.2163695218243121,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.001279281848771912,
-                    "lucky jump": 0.002308217785568886,
-                    "min movement": 0.16974288980870902
-                },
-                "Schaffer 2": {
-                    "final loss": 0.14160482938188157,
-                    "boundary violation": 0.0838990615553435,
-                    "final distance to global minimum": 0.17139978876294756,
-                    "average distance to final point": 0.30641979262282487,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05145254602649521,
-                    "lucky jump": 0.09783734887332744
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8347416793896942,
-                    "boundary violation": 0.006233031410649769,
-                    "final distance to global minimum": 0.44196305807847475,
-                    "average distance to final point": 0.34196754302806986,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05480194766658962,
-                    "lucky jump": 0.18412220088577713
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099236785932502,
-                    "average distance to final point": 0.01641295476119282,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0031702416165791105,
-                    "min movement": 0.3215299114906236
-                },
-                "Shubert": {
-                    "final loss": 0.15706460942079678,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07774964144413536,
-                    "average distance to final point": 0.05030267178403448,
-                    "convergence": 0.09210938576665825,
-                    "oscillation": 0.0771338115474174,
-                    "min movement": 0.24136494682469212
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031372378040452,
-                    "average distance to final point": 0.04145084439108528,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0019621966078001117,
-                    "min movement": 0.2207089596317915
-                },
-                "Weierstrass": {
-                    "final loss": 0.3414761947761735,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.14217960935997037,
-                    "average distance to final point": 0.20981834413982198,
-                    "convergence": 0.3178275349237888,
-                    "oscillation": 0.03690852717624466
-                }
-            }
-        },
-        "apollodqn": {
-            "error_rates": {
-                "Ackley": 1.61891625620224,
-                "Cross-in-Tray": 2.8019293179623492,
-                "Drop-Wave": 3.1501606561276563,
-                "EggHolder": 2.0203685854652194,
-                "Gramacy & Lee 2D": 2.1585555603383564,
-                "Griewank": 0.7653527527440342,
-                "Langermann": 2.5385660917971924,
-                "Langermann 2": 2.814200662918538,
-                "Lévy": 0.36128393064869874,
-                "Lévy 13": 0.47875615578437397,
-                "MixedMichalewiczSphere": 1.3887179626796484,
-                "Rastrigin": 2.211110796925262,
-                "Rosenbrock": 0.3786741949886634,
-                "Schaffer 2": 4.202215898505248,
-                "Schaffer 4": 2.4309481182807096,
-                "SchwefelSin": 2.5582226141520716,
-                "Shubert": 1.93203887254406,
-                "Styblinski-Tang": 1.7012693491666135,
-                "Weierstrass": 1.400962313518596
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.4283743843033596,
-                "Cross-in-Tray": 1.4009646589811746,
-                "Drop-Wave": 4.725240984191484,
-                "EggHolder": 1.6162948683721756,
-                "Gramacy & Lee 2D": 5.396388900845891,
-                "Griewank": 1.1480291291160514,
-                "Langermann": 2.5385660917971924,
-                "Langermann 2": 2.2513605303348303,
-                "Lévy": 0.36128393064869874,
-                "Lévy 13": 0.7181342336765609,
-                "MixedMichalewiczSphere": 2.0830769440194725,
-                "Rastrigin": 3.316666195387893,
-                "Rosenbrock": 0.3786741949886634,
-                "Schaffer 2": 7.563988617309446,
-                "Schaffer 4": 4.375706612905278,
-                "SchwefelSin": 2.0465780913216576,
-                "Shubert": 1.93203887254406,
-                "Styblinski-Tang": 2.041523218999936,
-                "Weierstrass": 2.801924627037192
-            },
-            "avg_error_rate": 1.9427500047762911,
-            "weighted_avg_error_rate": 2.5855165835147904,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.7059948141011254,
-                    "boundary violation": 0.00346461058506687,
-                    "final distance to global minimum": 0.19866099413384716,
-                    "average distance to final point": 0.3475091263682421,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.013725611663787152
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.3726421914704647,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6898939852939587,
-                    "average distance to final point": 0.33897355111000327,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02239442932322299,
-                    "min movement": 0.02846406141452854
-                },
-                "Drop-Wave": {
-                    "final loss": 1.6743242749730367,
-                    "boundary violation": 0.004703369094479993,
-                    "final distance to global minimum": 0.7510112877167997,
-                    "average distance to final point": 0.34274336784466286,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027817257148505834
-                },
-                "EggHolder": {
-                    "final loss": 0.7082145994074592,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6474568877509729,
-                    "average distance to final point": 0.28915961477125995,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.025976384185355958
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5534657054437584,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9764236202393066,
-                    "average distance to final point": 0.18784959703591564,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02404683141609621,
-                    "min movement": 0.06720870685310831
-                },
-                "Griewank": {
-                    "final loss": 0.08374634235924384,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.057349100051180206,
-                    "average distance to final point": 0.260471143815394,
-                    "convergence": 0.34860287257841677,
-                    "oscillation": 0.015183293939799397
-                },
-                "Langermann": {
-                    "final loss": 1.0023425580605942,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7306323317154344,
-                    "average distance to final point": 0.2087302846346788,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0192799123736226,
-                    "min movement": 0.22801990566269112
-                },
-                "Langermann 2": {
-                    "final loss": 1.100782888439603,
-                    "boundary violation": 0.001054446051592449,
-                    "final distance to global minimum": 1.162230337862318,
-                    "average distance to final point": 0.18623312422486407,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014338766989989142
-                },
-                "Lévy": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.00668221978342369,
-                    "average distance to final point": 0.12986565059137295,
-                    "convergence": 0.20760255356284596,
-                    "oscillation": 0.0171335067110561
-                },
-                "Lévy 13": {
-                    "final loss": 0.0011964732570852144,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.03569386625003496,
-                    "average distance to final point": 0.19207689298737374,
-                    "convergence": 0.2368274503258795,
-                    "oscillation": 0.01296147296400058
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.416346353236488,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3159691401745326,
-                    "average distance to final point": 0.2804685693208475,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.026372800597609193
-                },
-                "Rastrigin": {
-                    "final loss": 0.7924908578118279,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8059807328483549,
-                    "average distance to final point": 0.2440938080151159,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.018984298899791554
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.010734459330213388,
-                    "average distance to final point": 0.10584987022684834,
-                    "convergence": 0.1274744871391589,
-                    "oscillation": 0.017489882711787665,
-                    "lucky jump": 0.11712549558065512
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1920691824857583,
-                    "boundary violation": 0.5905885628711198,
-                    "final distance to global minimum": 1.0367324633123407,
-                    "average distance to final point": 0.14045767832997613,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014805920469465245,
-                    "min movement": 0.19327508173350635,
-                    "final proximity": 0.6847259099529097
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8239885177606325,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.840779034128739,
-                    "average distance to final point": 0.17728237578449751,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011316742721920911,
-                    "min movement": 0.22802034853474862
-                },
-                "SchwefelSin": {
-                    "final loss": 1.0581719898125417,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7824290438766057,
-                    "average distance to final point": 0.2683688212577483,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02892720271538323,
-                    "min movement": 0.07076445713962187
-                },
-                "Shubert": {
-                    "final loss": 0.9549392188454684,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.15672554754487725,
-                    "average distance to final point": 0.22709387280320736,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02344062506272846,
-                    "min movement": 0.22027850893760745
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.21926326653544717,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9738360421737878,
-                    "average distance to final point": 0.13597290479847968,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.022636036308727608
-                },
-                "Weierstrass": {
-                    "final loss": 0.5155820007059801,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.19321947391551259,
-                    "average distance to final point": 0.33223530017954567,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010364439367386239
-                }
-            }
-        },
-        "tam": {
-            "error_rates": {
-                "Ackley": 0.7953618195422957,
-                "Cross-in-Tray": 2.7281734561877378,
-                "Drop-Wave": 4.685271877566688,
-                "EggHolder": 1.1697555341327117,
-                "Gramacy & Lee 2D": 1.716480539427207,
-                "Griewank": 0.5614704715463729,
-                "Langermann": 2.348229370310772,
-                "Langermann 2": 2.9486122655541562,
-                "Lévy": 0.4946864649218821,
-                "Lévy 13": 0.6517674141486429,
-                "MixedMichalewiczSphere": 0.3085592433566118,
-                "Rastrigin": 0.30234212617880124,
-                "Rosenbrock": 0.43288363807079233,
-                "Schaffer 2": 2.870883429458746,
-                "Schaffer 4": 2.4366323609073355,
-                "SchwefelSin": 1.922385822753781,
-                "Shubert": 2.1994067324218185,
-                "Styblinski-Tang": 0.48961645523392705,
-                "Weierstrass": 1.6608747230599263
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.1930427293134436,
-                "Cross-in-Tray": 1.3640867280938689,
-                "Drop-Wave": 7.027907816350032,
-                "EggHolder": 0.9358044273061694,
-                "Gramacy & Lee 2D": 4.291201348568017,
-                "Griewank": 0.8422057073195592,
-                "Langermann": 2.348229370310772,
-                "Langermann 2": 2.358889812443325,
-                "Lévy": 0.4946864649218821,
-                "Lévy 13": 0.9776511212229644,
-                "MixedMichalewiczSphere": 0.46283886503491767,
-                "Rastrigin": 0.45351318926820183,
-                "Rosenbrock": 0.43288363807079233,
-                "Schaffer 2": 5.167590173025743,
-                "Schaffer 4": 4.385938249633204,
-                "SchwefelSin": 1.5379086582030248,
-                "Shubert": 2.1994067324218185,
-                "Styblinski-Tang": 0.5875397462807125,
-                "Weierstrass": 3.3217494461198527
-            },
-            "avg_error_rate": 1.6170207234094847,
-            "weighted_avg_error_rate": 2.1254249591530687,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.13655570264329642,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.05132116700232593,
-                    "average distance to final point": 0.22837580565652404,
-                    "convergence": 0.3066980084617239,
-                    "oscillation": 0.07241113577842537
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.4113348914286337,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7187421291525412,
-                    "average distance to final point": 0.050952703810378544,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0216859736960698,
-                    "min movement": 0.17589665874994334
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7266180948246674,
-                    "boundary violation": 0.008707688274230097,
-                    "final position out-of-bounds": 1.158545745814573,
-                    "final distance to global minimum": 1.075263080125832,
-                    "average distance to final point": 0.01854564062366231,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01953104417027171,
-                    "min movement": 0.328499484383281
-                },
-                "EggHolder": {
-                    "final loss": 0.5297949811972653,
-                    "boundary violation": 0.0015729185029422239,
-                    "final distance to global minimum": 0.047272863735797206,
-                    "average distance to final point": 0.16789296551761415,
-                    "convergence": 0.19368529694616646,
-                    "oscillation": 0.05422778058347779,
-                    "lucky jump": 0.17530872764944863
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.4962972313213751,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7047534372421906,
-                    "average distance to final point": 0.11004878044255625,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05581999107091357
-                },
-                "Griewank": {
-                    "final loss": 0.025576363214097772,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.12603732413666274,
-                    "average distance to final point": 0.17599053970011386,
-                    "convergence": 0.22306653614614214,
-                    "oscillation": 0.010799708349356353
-                },
-                "Langermann": {
-                    "final loss": 0.9253933408989933,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8339443224168438,
-                    "average distance to final point": 0.07601432189853337,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03310409060210905,
-                    "min movement": 0.13021219514412108
-                },
-                "Langermann 2": {
-                    "final loss": 1.0942933187639623,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1501396047682513,
-                    "average distance to final point": 0.021649324458022617,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004839381367598703,
-                    "min movement": 0.3281295368461498
-                },
-                "Lévy": {
-                    "final loss": 0.003593919179731583,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.04361929135728843,
-                    "average distance to final point": 0.1670521424154788,
-                    "convergence": 0.2804211119693833,
-                    "oscillation": 0.0
-                },
-                "Lévy 13": {
-                    "final loss": 0.02218909035943944,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.14322696614696168,
-                    "average distance to final point": 0.19256158049794317,
-                    "convergence": 0.2937897771442986,
-                    "oscillation": 0.0
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 2.897002561101439e-05,
-                    "final distance to global minimum": 0.022007207656032896,
-                    "average distance to final point": 0.10150077622579236,
-                    "convergence": 0.13743389549865445,
-                    "oscillation": 0.04416559907801451,
-                    "lucky jump": 0.0034227948725065005
-                },
-                "Rastrigin": {
-                    "final loss": 0.005700822260545332,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0166421440961288,
-                    "average distance to final point": 0.11164941344250183,
-                    "convergence": 0.14548880187520585,
-                    "oscillation": 0.022860944504419375
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.055414446814227525,
-                    "average distance to final point": 0.1503371569006005,
-                    "convergence": 0.2271320343559643,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1036317746677617,
-                    "boundary violation": 0.07647819243554715,
-                    "final distance to global minimum": 0.8995131533097398,
-                    "average distance to final point": 0.170742152687848,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03761563685935017,
-                    "min movement": 0.23334142014832776
-                },
-                "Schaffer 4": {
-                    "final loss": 0.7789009446751317,
-                    "boundary violation": 0.020347728921145787,
-                    "final distance to global minimum": 0.7907514651396325,
-                    "average distance to final point": 0.18196919819107368,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.059819581645529654,
-                    "min movement": 0.2552823429846511
-                },
-                "SchwefelSin": {
-                    "final loss": 0.7513276789912111,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6775551184917504,
-                    "average distance to final point": 0.14394192592064803,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Shubert": {
-                    "final loss": 1.0791354063861731,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4022240225566025,
-                    "average distance to final point": 0.043132047191376345,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04299099922611458,
-                    "min movement": 0.2823631577113808
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.015567152993104502,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08820722488816185,
-                    "average distance to final point": 0.18410541774255793,
-                    "convergence": 0.20173665961010276,
-                    "oscillation": 0.0
-                },
-                "Weierstrass": {
-                    "final loss": 0.5552168271071206,
-                    "boundary violation": 0.0005827082822047676,
-                    "final distance to global minimum": 0.3354789050843942,
-                    "average distance to final point": 0.3350253692681647,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08500981396787109
-                }
-            }
-        },
-        "fira": {
-            "error_rates": {
-                "Ackley": 1.126485062038058,
-                "Cross-in-Tray": 1.8762846001104132,
-                "Drop-Wave": 2.004937913101334,
-                "EggHolder": 2.503932967742829,
-                "Gramacy & Lee 2D": 1.8041249680820821,
-                "Griewank": 0.6061944921085831,
-                "Langermann": 1.4543064070561955,
-                "Langermann 2": 2.897547022002996,
-                "Lévy": 1.9325381171508926,
-                "Lévy 13": 0.3206468009235327,
-                "MixedMichalewiczSphere": 0.37186702867035015,
-                "Rastrigin": 1.0338742983971008,
-                "Rosenbrock": 1.4352220575422159,
-                "Schaffer 2": 0.9494266262367831,
-                "Schaffer 4": 1.7144245380594043,
-                "SchwefelSin": 2.6606714536446647,
-                "Shubert": 0.4177750973700876,
-                "Styblinski-Tang": 2.0511405822525974,
-                "Weierstrass": 1.4913207970218079
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.689727593057087,
-                "Cross-in-Tray": 0.9381423000552066,
-                "Drop-Wave": 3.007406869652001,
-                "EggHolder": 2.0031463741942632,
-                "Gramacy & Lee 2D": 4.510312420205206,
-                "Griewank": 0.9092917381628747,
-                "Langermann": 1.4543064070561955,
-                "Langermann 2": 2.318037617602397,
-                "Lévy": 1.9325381171508926,
-                "Lévy 13": 0.48097020138529906,
-                "MixedMichalewiczSphere": 0.5578005430055253,
-                "Rastrigin": 1.5508114475956511,
-                "Rosenbrock": 1.4352220575422159,
-                "Schaffer 2": 1.7089679272262095,
-                "Schaffer 4": 3.0859641685069277,
-                "SchwefelSin": 2.1285371629157317,
-                "Shubert": 0.4177750973700876,
-                "Styblinski-Tang": 2.461368698703117,
-                "Weierstrass": 2.9826415940436157
-            },
-            "avg_error_rate": 1.5080379383953646,
-            "weighted_avg_error_rate": 1.8722614913384474,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.39106430538942816,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24634297872154004,
-                    "average distance to final point": 0.10650414369823422,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03301253487868428
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.9506117283073351,
-                    "boundary violation": 0.00010268446940945108,
-                    "final distance to global minimum": 0.4235907745917021,
-                    "average distance to final point": 0.12284426535518653,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007667522925418504,
-                    "min movement": 0.02190652511119022
-                },
-                "Drop-Wave": {
-                    "final loss": 0.9831933536193459,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.42177046292590314,
-                    "average distance to final point": 0.097486682776867,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03935501876067748,
-                    "lucky jump": 0.10478482627686656,
-                    "min movement": 0.008786469391502889
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778620743796204,
-                    "average distance to final point": 0.04390109955778166,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010918249573689257,
-                    "min movement": 0.28203566922236056
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5052455144283983,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7823481139175301,
-                    "average distance to final point": 0.07706401224748613,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02579477014282794,
-                    "lucky jump": 0.06337609054467311,
-                    "min movement": 0.0007353674509950071
-                },
-                "Griewank": {
-                    "final loss": 0.08477409912102188,
-                    "boundary violation": 0.005482891623870225,
-                    "final distance to global minimum": 0.11558120318553279,
-                    "average distance to final point": 0.1501346536073927,
-                    "convergence": 0.22980943922860553,
-                    "oscillation": 0.02041220534216005
-                },
-                "Langermann": {
-                    "final loss": 0.09963049790687026,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4331344042310155,
-                    "average distance to final point": 0.07968498974857074,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04243923512572792,
-                    "lucky jump": 0.44985618069383987
-                },
-                "Langermann 2": {
-                    "final loss": 1.066511311878821,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.104195650211857,
-                    "average distance to final point": 0.05407146673565404,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01366478723531003,
-                    "min movement": 0.3095427065911825
-                },
-                "Lévy": {
-                    "final loss": 0.336296838892931,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636281666496937,
-                    "average distance to final point": 0.10413545828412335,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005656713703152864,
-                    "lucky jump": 0.27325984027082034
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.03186591049947956,
-                    "average distance to final point": 0.10238858008150356,
-                    "convergence": 0.15317045977915544,
-                    "oscillation": 0.0332218505633941
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0009721166721612933,
-                    "final distance to global minimum": 0.01748260372756542,
-                    "average distance to final point": 0.12339632666152918,
-                    "convergence": 0.2095273049389239,
-                    "oscillation": 0.02048867667017035
-                },
-                "Rastrigin": {
-                    "final loss": 0.16414675910222562,
-                    "boundary violation": 0.014575157498839027,
-                    "final distance to global minimum": 0.35993463834811784,
-                    "average distance to final point": 0.11722551152821352,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02843113256953343
-                },
-                "Rosenbrock": {
-                    "final loss": 0.030392231371255414,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7926883573427963,
-                    "average distance to final point": 0.262580369477993,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.09335644806170705,
-                    "boundary violation": 0.046032774580741474,
-                    "final distance to global minimum": 0.14840503548261383,
-                    "average distance to final point": 0.2928060024927761,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.019265266268773475
-                },
-                "Schaffer 4": {
-                    "final loss": 0.46412649835548675,
-                    "boundary violation": 0.10147855541751852,
-                    "final distance to global minimum": 0.4507796376442521,
-                    "average distance to final point": 0.32359514287916347,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024883604412812194
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843263403433406,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992229800604278,
-                    "average distance to final point": 0.03404725152151642,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0009356937367005919,
-                    "min movement": 0.292578088632508
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08612912261993431,
-                    "average distance to final point": 0.04131547081799455,
-                    "convergence": 0.06986856066195289,
-                    "oscillation": 0.018211892738520485,
-                    "min movement": 0.20225005053168538
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183333283312961,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031553232490237,
-                    "average distance to final point": 0.06928456709789123,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0030228537150873806,
-                    "min movement": 0.10778341050912768
-                },
-                "Weierstrass": {
-                    "final loss": 0.6186649994415999,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2595038534819325,
-                    "average distance to final point": 0.2538661920725541,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.009724652675550092
-                }
-            }
-        },
-        "schedulefreeradam": {
-            "error_rates": {
-                "Ackley": 8.784452879988738,
-                "Cross-in-Tray": 10.609281297958717,
-                "Drop-Wave": 10.175124684880249,
-                "EggHolder": 5.153538373942906,
-                "Gramacy & Lee 2D": 2.466940208521267,
-                "Griewank": 11.195420093872496,
-                "Langermann": 9.914255246774513,
-                "Langermann 2": 9.732607235412779,
-                "Lévy": 4.33061886159733,
-                "Lévy 13": 2.0013152586848237,
-                "MixedMichalewiczSphere": 10.332476157359144,
-                "Rastrigin": 9.51188626624526,
-                "Rosenbrock": 1.6955859234734496,
-                "Schaffer 2": 2.16422157574328,
-                "Schaffer 4": 2.0719047912652697,
-                "SchwefelSin": 2.7519763702211644,
-                "Shubert": 8.404167746710751,
-                "Styblinski-Tang": 2.2308620220449438,
-                "Weierstrass": 2.858123310646838
-            },
-            "weighted_error_rates": {
-                "Ackley": 13.176679319983107,
-                "Cross-in-Tray": 5.304640648979358,
-                "Drop-Wave": 15.262687027320373,
-                "EggHolder": 4.122830699154325,
-                "Gramacy & Lee 2D": 6.167350521303168,
-                "Griewank": 16.793130140808742,
-                "Langermann": 9.914255246774513,
-                "Langermann 2": 7.786085788330223,
-                "Lévy": 4.33061886159733,
-                "Lévy 13": 3.0019728880272356,
-                "MixedMichalewiczSphere": 15.498714236038715,
-                "Rastrigin": 14.267829399367889,
-                "Rosenbrock": 1.6955859234734496,
-                "Schaffer 2": 3.8955988363379044,
-                "Schaffer 4": 3.7294286242774857,
-                "SchwefelSin": 2.2015810961769318,
-                "Shubert": 8.404167746710751,
-                "Styblinski-Tang": 2.6770344264539325,
-                "Weierstrass": 5.716246621293676
-            },
-            "avg_error_rate": 6.125513595018101,
-            "weighted_avg_error_rate": 7.576128318547848,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.3290859141168254,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9742890052915777,
-                    "average distance to final point": 0.03153319080185562,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0011943274537438199,
-                    "min movement": 0.406302885257912,
-                    "final proximity": 5.692486457716651
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.6112928061786813,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9177544588971428,
-                    "average distance to final point": 0.03783737979941078,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00674577469568017,
-                    "min movement": 0.42705333644634025,
-                    "final proximity": 7.259036442591289
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7045084549698493,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9858178986367653,
-                    "average distance to final point": 0.02197464113661139,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0018470600396881603,
-                    "min movement": 0.419376476119654,
-                    "final proximity": 6.692039054627509
-                },
-                "EggHolder": {
-                    "final loss": 1.08472086685285,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7539499935160162,
-                    "average distance to final point": 0.11195637975652432,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3683789396167193,
-                    "final proximity": 2.484971094850625
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5915972177607101,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.137021670592388,
-                    "average distance to final point": 0.11099316812683867,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008956457967443739,
-                    "min movement": 0.2688105947237154
-                },
-                "Griewank": {
-                    "final loss": 1.2756766236853752,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.003273714126007,
-                    "average distance to final point": 0.01559309983478428,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0035109294900136268,
-                    "min movement": 0.4355887050483205,
-                    "final proximity": 8.112215922337825
-                },
-                "Langermann": {
-                    "final loss": 1.0542728942029542,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9381564528067906,
-                    "average distance to final point": 0.03888596752180215,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.42548436297818715,
-                    "final proximity": 7.107894469914608
-                },
-                "Langermann 2": {
-                    "final loss": 1.0238970830395326,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0550940475912496,
-                    "average distance to final point": 0.03732510500726386,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00682179585618551,
-                    "min movement": 0.4226304163784425,
-                    "final proximity": 6.837277688189933
-                },
-                "Lévy": {
-                    "final loss": 0.45449286408206135,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.01523091478082,
-                    "average distance to final point": 0.09901374854193976,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3623686531821702,
-                    "final proximity": 2.049951581660167
-                },
-                "Lévy 13": {
-                    "final loss": 0.5351250698142218,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8218803772041857,
-                    "average distance to final point": 0.29474871231624467,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 1.2692206792677656,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9207773039835315,
-                    "average distance to final point": 0.031843851712516254,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01978592188977373,
-                    "min movement": 0.4276161665466112,
-                    "final proximity": 7.313671134608775
-                },
-                "Rastrigin": {
-                    "final loss": 1.1422796478375188,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9716014293314437,
-                    "average distance to final point": 0.025111601608707464,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0009511261960084281,
-                    "min movement": 0.4186229808298432,
-                    "final proximity": 6.603758381091567
-                },
-                "Rosenbrock": {
-                    "final loss": 0.04177400753212916,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8976602149994286,
-                    "average distance to final point": 0.24520396241162287,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.16138663918009777
-                },
-                "Schaffer 2": {
-                    "final loss": 0.7922699857757601,
-                    "boundary violation": 0.09278733718036988,
-                    "final distance to global minimum": 0.5329525313591041,
-                    "average distance to final point": 0.3131343818673434,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04343628256586126,
-                    "min movement": 0.040079957644670344
-                },
-                "Schaffer 4": {
-                    "final loss": 0.6845668017464859,
-                    "boundary violation": 0.04492172585313931,
-                    "final distance to global minimum": 0.5692387489474404,
-                    "average distance to final point": 0.27457478952504083,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04268440415292483,
-                    "min movement": 0.10635722169006716
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843730021602063,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0987173887413808,
-                    "average distance to final point": 0.09650236768043806,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3228225122889682
-                },
-                "Shubert": {
-                    "final loss": 1.088534630702434,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5045738395938404,
-                    "average distance to final point": 0.04892618036451222,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0010441485923394175,
-                    "min movement": 0.4113361602502958,
-                    "final proximity": 6.000191687857159
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31839886065418266,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.205053581020015,
-                    "average distance to final point": 0.13633935223940968,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.22150912878116533
-                },
-                "Weierstrass": {
-                    "final loss": 1.1274962336465197,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.908449042496061,
-                    "average distance to final point": 0.1416076699658481,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010619868375480875,
-                    "min movement": 0.3203893968127569
-                }
-            }
-        },
-        "tiger": {
-            "error_rates": {
-                "Ackley": 0.7481823934242051,
-                "Cross-in-Tray": 1.0217023473222582,
-                "Drop-Wave": 2.7736655659101577,
-                "EggHolder": 1.770107266594873,
-                "Gramacy & Lee 2D": 1.808368961058063,
-                "Griewank": 0.651193061717834,
-                "Langermann": 2.1172513491565863,
-                "Langermann 2": 5.587902162822216,
-                "Lévy": 0.5513704511085099,
-                "Lévy 13": 0.6422581247523185,
-                "MixedMichalewiczSphere": 0.6786249365512287,
-                "Rastrigin": 0.6059869495552249,
-                "Rosenbrock": 0.7213338088130169,
-                "Schaffer 2": 1.91170856436864,
-                "Schaffer 4": 1.1853489889975142,
-                "SchwefelSin": 2.0562981463137495,
-                "Shubert": 1.6395593820335548,
-                "Styblinski-Tang": 0.5427964214210295,
-                "Weierstrass": 1.0539180877697922
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.1222735901363077,
-                "Cross-in-Tray": 0.5108511736611291,
-                "Drop-Wave": 4.160498348865237,
-                "EggHolder": 1.4160858132758984,
-                "Gramacy & Lee 2D": 4.520922402645158,
-                "Griewank": 0.9767895925767509,
-                "Langermann": 2.1172513491565863,
-                "Langermann 2": 4.470321730257773,
-                "Lévy": 0.5513704511085099,
-                "Lévy 13": 0.9633871871284777,
-                "MixedMichalewiczSphere": 1.017937404826843,
-                "Rastrigin": 0.9089804243328374,
-                "Rosenbrock": 0.7213338088130169,
-                "Schaffer 2": 3.441075415863552,
-                "Schaffer 4": 2.1336281801955255,
-                "SchwefelSin": 1.6450385170509998,
-                "Shubert": 1.6395593820335548,
-                "Styblinski-Tang": 0.6513557057052354,
-                "Weierstrass": 2.1078361755395845
-            },
-            "avg_error_rate": 1.4772408931416197,
-            "weighted_avg_error_rate": 1.8461314027985776,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.23449763442665178,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07034404089257487,
-                    "average distance to final point": 0.1690200267606539,
-                    "convergence": 0.2315802455024842,
-                    "oscillation": 0.04274044584184035
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.34334950113356605,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09828649250555192,
-                    "average distance to final point": 0.1915253918376979,
-                    "convergence": 0.1721882050744341,
-                    "oscillation": 0.1442660328517585,
-                    "lucky jump": 0.07208672391924956
-                },
-                "Drop-Wave": {
-                    "final loss": 1.4460246984439704,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6247989214044487,
-                    "average distance to final point": 0.28868632733661775,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06459451937494974
-                },
-                "EggHolder": {
-                    "final loss": 0.857900730290509,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4077547291144603,
-                    "average distance to final point": 0.1292664052920044,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.025624302547728177
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5781935260925558,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6101138624159246,
-                    "average distance to final point": 0.23719188488850934,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03330858831090205
-                },
-                "Griewank": {
-                    "final loss": 0.07330387422050935,
-                    "boundary violation": 0.014352803526221695,
-                    "final distance to global minimum": 0.12123068702059628,
-                    "average distance to final point": 0.18292412311756318,
-                    "convergence": 0.23639382212211907,
-                    "oscillation": 0.022987751710824504
-                },
-                "Langermann": {
-                    "final loss": 0.9691754500354076,
-                    "boundary violation": 0.044241030148496,
-                    "final distance to global minimum": 0.33877345230656397,
-                    "average distance to final point": 0.41300690202414275,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.0024934152918048022
-                },
-                "Langermann 2": {
-                    "final loss": 1.0096130852971033,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0417701564174286,
-                    "average distance to final point": 0.08198398385479978,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.013630907260632165,
-                    "min movement": 0.3681717999329706,
-                    "final proximity": 2.72317113070911
-                },
-                "Lévy": {
-                    "final loss": 0.003029349562319497,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.045894572811515,
-                    "average distance to final point": 0.21011055311657112,
-                    "convergence": 0.2923281572999748,
-                    "oscillation": 7.818318129447385e-06
-                },
-                "Lévy 13": {
-                    "final loss": 0.0365234657196019,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.18266405780717834,
-                    "average distance to final point": 0.2170145970695613,
-                    "convergence": 0.18745668507580118,
-                    "oscillation": 0.018599319080175748
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.15720879167077426,
-                    "boundary violation": 1.0020100313004599e-05,
-                    "final distance to global minimum": 0.08802342188751187,
-                    "average distance to final point": 0.17823622863267014,
-                    "convergence": 0.23855552776388023,
-                    "oscillation": 0.01659094649607916
-                },
-                "Rastrigin": {
-                    "final loss": 0.015550799688941762,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.027543453382059057,
-                    "average distance to final point": 0.19170698444174003,
-                    "convergence": 0.3313312833058546,
-                    "oscillation": 0.03985442873662944
-                },
-                "Rosenbrock": {
-                    "final loss": 0.014401485432514455,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.20881892926444975,
-                    "average distance to final point": 0.2528031427075897,
-                    "convergence": 0.20395289512680814,
-                    "oscillation": 0.04135735628165486
-                },
-                "Schaffer 2": {
-                    "final loss": 1.0409726737981646,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.26629761582941713,
-                    "average distance to final point": 0.2621610452102779,
-                    "convergence": 0.32273876913398136,
-                    "oscillation": 0.01953846039679895
-                },
-                "Schaffer 4": {
-                    "final loss": 0.2983620443753205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2886097113216637,
-                    "average distance to final point": 0.23262774227915234,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01618839167120644
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8698678115785848,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6313534016807257,
-                    "average distance to final point": 0.14391233895385644,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06160349475041155
-                },
-                "Shubert": {
-                    "final loss": 0.6136733205516638,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.23494711077733985,
-                    "average distance to final point": 0.1984487214148632,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01540300640246197,
-                    "min movement": 0.22752612353705476
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.015098928767695594,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08775832439494617,
-                    "average distance to final point": 0.204843632335742,
-                    "convergence": 0.23508902300206647,
-                    "oscillation": 6.512920579293239e-06
-                },
-                "Weierstrass": {
-                    "final loss": 0.42067285178063785,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.19461606211454324,
-                    "average distance to final point": 0.18715847835373187,
-                    "convergence": 0.21333333333333335,
-                    "oscillation": 0.03813736218754586
-                }
-            }
-        },
-        "asgd": {
-            "error_rates": {
-                "Ackley": 2.2049141704686934,
-                "Cross-in-Tray": 2.839604228923373,
-                "Drop-Wave": 2.924969871873878,
-                "EggHolder": 2.4186727891864446,
-                "Gramacy & Lee 2D": 1.9540294037056873,
-                "Griewank": 0.972210579251322,
-                "Langermann": 2.415800849999186,
-                "Langermann 2": 2.1731956107807266,
-                "Lévy": 2.6572871105347535,
-                "Lévy 13": 2.002362169938808,
-                "MixedMichalewiczSphere": 1.9602323981407994,
-                "Rastrigin": 0.19402060082616746,
-                "Rosenbrock": 1.6998059577435098,
-                "Schaffer 2": 2.8599846351811444,
-                "Schaffer 4": 2.530961850524023,
-                "SchwefelSin": 2.7050175182269176,
-                "Shubert": 0.8782937495116236,
-                "Styblinski-Tang": 2.137149206808865,
-                "Weierstrass": 2.319938697110089
-            },
-            "weighted_error_rates": {
-                "Ackley": 3.30737125570304,
-                "Cross-in-Tray": 1.4198021144616866,
-                "Drop-Wave": 4.387454807810817,
-                "EggHolder": 1.9349382313491557,
-                "Gramacy & Lee 2D": 4.885073509264219,
-                "Griewank": 1.458315868876983,
-                "Langermann": 2.415800849999186,
-                "Langermann 2": 1.7385564886245815,
-                "Lévy": 2.6572871105347535,
-                "Lévy 13": 3.0035432549082124,
-                "MixedMichalewiczSphere": 2.940348597211199,
-                "Rastrigin": 0.2910309012392512,
-                "Rosenbrock": 1.6998059577435098,
-                "Schaffer 2": 5.14797234332606,
-                "Schaffer 4": 4.5557313309432415,
-                "SchwefelSin": 2.164014014581534,
-                "Shubert": 0.8782937495116236,
-                "Styblinski-Tang": 2.564579048170638,
-                "Weierstrass": 4.639877394220178
-            },
-            "avg_error_rate": 2.097286915722948,
-            "weighted_avg_error_rate": 2.7415682541305193,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.9125518620330212,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6026886429828998,
-                    "average distance to final point": 0.14281319120358843,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05031978350525912,
-                    "min movement": 0.14697959139375377
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.4681604038271765,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7688434180577937,
-                    "average distance to final point": 0.04391477124095559,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.032563419850990954,
-                    "min movement": 0.17656111659628482
-                },
-                "Drop-Wave": {
-                    "final loss": 1.5247834488027705,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6156103660336858,
-                    "average distance to final point": 0.14942224854080882,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10310108354019953,
-                    "lucky jump": 0.0227193278892393,
-                    "min movement": 0.15977229771700296
-                },
-                "EggHolder": {
-                    "final loss": 0.9900550594452839,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7949426836160289,
-                    "average distance to final point": 0.09071956866080261,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02310808645066671,
-                    "min movement": 0.17028629166349094
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.524358164729904,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9255667272026141,
-                    "average distance to final point": 0.08239314973203044,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.07215026269096728
-                },
-                "Griewank": {
-                    "final loss": 0.08683631468124145,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2553922741732766,
-                    "average distance to final point": 0.2322488578609327,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04817203318570007
-                },
-                "Langermann": {
-                    "final loss": 0.9253425722373089,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8338234520279241,
-                    "average distance to final point": 0.04992894635585461,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004549210796542927,
-                    "min movement": 0.25259556923138443
-                },
-                "Langermann 2": {
-                    "final loss": 0.6470887857549253,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8289513354701237,
-                    "average distance to final point": 0.0687074066368748,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.029325442876001445,
-                    "lucky jump": 0.08235670320359435,
-                    "min movement": 0.16720483748903592
-                },
-                "Lévy": {
-                    "final loss": 0.006892671398403319,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.053961829986908294,
-                    "average distance to final point": 0.22885359277043854,
-                    "convergence": 0.2315802455024842,
-                    "oscillation": 0.1275032105006392,
-                    "lucky jump": 2.00849556037588
-                },
-                "Lévy 13": {
-                    "final loss": 0.6554821892601029,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9060925058840633,
-                    "average distance to final point": 0.08261349528353237,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008612880160938351
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.6161199621131384,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5321449726808334,
-                    "average distance to final point": 0.09568632594360628,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.046147588885031246,
-                    "lucky jump": 0.23975890140163447,
-                    "min movement": 0.08081354776638416
-                },
-                "Rastrigin": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0,
-                    "average distance to final point": 0.07020454594598509,
-                    "convergence": 0.10333333333333333,
-                    "oscillation": 0.0070460264998708794,
-                    "lucky jump": 0.013436695046978179
-                },
-                "Rosenbrock": {
-                    "final loss": 0.043578288106890004,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9255723139011967,
-                    "average distance to final point": 0.169655793175894,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.009758665826528823,
-                    "lucky jump": 0.0004748119810345215,
-                    "min movement": 0.20120498540179477
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1317452180665148,
-                    "boundary violation": 0.044717756130310406,
-                    "final distance to global minimum": 1.0089870089729602,
-                    "average distance to final point": 0.026526155693324224,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02719221698631921,
-                    "min movement": 0.2712551799815443
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8163198875500621,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0073398612811069,
-                    "average distance to final point": 0.008135684545199888,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00980047505908131,
-                    "min movement": 0.3398048427384011
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099236785932502,
-                    "average distance to final point": 0.03480348298744372,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004065904357740075,
-                    "min movement": 0.33302395452976125
-                },
-                "Shubert": {
-                    "final loss": 0.029329727084384853,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09558371656663234,
-                    "average distance to final point": 0.1385776870282985,
-                    "convergence": 0.21143744151969132,
-                    "oscillation": 0.08191253972996923,
-                    "lucky jump": 0.08389083886965612,
-                    "min movement": 0.23756179871299118
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.20314189215954,
-                    "average distance to final point": 0.0313566766568129,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.23475630834773004
-                },
-                "Weierstrass": {
-                    "final loss": 0.9981561337739648,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5617419353148245,
-                    "average distance to final point": 0.17316185131823594,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07221894460987373,
-                    "lucky jump": 0.11282896452843101,
-                    "min movement": 0.05226976821458758
-                }
-            }
-        },
-        "focus": {
-            "error_rates": {
-                "Ackley": 0.9373716359013411,
-                "Cross-in-Tray": 1.621276383052839,
-                "Drop-Wave": 2.744075661458564,
-                "EggHolder": 1.5940442937894748,
-                "Gramacy & Lee 2D": 1.93517587499736,
-                "Griewank": 0.5652784285593232,
-                "Langermann": 1.5337530765024796,
-                "Langermann 2": 3.0426801162056463,
-                "Lévy": 0.5011380675343183,
-                "Lévy 13": 0.4982709350344494,
-                "MixedMichalewiczSphere": 0.5096775178587813,
-                "Rastrigin": 0.41972153518423067,
-                "Rosenbrock": 0.8691568519377515,
-                "Schaffer 2": 2.0323177757571687,
-                "Schaffer 4": 1.5080451634635428,
-                "SchwefelSin": 2.3611964769291696,
-                "Shubert": 1.9046667661342236,
-                "Styblinski-Tang": 0.6074572109778178,
-                "Weierstrass": 1.0283473120363877
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.4060574538520116,
-                "Cross-in-Tray": 0.8106381915264195,
-                "Drop-Wave": 4.116113492187846,
-                "EggHolder": 1.27523543503158,
-                "Gramacy & Lee 2D": 4.8379396874933995,
-                "Griewank": 0.8479176428389847,
-                "Langermann": 1.5337530765024796,
-                "Langermann 2": 2.4341440929645173,
-                "Lévy": 0.5011380675343183,
-                "Lévy 13": 0.7474064025516741,
-                "MixedMichalewiczSphere": 0.764516276788172,
-                "Rastrigin": 0.629582302776346,
-                "Rosenbrock": 0.8691568519377515,
-                "Schaffer 2": 3.6581719963629036,
-                "Schaffer 4": 2.714481294234377,
-                "SchwefelSin": 1.8889571815433357,
-                "Shubert": 1.9046667661342236,
-                "Styblinski-Tang": 0.7289486531733813,
-                "Weierstrass": 2.0566946240727755
-            },
-            "avg_error_rate": 1.3796658464902563,
-            "weighted_avg_error_rate": 1.7750273415529734,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.23629863773684526,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07077213776115415,
-                    "average distance to final point": 0.28078935985824244,
-                    "convergence": 0.28193111719149194,
-                    "oscillation": 0.06758038335360726
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.684876905153478,
-                    "boundary violation": 0.0001365923543533008,
-                    "final distance to global minimum": 0.29948028268881516,
-                    "average distance to final point": 0.27164627784511886,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01557522566090225
-                },
-                "Drop-Wave": {
-                    "final loss": 1.4927819858943403,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5749593856471498,
-                    "average distance to final point": 0.19339505344318117,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10051535215437211,
-                    "min movement": 0.032862784969349905
-                },
-                "EggHolder": {
-                    "final loss": 0.7778258983656071,
-                    "boundary violation": 0.03354394345627748,
-                    "final distance to global minimum": 0.1736018743667669,
-                    "average distance to final point": 0.2823857344737623,
-                    "convergence": 0.26336212319704594,
-                    "oscillation": 0.0633247199300149
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5324790508792016,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7264782785814449,
-                    "average distance to final point": 0.24836775928613128,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07828968690041099
-                },
-                "Griewank": {
-                    "final loss": 0.10780549493257253,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08810117175343021,
-                    "average distance to final point": 0.16956080803799867,
-                    "convergence": 0.16991182163263766,
-                    "oscillation": 0.029899132202684184
-                },
-                "Langermann": {
-                    "final loss": 0.6553937492210954,
-                    "boundary violation": 0.08077056871615003,
-                    "final distance to global minimum": 0.31121565048344185,
-                    "average distance to final point": 0.22618455433876453,
-                    "convergence": 0.17443906801294107,
-                    "oscillation": 0.08574948573008673
-                },
-                "Langermann 2": {
-                    "final loss": 1.1020717913768059,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1499327646554167,
-                    "average distance to final point": 0.13364257858147782,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0705761011849988,
-                    "min movement": 0.23689578105677578
-                },
-                "Lévy": {
-                    "final loss": 0.018694106997976415,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09911755765027787,
-                    "average distance to final point": 0.14742715980957352,
-                    "convergence": 0.1788678902115595,
-                    "oscillation": 0.05703135286493102
-                },
-                "Lévy 13": {
-                    "final loss": 0.0037326295539976866,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.04054282606176069,
-                    "average distance to final point": 0.20142865676286723,
-                    "convergence": 0.22078133401995112,
-                    "oscillation": 0.03178548863587271
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.011292436165459475,
-                    "boundary violation": 0.003008401148818375,
-                    "final distance to global minimum": 0.03794122862245584,
-                    "average distance to final point": 0.1635631783179143,
-                    "convergence": 0.2368274503258795,
-                    "oscillation": 0.05704482327825384
-                },
-                "Rastrigin": {
-                    "final loss": 0.020686235958472476,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0317866348054821,
-                    "average distance to final point": 0.12674306586574935,
-                    "convergence": 0.1480880229039762,
-                    "oscillation": 0.09241757565055052
-                },
-                "Rosenbrock": {
-                    "final loss": 0.024643206505853967,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.145197365072192,
-                    "average distance to final point": 0.2732758991072753,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07647928190225908
-                },
-                "Schaffer 2": {
-                    "final loss": 0.7774738322061409,
-                    "boundary violation": 0.02005349398684162,
-                    "final distance to global minimum": 0.5239391523601022,
-                    "average distance to final point": 0.3189147040102455,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04237549384366698
-                },
-                "Schaffer 4": {
-                    "final loss": 0.42693654757510874,
-                    "boundary violation": 0.018134799630061302,
-                    "final distance to global minimum": 0.39031093530946476,
-                    "average distance to final point": 0.29467354251528477,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02842823908345198
-                },
-                "SchwefelSin": {
-                    "final loss": 0.9427261613225568,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8154090500791605,
-                    "average distance to final point": 0.11976000791821848,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06613945418141917,
-                    "min movement": 0.06760070407764322
-                },
-                "Shubert": {
-                    "final loss": 1.1193260705593295,
-                    "boundary violation": 0.006267119956438928,
-                    "final distance to global minimum": 0.31216925741160806,
-                    "average distance to final point": 0.18427102406181614,
-                    "convergence": 0.20760255356284596,
-                    "oscillation": 0.0318994458831208,
-                    "min movement": 0.04313129469906382
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.03861522154894217,
-                    "average distance to final point": 0.16690352124673372,
-                    "convergence": 0.3205631417805331,
-                    "oscillation": 0.08137532640160877
-                },
-                "Weierstrass": {
-                    "final loss": 0.18496355733778452,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1287456220045278,
-                    "average distance to final point": 0.1450348909789024,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13846131574426812,
-                    "lucky jump": 0.0815808266207335
-                }
-            }
-        },
-        "schedulefreesgd": {
-            "error_rates": {
-                "Ackley": 1.2213926650632851,
-                "Cross-in-Tray": 2.5262752820902517,
-                "Drop-Wave": 2.643080219821319,
-                "EggHolder": 6.981308715218256,
-                "Gramacy & Lee 2D": 2.2234754431127874,
-                "Griewank": 11.226363709604005,
-                "Langermann": 2.094481081957,
-                "Langermann 2": 2.910445254234254,
-                "Lévy": 3.69556812376835,
-                "Lévy 13": 1.734265316572713,
-                "MixedMichalewiczSphere": 1.5157278848868831,
-                "Rastrigin": 0.5056798182987934,
-                "Rosenbrock": 1.7868393814355512,
-                "Schaffer 2": 0.8515066223315522,
-                "Schaffer 4": 2.613430023687294,
-                "SchwefelSin": 2.701377379100097,
-                "Shubert": 2.239084548406932,
-                "Styblinski-Tang": 2.1422494962265635,
-                "Weierstrass": 1.5717063145305832
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.8320889975949277,
-                "Cross-in-Tray": 1.2631376410451258,
-                "Drop-Wave": 3.964620329731978,
-                "EggHolder": 5.585046972174605,
-                "Gramacy & Lee 2D": 5.558688607781969,
-                "Griewank": 16.83954556440601,
-                "Langermann": 2.094481081957,
-                "Langermann 2": 2.3283562033874032,
-                "Lévy": 3.69556812376835,
-                "Lévy 13": 2.6013979748590694,
-                "MixedMichalewiczSphere": 2.273591827330325,
-                "Rastrigin": 0.7585197274481901,
-                "Rosenbrock": 1.7868393814355512,
-                "Schaffer 2": 1.532711920196794,
-                "Schaffer 4": 4.7041740426371295,
-                "SchwefelSin": 2.161101903280078,
-                "Shubert": 2.239084548406932,
-                "Styblinski-Tang": 2.570699395471876,
-                "Weierstrass": 3.1434126290611664
-            },
-            "avg_error_rate": 2.799171435807709,
-            "weighted_avg_error_rate": 3.5227929932618145,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.46970104844724825,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.10520612537517156,
-                    "average distance to final point": 0.24304441977658894,
-                    "convergence": 0.3205631417805331,
-                    "oscillation": 0.08287792968374326
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.3668586904489732,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6874868347023637,
-                    "average distance to final point": 0.06492524152775807,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010356497751357543,
-                    "lucky jump": 0.003134753718891185,
-                    "min movement": 0.04395216459073655
-                },
-                "Drop-Wave": {
-                    "final loss": 1.4460245454635499,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6248082676332414,
-                    "average distance to final point": 0.05742053272972736,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.023668643020006656,
-                    "lucky jump": 0.027174377254801704,
-                    "min movement": 0.11442275436982072
-                },
-                "EggHolder": {
-                    "final loss": 1.1805472474671346,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8800923936778913,
-                    "average distance to final point": 0.07748856707189918,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.39028949747509295,
-                    "final proximity": 4.1033299101760665
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5492609989267262,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0565882344064936,
-                    "average distance to final point": 0.06120330918677139,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005148087349211654,
-                    "min movement": 0.2017137138934132
-                },
-                "Griewank": {
-                    "final loss": 1.273426823116325,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.003826756756845,
-                    "average distance to final point": 0.00925513361579654,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.43598335526826076,
-                    "final proximity": 8.154310541496606
-                },
-                "Langermann": {
-                    "final loss": 0.7667147046809695,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7549002784652796,
-                    "average distance to final point": 0.059585276524990474,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08564640426384491,
-                    "min movement": 0.07807331867174427
-                },
-                "Langermann 2": {
-                    "final loss": 1.0864876274606183,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1516954406239155,
-                    "average distance to final point": 0.0836250437647,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0883986978421417,
-                    "min movement": 0.1506773451927074
-                },
-                "Lévy": {
-                    "final loss": 0.6499625422754887,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9964140922060716,
-                    "average distance to final point": 0.07583798382096232,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.18956237283324204,
-                    "lucky jump": 1.1051261655771292,
-                    "min movement": 0.32910386770528494
-                },
-                "Lévy 13": {
-                    "final loss": 0.41151675201463817,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.703746523904053,
-                    "average distance to final point": 0.17598368023276637,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09345726107108442
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.5596014533895612,
-                    "boundary violation": 5.807729256287966e-05,
-                    "final distance to global minimum": 0.4702042337139955,
-                    "average distance to final point": 0.07504740662967654,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006073457498177969,
-                    "min movement": 0.0551821570127377
-                },
-                "Rastrigin": {
-                    "final loss": 0.018002683190645415,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0296422129539449,
-                    "average distance to final point": 0.1500344178644833,
-                    "convergence": 0.19572422247919108,
-                    "oscillation": 0.11227628181052865
-                },
-                "Rosenbrock": {
-                    "final loss": 0.049714300888754025,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0496128213306506,
-                    "average distance to final point": 0.037774591490088,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.30017656837588735
-                },
-                "Schaffer 2": {
-                    "final loss": 0.020610145979314896,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0754212378325839,
-                    "average distance to final point": 0.16581720304152417,
-                    "convergence": 0.17732855623746663,
-                    "oscillation": 0.03415203001145611,
-                    "lucky jump": 0.37817744922920654
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8196029947329514,
-                    "boundary violation": 0.00983125216437145,
-                    "final distance to global minimum": 1.007724098870048,
-                    "average distance to final point": 0.08707880807612117,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027527355867296488,
-                    "min movement": 0.3121044146263343
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099236785932502,
-                    "average distance to final point": 0.035229528035464946,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.33302367471265953
-                },
-                "Shubert": {
-                    "final loss": 0.9745241359363352,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3382870498518757,
-                    "average distance to final point": 0.1941472233376884,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0849606012996057,
-                    "min movement": 0.2976044386312554
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833356116833017,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2033281476183673,
-                    "average distance to final point": 0.04483376662748892,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.22619292146220596
-                },
-                "Weierstrass": {
-                    "final loss": 0.5763206327327487,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3872130094135849,
-                    "average distance to final point": 0.25713762499353293,
-                    "convergence": 0.2601652249091792,
-                    "oscillation": 0.09086982248153745
-                }
-            }
-        },
-        "avagrad": {
-            "error_rates": {
-                "Ackley": 0.5983804703425134,
-                "Cross-in-Tray": 2.5438816843369114,
-                "Drop-Wave": 4.2885993834016665,
-                "EggHolder": 5.250358609361241,
-                "Gramacy & Lee 2D": 1.6562562728157664,
-                "Griewank": 2.0607278207492503,
-                "Langermann": 2.0344256493457085,
-                "Langermann 2": 2.9743472441315784,
-                "Lévy": 0.45944358341099145,
-                "Lévy 13": 0.2932084606944887,
-                "MixedMichalewiczSphere": 0.36368325052899875,
-                "Rastrigin": 0.9393722509912869,
-                "Rosenbrock": 1.634438167163843,
-                "Schaffer 2": 2.856250096402328,
-                "Schaffer 4": 2.5916571445417227,
-                "SchwefelSin": 2.671896922452854,
-                "Shubert": 1.9970999884485152,
-                "Styblinski-Tang": 2.0396685319611727,
-                "Weierstrass": 1.684478513458888
-            },
-            "weighted_error_rates": {
-                "Ackley": 0.89757070551377,
-                "Cross-in-Tray": 1.2719408421684557,
-                "Drop-Wave": 6.432899075102499,
-                "EggHolder": 4.200286887488993,
-                "Gramacy & Lee 2D": 4.140640682039416,
-                "Griewank": 3.0910917311238757,
-                "Langermann": 2.0344256493457085,
-                "Langermann 2": 2.3794777953052626,
-                "Lévy": 0.45944358341099145,
-                "Lévy 13": 0.43981269104173304,
-                "MixedMichalewiczSphere": 0.5455248757934981,
-                "Rastrigin": 1.4090583764869302,
-                "Rosenbrock": 1.634438167163843,
-                "Schaffer 2": 5.141250173524191,
-                "Schaffer 4": 4.664982860175101,
-                "SchwefelSin": 2.137517537962283,
-                "Shubert": 1.9970999884485152,
-                "Styblinski-Tang": 2.447602238353407,
-                "Weierstrass": 3.368957026917776
-            },
-            "avg_error_rate": 2.0493775812915644,
-            "weighted_avg_error_rate": 2.5628432045982237,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.16718856849344232,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.057879463276170356,
-                    "average distance to final point": 0.13610248465366998,
-                    "convergence": 0.18104754549331284,
-                    "oscillation": 0.056162408425917944
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.371701802449712,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6897591850284659,
-                    "average distance to final point": 0.09856114978046854,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.015283484002593228,
-                    "min movement": 0.019014963725500614
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7266181655146537,
-                    "boundary violation": 0.005779265739864797,
-                    "final position out-of-bounds": 0.7584861744631353,
-                    "final distance to global minimum": 1.0752712387931342,
-                    "average distance to final point": 0.03265535773105846,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014866528210135234,
-                    "min movement": 0.32536155359951263
-                },
-                "EggHolder": {
-                    "final loss": 1.1364096300047495,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8344611338430643,
-                    "average distance to final point": 0.038458120172322835,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005032319672848935,
-                    "min movement": 0.3548091226406233,
-                    "final proximity": 2.53162718367746
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.4913678214462297,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6778646662788075,
-                    "average distance to final point": 0.10888379992704815,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.028578885813509664
-                },
-                "Griewank": {
-                    "final loss": 0.6431626733258528,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.715026233521362,
-                    "average distance to final point": 0.17835192177555706,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.1746258927763073
-                },
-                "Langermann": {
-                    "final loss": 0.8211241409346559,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6841020850320761,
-                    "average distance to final point": 0.07393264744212207,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.029923114911806735,
-                    "min movement": 0.07578256167487658
-                },
-                "Langermann 2": {
-                    "final loss": 1.0931498558678403,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.156967264674157,
-                    "average distance to final point": 0.0425288015039264,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0022219469653417174,
-                    "min movement": 0.32991827577014204
-                },
-                "Lévy": {
-                    "final loss": 0.0017612014918401463,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.05644416529853438,
-                    "average distance to final point": 0.13947063273726198,
-                    "convergence": 0.2617675838833549,
-                    "oscillation": 0.0
-                },
-                "Lévy 13": {
-                    "final loss": 0.002633456061052896,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.054167155421310106,
-                    "average distance to final point": 0.1266658680739097,
-                    "convergence": 0.10683511145442001,
-                    "oscillation": 0.002906869683795921
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.02023896742830171,
-                    "average distance to final point": 0.14228999217974228,
-                    "convergence": 0.1916281117119017,
-                    "oscillation": 0.009526179209053071
-                },
-                "Rastrigin": {
-                    "final loss": 0.11438628888869895,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2980840903987923,
-                    "average distance to final point": 0.10066468440576254,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.036909516715338056,
-                    "lucky jump": 0.03976657123252366
-                },
-                "Rosenbrock": {
-                    "final loss": 0.04495097515371102,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9497307164191024,
-                    "average distance to final point": 0.1038658723867025,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.18632950385415603
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1440946218365107,
-                    "boundary violation": 0.06642514071984408,
-                    "final distance to global minimum": 0.9222440525631332,
-                    "average distance to final point": 0.15986325551242245,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.019749842375009773,
-                    "min movement": 0.19431208404523664
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8271274818915382,
-                    "boundary violation": 0.03454511821074592,
-                    "final distance to global minimum": 0.9887215964346322,
-                    "average distance to final point": 0.105032169325951,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01312320028708421,
-                    "min movement": 0.2735464790416004
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843263896173802,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992437695702124,
-                    "average distance to final point": 0.045087742757954664,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.29367792115713515
-                },
-                "Shubert": {
-                    "final loss": 1.0677265523874246,
-                    "boundary violation": 0.047940827134324446,
-                    "final distance to global minimum": 0.3742515821567928,
-                    "average distance to final point": 0.10079606962980157,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.031572073213763964,
-                    "min movement": 0.02525178457623663
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833325480378444,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031062085364932,
-                    "average distance to final point": 0.08646086051639114,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.08220710875433246
-                },
-                "Weierstrass": {
-                    "final loss": 0.7511833918310619,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.34247832502143755,
-                    "average distance to final point": 0.2186011681140979,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02265452914211947
-                }
-            }
-        },
-        "vsgd": {
-            "error_rates": {
-                "Ackley": 1.6740736325817571,
-                "Cross-in-Tray": 2.8081086568594134,
-                "Drop-Wave": 4.4158975471785995,
-                "EggHolder": 1.8907496265382493,
-                "Gramacy & Lee 2D": 1.3839880320069011,
-                "Griewank": 0.6047567979174957,
-                "Langermann": 2.7826188428311367,
-                "Langermann 2": 2.6678861751008465,
-                "Lévy": 0.4162340551377711,
-                "Lévy 13": 0.4256390450517137,
-                "MixedMichalewiczSphere": 1.8501891484610358,
-                "Rastrigin": 1.7733551777870276,
-                "Rosenbrock": 0.39685527172943597,
-                "Schaffer 2": 2.930974510905737,
-                "Schaffer 4": 2.6226529223366852,
-                "SchwefelSin": 2.309564755811198,
-                "Shubert": 1.2766082142560038,
-                "Styblinski-Tang": 0.39751407101332986,
-                "Weierstrass": 1.0707730291526125
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.5111104488726355,
-                "Cross-in-Tray": 1.4040543284297067,
-                "Drop-Wave": 6.6238463207679,
-                "EggHolder": 1.5125997012305996,
-                "Gramacy & Lee 2D": 3.4599700800172526,
-                "Griewank": 0.9071351968762436,
-                "Langermann": 2.7826188428311367,
-                "Langermann 2": 2.134308940080677,
-                "Lévy": 0.4162340551377711,
-                "Lévy 13": 0.6384585675775705,
-                "MixedMichalewiczSphere": 2.7752837226915537,
-                "Rastrigin": 2.6600327666805414,
-                "Rosenbrock": 0.39685527172943597,
-                "Schaffer 2": 5.275754119630326,
-                "Schaffer 4": 4.720775260206033,
-                "SchwefelSin": 1.8476518046489585,
-                "Shubert": 1.2766082142560038,
-                "Styblinski-Tang": 0.47701688521599583,
-                "Weierstrass": 2.141546058305225
-            },
-            "avg_error_rate": 1.7736020796135235,
-            "weighted_avg_error_rate": 2.3137821360623985,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.6805765036266028,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.31610016124646023,
-                    "average distance to final point": 0.32248931077528603,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005346557583236699
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.5144309892238623,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8180729144358478,
-                    "average distance to final point": 0.10273013668697384,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02331351716255805
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7369845414561684,
-                    "boundary violation": 0.01206516338920263,
-                    "final position out-of-bounds": 0.7652685305535173,
-                    "final distance to global minimum": 1.0698624094574476,
-                    "average distance to final point": 0.08903158376215974,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.31947828604773676,
-                    "final proximity": 0.07364593316219518
-                },
-                "EggHolder": {
-                    "final loss": 0.9063593869656986,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2859078148063575,
-                    "average distance to final point": 0.31854786453175865,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0025925787099719344,
-                    "min movement": 0.02778088217429134
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.47053367767639886,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.23736420720294832,
-                    "average distance to final point": 0.3265290477773827,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Griewank": {
-                    "final loss": 0.08934547786922163,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.10014755934497435,
-                    "average distance to final point": 0.22252838685571383,
-                    "convergence": 0.17499790618443667,
-                    "oscillation": 0.017737467663149226
-                },
-                "Langermann": {
-                    "final loss": 0.7308943613802722,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2918815339724956,
-                    "average distance to final point": 0.2934716790771348,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004663159295598045,
-                    "min movement": 0.112147009755465
-                },
-                "Langermann 2": {
-                    "final loss": 0.868155969691648,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0028790892394932,
-                    "average distance to final point": 0.12763165822387973,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.31965835859565395
-                },
-                "Lévy": {
-                    "final loss": 0.0032357435015997354,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.036612963297125684,
-                    "average distance to final point": 0.15941037754822476,
-                    "convergence": 0.19774542280580812,
-                    "oscillation": 0.019229547985012845
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.009703012763359324,
-                    "average distance to final point": 0.24832710269306557,
-                    "convergence": 0.16760892959528875,
-                    "oscillation": 0.0
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.7097330963727329,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.44964892129450784,
-                    "average distance to final point": 0.2500708289988425,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.0911752024447815
-                },
-                "Rastrigin": {
-                    "final loss": 0.5634306597642798,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5404332839134866,
-                    "average distance to final point": 0.3199301347590901,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07931401009745381,
-                    "average distance to final point": 0.1404085014646828,
-                    "convergence": 0.1673191524873737,
-                    "oscillation": 0.009813607679925637
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1369545539938386,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0094723707757538,
-                    "average distance to final point": 0.11421668993689871,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.32076979684907475
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8209727381718585,
-                    "boundary violation": 8.560091377885408e-08,
-                    "final position out-of-bounds": 0.005551245712485393,
-                    "final distance to global minimum": 1.0038869201674434,
-                    "average distance to final point": 0.11289581117136967,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.32978502216244326
-                },
-                "SchwefelSin": {
-                    "final loss": 0.942739043756333,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8155784380683684,
-                    "average distance to final point": 0.09423380320443177,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.029553620035099034,
-                    "min movement": 0.07789875139679427
-                },
-                "Shubert": {
-                    "final loss": 0.4601163234850283,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1089032524600343,
-                    "average distance to final point": 0.19715811867818223,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04020913040744134,
-                    "min movement": 0.12066028987514628
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.03991000469879379,
-                    "average distance to final point": 0.16877667368904423,
-                    "convergence": 0.16291933384829668,
-                    "oscillation": 0.025908058777195143
-                },
-                "Weierstrass": {
-                    "final loss": 0.3177731348040946,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.14258932620529188,
-                    "average distance to final point": 0.2608494687930547,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                }
-            }
-        },
-        "fromage": {
-            "error_rates": {
-                "Ackley": 2.0103332942521868,
-                "Cross-in-Tray": 1.8171117758063566,
-                "Drop-Wave": 2.53893079347961,
-                "EggHolder": 3.4165747968274545,
-                "Gramacy & Lee 2D": 2.2109803545107978,
-                "Griewank": 0.8472533749121941,
-                "Langermann": 2.102930162809296,
-                "Langermann 2": 2.5586851686306162,
-                "Lévy": 2.439362747848566,
-                "Lévy 13": 1.2185324444632168,
-                "MixedMichalewiczSphere": 0.6701707766511494,
-                "Rastrigin": 1.3852007991155244,
-                "Rosenbrock": 1.0909847447944792,
-                "Schaffer 2": 0.5285049753849664,
-                "Schaffer 4": 0.6799944880337544,
-                "SchwefelSin": 2.7611620876101073,
-                "Shubert": 2.066480462853402,
-                "Styblinski-Tang": 2.230574751073971,
-                "Weierstrass": 1.2034803441466864
-            },
-            "weighted_error_rates": {
-                "Ackley": 3.0154999413782804,
-                "Cross-in-Tray": 0.9085558879031783,
-                "Drop-Wave": 3.8083961902194154,
-                "EggHolder": 2.7332598374619637,
-                "Gramacy & Lee 2D": 5.527450886276995,
-                "Griewank": 1.2708800623682912,
-                "Langermann": 2.102930162809296,
-                "Langermann 2": 2.046948134904493,
-                "Lévy": 2.439362747848566,
-                "Lévy 13": 1.8277986666948252,
-                "MixedMichalewiczSphere": 1.0052561649767242,
-                "Rastrigin": 2.0778011986732867,
-                "Rosenbrock": 1.0909847447944792,
-                "Schaffer 2": 0.9513089556929396,
-                "Schaffer 4": 1.223990078460758,
-                "SchwefelSin": 2.208929670088086,
-                "Shubert": 2.066480462853402,
-                "Styblinski-Tang": 2.676689701288765,
-                "Weierstrass": 2.4069606882933727
-            },
-            "avg_error_rate": 1.777749912800228,
-            "weighted_avg_error_rate": 2.178393904367743,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.8198948075983166,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.47365010150540654,
-                    "average distance to final point": 0.096639219209739,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.12031967132509536,
-                    "lucky jump": 0.11587667606284019,
-                    "min movement": 0.03439171920061781
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.7871906239407079,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.34373403407252984,
-                    "average distance to final point": 0.16945782374100646,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.11252724219919036,
-                    "min movement": 0.05464095250275089
-                },
-                "Drop-Wave": {
-                    "final loss": 0.6998280548942261,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3369704999872297,
-                    "average distance to final point": 0.09711707175800419,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10944065498278266,
-                    "lucky jump": 0.9352277342119971,
-                    "min movement": 0.010785678295199401
-                },
-                "EggHolder": {
-                    "final loss": 1.186434555166817,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8733508521726295,
-                    "average distance to final point": 0.09768118487442447,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.12054904498141013,
-                    "lucky jump": 0.36098812444153544,
-                    "min movement": 0.3419205780659007,
-                    "final proximity": 0.08608935777456604
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.563456842521816,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8766445048315612,
-                    "average distance to final point": 0.12112614618502122,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.17557339454888138,
-                    "lucky jump": 0.09053788554948097,
-                    "min movement": 0.034080481523865634
-                },
-                "Griewank": {
-                    "final loss": 0.053299412294438464,
-                    "boundary violation": 0.020544301706013186,
-                    "final distance to global minimum": 0.14981476657620468,
-                    "average distance to final point": 0.19949173745766902,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07454205752769753
-                },
-                "Langermann": {
-                    "final loss": 0.47740597722911704,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.43301515796591494,
-                    "average distance to final point": 0.16498827950640385,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.14553131590116675,
-                    "lucky jump": 0.5324283328565222
-                },
-                "Langermann 2": {
-                    "final loss": 1.1395983783194001,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7042353146150266,
-                    "average distance to final point": 0.23424411878336018,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13104625756265806
-                },
-                "Lévy": {
-                    "final loss": 0.40379527014294253,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9526112228522469,
-                    "average distance to final point": 0.09759750407987712,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.20408740119653918,
-                    "lucky jump": 0.17724597231236147,
-                    "min movement": 0.254464277914428
-                },
-                "Lévy 13": {
-                    "final loss": 0.1683926117244058,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4196235689671914,
-                    "average distance to final point": 0.1816629103975714,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09929225402387688
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0964594374317379,
-                    "boundary violation": 0.002092342948686318,
-                    "final distance to global minimum": 0.06936404265131157,
-                    "average distance to final point": 0.13095359907788354,
-                    "convergence": 0.17666533864014847,
-                    "oscillation": 0.11087426557639124,
-                    "lucky jump": 0.0837617503249904
-                },
-                "Rastrigin": {
-                    "final loss": 0.30059863240573614,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4571683137257233,
-                    "average distance to final point": 0.1173531667508139,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.12088269385302192,
-                    "min movement": 0.039636893030058004
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0075308256541692055,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.42567257576275475,
-                    "average distance to final point": 0.23051658502492495,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07770365900245908
-                },
-                "Schaffer 2": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.001412662073556751,
-                    "final distance to global minimum": 2.1092632124832004e-06,
-                    "average distance to final point": 0.14377024344799497,
-                    "convergence": 0.24129944320643648,
-                    "oscillation": 0.06280015310994802,
-                    "lucky jump": 0.07922036428381775
-                },
-                "Schaffer 4": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.00887954397948269,
-                    "final distance to global minimum": 0.08287194581019242,
-                    "average distance to final point": 0.15894889428265574,
-                    "convergence": 0.2335154105707724,
-                    "oscillation": 0.09016633897265061,
-                    "lucky jump": 0.1056123544180005
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843479222234301,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0990104308860036,
-                    "average distance to final point": 0.05913799197974755,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03847207364210753,
-                    "min movement": 0.3306325695286475
-                },
-                "Shubert": {
-                    "final loss": 0.9182254432574818,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3435416035452072,
-                    "average distance to final point": 0.06271740295390299,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09913572541826193,
-                    "min movement": 0.29329918832837704
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183670760788381,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.201329999737276,
-                    "average distance to final point": 0.07203272530775277,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05957560041618172,
-                    "min movement": 0.22970825018375104
-                },
-                "Weierstrass": {
-                    "final loss": 0.24162856731099136,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1200226344971392,
-                    "average distance to final point": 0.18067498648008465,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05931301374230209,
-                    "lucky jump": 0.2522800427659977
-                }
-            }
-        },
-        "scion": {
-            "error_rates": {
-                "Ackley": 2.798582832625958,
-                "Cross-in-Tray": 2.8441935222246357,
-                "Drop-Wave": 4.625472458419336,
-                "EggHolder": 1.7309421081024408,
-                "Gramacy & Lee 2D": 1.2239745455890338,
-                "Griewank": 7.750984425885784,
-                "Langermann": 1.2144766288872961,
-                "Langermann 2": 2.642388125103979,
-                "Lévy": 1.2494038171845274,
-                "Lévy 13": 0.8963051803910449,
-                "MixedMichalewiczSphere": 5.45068368540707,
-                "Rastrigin": 1.1347334326964487,
-                "Rosenbrock": 1.3077441184331204,
-                "Schaffer 2": 1.7057551847156667,
-                "Schaffer 4": 1.6500424566453142,
-                "SchwefelSin": 2.2025173984348365,
-                "Shubert": 1.6387004757465324,
-                "Styblinski-Tang": 1.4944068471495588,
-                "Weierstrass": 0.8799409391655642
-            },
-            "weighted_error_rates": {
-                "Ackley": 4.197874248938938,
-                "Cross-in-Tray": 1.4220967611123179,
-                "Drop-Wave": 6.938208687629004,
-                "EggHolder": 1.3847536864819527,
-                "Gramacy & Lee 2D": 3.0599363639725845,
-                "Griewank": 11.626476638828677,
-                "Langermann": 1.2144766288872961,
-                "Langermann 2": 2.1139105000831835,
-                "Lévy": 1.2494038171845274,
-                "Lévy 13": 1.3444577705865672,
-                "MixedMichalewiczSphere": 8.176025528110605,
-                "Rastrigin": 1.702100149044673,
-                "Rosenbrock": 1.3077441184331204,
-                "Schaffer 2": 3.0703593324882,
-                "Schaffer 4": 2.970076421961566,
-                "SchwefelSin": 1.7620139187478694,
-                "Shubert": 1.6387004757465324,
-                "Styblinski-Tang": 1.7932882165794706,
-                "Weierstrass": 1.7598818783311283
-            },
-            "avg_error_rate": 2.3390130622530605,
-            "weighted_avg_error_rate": 3.091146586481485,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.3450083841832166,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7861123955370268,
-                    "average distance to final point": 0.22389569296577616,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.09400526058976762
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.4605108168459466,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7325945060217511,
-                    "average distance to final point": 0.296868601548937,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004658498457829844
-                },
-                "Drop-Wave": {
-                    "final loss": 1.727978012474082,
-                    "boundary violation": 0.0029164106547061837,
-                    "final position out-of-bounds": 1.024650789811879,
-                    "final distance to global minimum": 1.0733492710614052,
-                    "average distance to final point": 0.10841727002914048,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3385996050379511
-                },
-                "EggHolder": {
-                    "final loss": 0.6877929910236508,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.429635980659278,
-                    "average distance to final point": 0.23955450504316012,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.024397532026180748
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.2833684455953425,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.27191500835586263,
-                    "average distance to final point": 0.3191299922876574,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Griewank": {
-                    "final loss": 1.350300755903873,
-                    "boundary violation": 0.044090509965036204,
-                    "final position out-of-bounds": 3.9840411126660116,
-                    "final distance to global minimum": 1.0289881210181453,
-                    "average distance to final point": 0.10557063323916678,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.34438915697974054,
-                    "final proximity": 0.5440430367636395
-                },
-                "Langermann": {
-                    "final loss": 0.18596797710755342,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4132493969914596,
-                    "average distance to final point": 0.265698155438112,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Langermann 2": {
-                    "final loss": 0.8639728232984564,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9810471566201647,
-                    "average distance to final point": 0.11743754205718229,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3303695037780045
-                },
-                "Lévy": {
-                    "final loss": 0.14251934867781108,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4866463381891032,
-                    "average distance to final point": 0.27067703096744195,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Lévy 13": {
-                    "final loss": 0.05859866833869303,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.18778437475824217,
-                    "average distance to final point": 0.30036103794393854,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 1.0736066859580804,
-                    "boundary violation": 2.5995055183609237,
-                    "final distance to global minimum": 0.9516716754695919,
-                    "average distance to final point": 0.47633870626830355,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Rastrigin": {
-                    "final loss": 0.22153483144042768,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.28458720272814103,
-                    "average distance to final point": 0.27905029917770874,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Rosenbrock": {
-                    "final loss": 0.2283230888627357,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.44587758616648254,
-                    "average distance to final point": 0.2839823440537311,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.6346921592824079,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4507255466254315,
-                    "average distance to final point": 0.1033099851801323,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.16306990981872072,
-                    "min movement": 0.0043964844588032384
-                },
-                "Schaffer 4": {
-                    "final loss": 0.5861483551251535,
-                    "boundary violation": 0.003806353135531813,
-                    "final distance to global minimum": 0.41161008206344846,
-                    "average distance to final point": 0.16942530999407807,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.12949125697693106
-                },
-                "SchwefelSin": {
-                    "final loss": 0.7846224897252382,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7550103092459935,
-                    "average distance to final point": 0.3133235001134335,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Shubert": {
-                    "final loss": 0.6541278078475045,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.22926339401089732,
-                    "average distance to final point": 0.16713655337466146,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2386116211632981
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3198592371182664,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4715693238735919,
-                    "average distance to final point": 0.3534171868075293,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Weierstrass": {
-                    "final loss": 0.1358918359161012,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.11837754324894703,
-                    "average distance to final point": 0.2825367026753332,
-                    "convergence": 0.34313485732518273,
-                    "oscillation": 0.0
-                }
-            }
-        },
-        "yogi": {
-            "error_rates": {
-                "Ackley": 1.3880903123159443,
-                "Cross-in-Tray": 1.6825236687808418,
-                "Drop-Wave": 2.3220512747587185,
-                "EggHolder": 2.4976810451001925,
-                "Gramacy & Lee 2D": 1.8678531587577596,
-                "Griewank": 0.5741233141612165,
-                "Langermann": 2.0392786427033904,
-                "Langermann 2": 2.908939612368389,
-                "Lévy": 1.9585256728203002,
-                "Lévy 13": 0.31780965200369904,
-                "MixedMichalewiczSphere": 0.3620307914252779,
-                "Rastrigin": 1.0806179520977701,
-                "Rosenbrock": 1.439612729343783,
-                "Schaffer 2": 0.9685257684858481,
-                "Schaffer 4": 0.4892644369629024,
-                "SchwefelSin": 2.6653751078893477,
-                "Shubert": 0.4155258595788985,
-                "Styblinski-Tang": 2.0501735765140614,
-                "Weierstrass": 1.4687474068583075
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.0821354684739166,
-                "Cross-in-Tray": 0.8412618343904209,
-                "Drop-Wave": 3.4830769121380776,
-                "EggHolder": 1.9981448360801541,
-                "Gramacy & Lee 2D": 4.669632896894399,
-                "Griewank": 0.8611849712418248,
-                "Langermann": 2.0392786427033904,
-                "Langermann 2": 2.3271516898947113,
-                "Lévy": 1.9585256728203002,
-                "Lévy 13": 0.47671447800554856,
-                "MixedMichalewiczSphere": 0.5430461871379169,
-                "Rastrigin": 1.6209269281466552,
-                "Rosenbrock": 1.439612729343783,
-                "Schaffer 2": 1.7433463832745266,
-                "Schaffer 4": 0.8806759865332243,
-                "SchwefelSin": 2.1323000863114783,
-                "Shubert": 0.4155258595788985,
-                "Styblinski-Tang": 2.4602082918168735,
-                "Weierstrass": 2.937494813716615
-            },
-            "avg_error_rate": 1.4998289464698236,
-            "weighted_avg_error_rate": 1.8373812983422482,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.6808327436443405,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.43638857785943647,
-                    "average distance to final point": 0.12277125377242534,
-                    "convergence": 0.11676850899644978,
-                    "oscillation": 0.03132922804329225
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.8142378603675526,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3596253774060558,
-                    "average distance to final point": 0.1530271597520107,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006072171905051423
-                },
-                "Drop-Wave": {
-                    "final loss": 1.1925979049673656,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4957465092794623,
-                    "average distance to final point": 0.12009634773593873,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0378847484162935,
-                    "lucky jump": 0.07825646802148198,
-                    "min movement": 0.047908196988004866
-                },
-                "EggHolder": {
-                    "final loss": 1.0396548207323137,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778320543391992,
-                    "average distance to final point": 0.03971708430927378,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01319124638945473,
-                    "min movement": 0.2777247399797798
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.510757724152168,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8292022688706211,
-                    "average distance to final point": 0.07601351202578,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024236787438770294,
-                    "lucky jump": 0.05123840523137181,
-                    "min movement": 0.026843361688876688
-                },
-                "Griewank": {
-                    "final loss": 0.015681734952493656,
-                    "boundary violation": 0.005704959662585434,
-                    "final distance to global minimum": 0.09984731013010092,
-                    "average distance to final point": 0.20993128001507233,
-                    "convergence": 0.23113858652847827,
-                    "oscillation": 0.011819442872485974
-                },
-                "Langermann": {
-                    "final loss": 0.766697032040072,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7549365129012329,
-                    "average distance to final point": 0.0637741324565347,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014785677339017868,
-                    "min movement": 0.08952418861636181
-                },
-                "Langermann 2": {
-                    "final loss": 1.0819195239241879,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1677550070826246,
-                    "average distance to final point": 0.05940758254672402,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03670497805650854,
-                    "min movement": 0.21359142140817308
-                },
-                "Lévy": {
-                    "final loss": 0.33629687414413034,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636323516087274,
-                    "average distance to final point": 0.10402489228458665,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00673505503133538,
-                    "lucky jump": 0.298194139775979,
-                    "min movement": 8.126062537041557e-05
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.03738861862591216,
-                    "average distance to final point": 0.10024079504522443,
-                    "convergence": 0.15565730307524658,
-                    "oscillation": 0.02452293525731586
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.01426622526129584,
-                    "final distance to global minimum": 0.022571097530205697,
-                    "average distance to final point": 0.12348142718284484,
-                    "convergence": 0.1916281117119017,
-                    "oscillation": 0.01008392973902981
-                },
-                "Rastrigin": {
-                    "final loss": 0.18458832678969866,
-                    "boundary violation": 0.005750115711344829,
-                    "final distance to global minimum": 0.38285432988682605,
-                    "average distance to final point": 0.1121293102412433,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.025688541467000923,
-                    "min movement": 0.020046228651485164
-                },
-                "Rosenbrock": {
-                    "final loss": 0.033023319570405336,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8095531944566434,
-                    "average distance to final point": 0.246028520341803,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.0014465956247599523
-                },
-                "Schaffer 2": {
-                    "final loss": 0.012824623129399833,
-                    "boundary violation": 0.32813729827543003,
-                    "final distance to global minimum": 0.05926740240211868,
-                    "average distance to final point": 0.26531120276211795,
-                    "convergence": 0.28612559542598476,
-                    "oscillation": 0.016859646490796895
-                },
-                "Schaffer 4": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.029393914558538226,
-                    "final distance to global minimum": 0.08402089754128286,
-                    "average distance to final point": 0.17462637271228965,
-                    "convergence": 0.18955210486664983,
-                    "oscillation": 0.011671147284141809
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992328702411243,
-                    "average distance to final point": 0.037140063831682175,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2951147833970706
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09413821884357641,
-                    "average distance to final point": 0.04630685154598981,
-                    "convergence": 0.06457888653670092,
-                    "oscillation": 0.014005873551137847,
-                    "min movement": 0.1964960291014935
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031794369634463,
-                    "average distance to final point": 0.06902568385612576,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.000450284311713384,
-                    "min movement": 0.1096238417379936
-                },
-                "Weierstrass": {
-                    "final loss": 0.582372495593505,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.30854334835501074,
-                    "average distance to final point": 0.2157947416062017,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01247572195341882
-                }
-            }
-        },
-        "adamax": {
-            "error_rates": {
-                "Ackley": 2.6978543370674215,
-                "Cross-in-Tray": 0.40739750895789717,
-                "Drop-Wave": 2.617532371657133,
-                "EggHolder": 2.5016624077208474,
-                "Gramacy & Lee 2D": 1.7583516668113321,
-                "Griewank": 0.5843432540188119,
-                "Langermann": 2.394642362161477,
-                "Langermann 2": 2.909226992029887,
-                "Lévy": 2.0827246171543137,
-                "Lévy 13": 0.7681514134495179,
-                "MixedMichalewiczSphere": 1.863280318513206,
-                "Rastrigin": 1.3741318719850846,
-                "Rosenbrock": 1.7731714604206683,
-                "Schaffer 2": 0.7179583557493453,
-                "Schaffer 4": 0.8594622580958267,
-                "SchwefelSin": 2.664821745105296,
-                "Shubert": 0.5190856610162874,
-                "Styblinski-Tang": 2.09832744925711,
-                "Weierstrass": 1.036931571969375
-            },
-            "weighted_error_rates": {
-                "Ackley": 4.046781505601132,
-                "Cross-in-Tray": 0.20369875447894858,
-                "Drop-Wave": 3.9262985574856994,
-                "EggHolder": 2.001329926176678,
-                "Gramacy & Lee 2D": 4.395879167028331,
-                "Griewank": 0.876514881028218,
-                "Langermann": 2.394642362161477,
-                "Langermann 2": 2.3273815936239095,
-                "Lévy": 2.0827246171543137,
-                "Lévy 13": 1.1522271201742769,
-                "MixedMichalewiczSphere": 2.794920477769809,
-                "Rastrigin": 2.061197807977627,
-                "Rosenbrock": 1.7731714604206683,
-                "Schaffer 2": 1.2923250403488216,
-                "Schaffer 4": 1.547032064572488,
-                "SchwefelSin": 2.131857396084237,
-                "Shubert": 0.5190856610162874,
-                "Styblinski-Tang": 2.517992939108532,
-                "Weierstrass": 2.07386314393875
-            },
-            "avg_error_rate": 1.664687243323202,
-            "weighted_avg_error_rate": 2.111522340850011,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.2024326495384823,
-                    "boundary violation": 0.002719336110865742,
-                    "final distance to global minimum": 0.8464434215662328,
-                    "average distance to final point": 0.05547569126544123,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.021510887648950792,
-                    "lucky jump": 0.018165408250456563,
-                    "min movement": 0.20154584333682088
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.017985875728637187,
-                    "average distance to final point": 0.10818915843978195,
-                    "convergence": 0.1480880229039762,
-                    "oscillation": 0.006641931721166693,
-                    "lucky jump": 0.12649252016433518
-                },
-                "Drop-Wave": {
-                    "final loss": 0.699755362519462,
-                    "boundary violation": 0.0035993985804766175,
-                    "final distance to global minimum": 0.3371845101280809,
-                    "average distance to final point": 0.11954314898372455,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03795515749737459,
-                    "lucky jump": 1.0699336945978428
-                },
-                "EggHolder": {
-                    "final loss": 1.0396548207323137,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778283288603529,
-                    "average distance to final point": 0.045436479368014704,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.003393002868924658,
-                    "min movement": 0.28578867654107004
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.2757272979485711,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.27998918111542964,
-                    "average distance to final point": 0.10090769290633711,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.026316790758946343,
-                    "lucky jump": 0.7258496047318767
-                },
-                "Griewank": {
-                    "final loss": 0.11273224692245772,
-                    "boundary violation": 0.012470453583052763,
-                    "final distance to global minimum": 0.12371913264839929,
-                    "average distance to final point": 0.15472708267423785,
-                    "convergence": 0.16113043050089224,
-                    "oscillation": 0.0195639076897721
-                },
-                "Langermann": {
-                    "final loss": 0.9253426202689443,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8338291822493087,
-                    "average distance to final point": 0.0426863345061258,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007781230070265989,
-                    "min movement": 0.2354418957166613
-                },
-                "Langermann 2": {
-                    "final loss": 1.0776804177289265,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.147433150342965,
-                    "average distance to final point": 0.0384299113557622,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006569934924116164,
-                    "min movement": 0.28955247832794617
-                },
-                "Lévy": {
-                    "final loss": 0.3362967801409258,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.863606817880282,
-                    "average distance to final point": 0.1267711738320552,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.002648704352767733,
-                    "lucky jump": 0.3565260061001284,
-                    "min movement": 0.04731403549798322
-                },
-                "Lévy 13": {
-                    "final loss": 0.05467108992172203,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24429087559100734,
-                    "average distance to final point": 0.09699128457352303,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.022637064013094243
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.5842514067008832,
-                    "boundary violation": 0.00016169619365506184,
-                    "final distance to global minimum": 0.6621259023723339,
-                    "average distance to final point": 0.1226408169577792,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014445376509962029,
-                    "lucky jump": 0.0407504012746138,
-                    "min movement": 0.0893436191538076
-                },
-                "Rastrigin": {
-                    "final loss": 0.3561458575503684,
-                    "boundary violation": 0.006189972615109828,
-                    "final distance to global minimum": 0.5389744557696412,
-                    "average distance to final point": 0.10717046428622214,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.016090022413571773
-                },
-                "Rosenbrock": {
-                    "final loss": 0.04903644468364466,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0357362701874078,
-                    "average distance to final point": 0.09641503705140074,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0005183901506940702,
-                    "min movement": 0.24190421899735
-                },
-                "Schaffer 2": {
-                    "final loss": 0.03791542349526623,
-                    "boundary violation": 0.05616447780085758,
-                    "final distance to global minimum": 0.10289949879308471,
-                    "average distance to final point": 0.23892105742187023,
-                    "convergence": 0.268256900533944,
-                    "oscillation": 0.01380099770432257
-                },
-                "Schaffer 4": {
-                    "final loss": 0.033800108257519626,
-                    "boundary violation": 0.07668107630082761,
-                    "final distance to global minimum": 0.13450218587977492,
-                    "average distance to final point": 0.24937668012421296,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.015541108183320372
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992316995690945,
-                    "average distance to final point": 0.030989458510532867,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.300713196606198
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08612356571578493,
-                    "average distance to final point": 0.03585216910624442,
-                    "convergence": 0.07945966692414834,
-                    "oscillation": 0.010547610361618174,
-                    "lucky jump": 0.09905099972870213,
-                    "min movement": 0.20805164917978938
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.20313519875022,
-                    "average distance to final point": 0.05624636866434011,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.1710515521977677
-                },
-                "Weierstrass": {
-                    "final loss": 0.27051582422085657,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.16992325275037826,
-                    "average distance to final point": 0.23926200818797502,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007669387459993846
-                }
-            }
-        },
-        "came": {
-            "error_rates": {
-                "Ackley": 0.8898275205077731,
-                "Cross-in-Tray": 0.5028393001100352,
-                "Drop-Wave": 1.7848953364077624,
-                "EggHolder": 1.4460136673100965,
-                "Gramacy & Lee 2D": 1.676028396376957,
-                "Griewank": 0.7754654684857685,
-                "Langermann": 8.989000928790446,
-                "Langermann 2": 2.2467490197010496,
-                "Lévy": 1.0066190019837726,
-                "Lévy 13": 0.5818557137006557,
-                "MixedMichalewiczSphere": 0.49545305923809185,
-                "Rastrigin": 1.2679278045337494,
-                "Rosenbrock": 0.804733120802704,
-                "Schaffer 2": 1.2110290187936144,
-                "Schaffer 4": 2.5832566872281335,
-                "SchwefelSin": 2.2877448579858144,
-                "Shubert": 0.7908729622838266,
-                "Styblinski-Tang": 2.0359433464392547,
-                "Weierstrass": 1.5759390682407453
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.3347412807616597,
-                "Cross-in-Tray": 0.2514196500550176,
-                "Drop-Wave": 2.6773430046116435,
-                "EggHolder": 1.1568109338480772,
-                "Gramacy & Lee 2D": 4.1900709909423925,
-                "Griewank": 1.1631982027286527,
-                "Langermann": 8.989000928790446,
-                "Langermann 2": 1.7973992157608398,
-                "Lévy": 1.0066190019837726,
-                "Lévy 13": 0.8727835705509835,
-                "MixedMichalewiczSphere": 0.7431795888571378,
-                "Rastrigin": 1.9018917068006242,
-                "Rosenbrock": 0.804733120802704,
-                "Schaffer 2": 2.179852233828506,
-                "Schaffer 4": 4.6498620370106405,
-                "SchwefelSin": 1.8301958863886516,
-                "Shubert": 0.7908729622838266,
-                "Styblinski-Tang": 2.4431320157271057,
-                "Weierstrass": 3.1518781364814905
-            },
-            "avg_error_rate": 1.7343260146800132,
-            "weighted_avg_error_rate": 2.207104445695483,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.33872693048404373,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08669864568099132,
-                    "average distance to final point": 0.1861220395251698,
-                    "convergence": 0.2569365031736506,
-                    "oscillation": 0.02134340164391771
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.027802370340955767,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.029298267164064362,
-                    "average distance to final point": 0.19338438792806786,
-                    "convergence": 0.22980943922860553,
-                    "oscillation": 0.022544835448341634
-                },
-                "Drop-Wave": {
-                    "final loss": 0.8973358676553114,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2531961105538259,
-                    "average distance to final point": 0.22991367263637816,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05488858621207589
-                },
-                "EggHolder": {
-                    "final loss": 0.5898351920054643,
-                    "boundary violation": 0.01854352937498058,
-                    "final distance to global minimum": 0.32102809648115754,
-                    "average distance to final point": 0.15310754057288414,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.013938209525438682
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.44849504168520077,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5272161430916998,
-                    "average distance to final point": 0.27726070695305116,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07349540529683429
-                },
-                "Griewank": {
-                    "final loss": 0.04388857234449825,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.14214657788901255,
-                    "average distance to final point": 0.2316146245291762,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008254594372910198
-                },
-                "Langermann": {
-                    "final loss": 1.0825807960598437,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9314508944274588,
-                    "average distance to final point": 0.06992962281995103,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027225572572257876,
-                    "min movement": 0.41187107851463733,
-                    "final proximity": 6.116381865046126
-                },
-                "Langermann 2": {
-                    "final loss": 0.6136296754840431,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9060176407144327,
-                    "average distance to final point": 0.1279788209651859,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03170151670152971,
-                    "min movement": 0.2178602664856867
-                },
-                "Lévy": {
-                    "final loss": 0.054976236620397405,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2465598091644457,
-                    "average distance to final point": 0.35552185684875826,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Lévy 13": {
-                    "final loss": 0.01990092133132801,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.109856998874759,
-                    "average distance to final point": 0.199299448337215,
-                    "convergence": 0.2315802455024842,
-                    "oscillation": 0.0212180996548694
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.04591340825901873,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.05043264342752018,
-                    "average distance to final point": 0.1547081482230651,
-                    "convergence": 0.21708378687080318,
-                    "oscillation": 0.027315072457684643
-                },
-                "Rastrigin": {
-                    "final loss": 0.26026333860562517,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3892976828613246,
-                    "average distance to final point": 0.24869222554953788,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020113458167090516
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0013998249392687468,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2171963235492167,
-                    "average distance to final point": 0.2296542149904805,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004342650458947451,
-                    "lucky jump": 0.002579007514619313
-                },
-                "Schaffer 2": {
-                    "final loss": 0.002388189847631491,
-                    "boundary violation": 0.5632430450049901,
-                    "final distance to global minimum": 0.02034148070136305,
-                    "average distance to final point": 0.2790181558962256,
-                    "convergence": 0.32110811009988927,
-                    "oscillation": 0.024930037243514922
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8058257389369164,
-                    "boundary violation": 0.204594763241599,
-                    "final distance to global minimum": 0.8288287981848614,
-                    "average distance to final point": 0.25632698410570826,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0325862268737479,
-                    "min movement": 0.10553307653512924
-                },
-                "SchwefelSin": {
-                    "final loss": 0.9617931392208591,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7880883456690084,
-                    "average distance to final point": 0.18830227374577566,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Shubert": {
-                    "final loss": 0.1679858363080185,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07845365469997233,
-                    "average distance to final point": 0.12843237041892447,
-                    "convergence": 0.19774542280580812,
-                    "oscillation": 0.025051903468538982,
-                    "min movement": 0.19320377458256427
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.4578903088325155,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.784288294473067,
-                    "average distance to final point": 0.26415906503055625,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02192716511603007,
-                    "lucky jump": 0.15811741363691464
-                },
-                "Weierstrass": {
-                    "final loss": 0.619965944376724,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3323665748941685,
-                    "average distance to final point": 0.25512839807671284,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.018917051542968848
-                }
-            }
-        },
-        "ftrl": {
-            "error_rates": {
-                "Ackley": 2.5070531118585113,
-                "Cross-in-Tray": 2.811665768478346,
-                "Drop-Wave": 0.9897220602506427,
-                "EggHolder": 3.2013526441229816,
-                "Gramacy & Lee 2D": 2.3753686069289293,
-                "Griewank": 1.001838511666603,
-                "Langermann": 1.9671176011199818,
-                "Langermann 2": 2.3612398736958493,
-                "Lévy": 3.1057772109812705,
-                "Lévy 13": 1.533616658215105,
-                "MixedMichalewiczSphere": 2.359087577046011,
-                "Rastrigin": 2.6067966523874957,
-                "Rosenbrock": 1.8437592368726747,
-                "Schaffer 2": 2.8739836199700073,
-                "Schaffer 4": 2.571188098002213,
-                "SchwefelSin": 2.673652745507022,
-                "Shubert": 1.3201797983765942,
-                "Styblinski-Tang": 2.146638638522943,
-                "Weierstrass": 2.384610991957852
-            },
-            "weighted_error_rates": {
-                "Ackley": 3.760579667787767,
-                "Cross-in-Tray": 1.405832884239173,
-                "Drop-Wave": 1.484583090375964,
-                "EggHolder": 2.5610821152983854,
-                "Gramacy & Lee 2D": 5.938421517322324,
-                "Griewank": 1.5027577674999046,
-                "Langermann": 1.9671176011199818,
-                "Langermann 2": 1.8889918989566796,
-                "Lévy": 3.1057772109812705,
-                "Lévy 13": 2.3004249873226574,
-                "MixedMichalewiczSphere": 3.5386313655690165,
-                "Rastrigin": 3.9101949785812433,
-                "Rosenbrock": 1.8437592368726747,
-                "Schaffer 2": 5.173170515946013,
-                "Schaffer 4": 4.628138576403983,
-                "SchwefelSin": 2.1389221964056175,
-                "Shubert": 1.3201797983765942,
-                "Styblinski-Tang": 2.575966366227531,
-                "Weierstrass": 4.769221983915704
-            },
-            "avg_error_rate": 2.2439289161032123,
-            "weighted_avg_error_rate": 2.9375659873264466,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.0899206315008538,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7454634541709031,
-                    "average distance to final point": 0.050464415951518314,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06814754510372809,
-                    "min movement": 0.20349596578133625
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.4072408638198048,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7135752651582833,
-                    "average distance to final point": 0.036416954852585844,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.037302927011740566,
-                    "min movement": 0.26756865828576
-                },
-                "Drop-Wave": {
-                    "final loss": 0.35338841930241927,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.23182672961542938,
-                    "average distance to final point": 0.0975513020482075,
-                    "convergence": 0.10683511145442001,
-                    "oscillation": 0.07517965485582466,
-                    "lucky jump": 0.1249408429743418
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778455266216457,
-                    "average distance to final point": 0.03333424487095191,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.053091718722990386,
-                    "lucky jump": 0.6464197247663679,
-                    "min movement": 0.3014455541316492
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5776025652260854,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1001818108143457,
-                    "average distance to final point": 0.039877732229731774,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.057027404997753425,
-                    "min movement": 0.25111799431084186
-                },
-                "Griewank": {
-                    "final loss": 0.12003762463435068,
-                    "boundary violation": 0.007417722325379297,
-                    "final distance to global minimum": 0.2783335690917152,
-                    "average distance to final point": 0.21046982891936114,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03601866734562564
-                },
-                "Langermann": {
-                    "final loss": 0.07105795815062788,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.33927279465780275,
-                    "average distance to final point": 0.08828655127081768,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0963493759583042,
-                    "lucky jump": 1.0225898217322582
-                },
-                "Langermann 2": {
-                    "final loss": 0.6783451756061751,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9600662651409587,
-                    "average distance to final point": 0.05458794911152766,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.059080391886163604,
-                    "min movement": 0.25959899260085245
-                },
-                "Lévy": {
-                    "final loss": 0.3993849136468042,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9573545583336441,
-                    "average distance to final point": 0.02788179052840733,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03330394096365221,
-                    "lucky jump": 1.0567458365457563,
-                    "min movement": 0.28154507161283515
-                },
-                "Lévy 13": {
-                    "final loss": 0.3882882341685041,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6663523623647586,
-                    "average distance to final point": 0.07916142081827272,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0038458353157440972,
-                    "lucky jump": 0.0016904809225965164,
-                    "min movement": 0.04471722527505764
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.9509971863950546,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.691973562348381,
-                    "average distance to final point": 0.05311216719924767,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05596261218090131,
-                    "min movement": 0.2574809495722552
-                },
-                "Rastrigin": {
-                    "final loss": 0.8916810398704537,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8596178107423044,
-                    "average distance to final point": 0.03767948340405298,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05639499859698489,
-                    "lucky jump": 0.1149805501894038,
-                    "min movement": 0.29688167023412443
-                },
-                "Rosenbrock": {
-                    "final loss": 0.05175595562561655,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1041525351858124,
-                    "average distance to final point": 0.04244717228078516,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2958424744302894
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1292589085212275,
-                    "boundary violation": 0.02356853690297942,
-                    "final distance to global minimum": 1.006632633871613,
-                    "average distance to final point": 0.05699109288842896,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.030836354359408083,
-                    "min movement": 0.27713499407617936
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8198306747142393,
-                    "boundary violation": 0.020555041770421927,
-                    "final distance to global minimum": 0.9950804122132142,
-                    "average distance to final point": 0.058016787426116316,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03935475577105537,
-                    "min movement": 0.28878932675699454
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099236785932502,
-                    "average distance to final point": 0.017060009370674128,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01299139088440155,
-                    "min movement": 0.3104771688999736
-                },
-                "Shubert": {
-                    "final loss": 0.5891358858250584,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2354554235466336,
-                    "average distance to final point": 0.04630087793482047,
-                    "convergence": 0.06457888653670092,
-                    "oscillation": 0.07367562029510269,
-                    "lucky jump": 0.14733855470769996,
-                    "min movement": 0.16369454953057785
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031419808138426,
-                    "average distance to final point": 0.04084593506999637,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.23475639299432163
-                },
-                "Weierstrass": {
-                    "final loss": 1.1437006745152756,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6026745017566613,
-                    "average distance to final point": 0.12688442344020917,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.044856963222305986,
-                    "lucky jump": 0.020388089488368417,
-                    "min movement": 0.09654524018486021
-                }
-            }
-        },
-        "scionlight": {
-            "error_rates": {
-                "Ackley": 1.467006440691488,
-                "Cross-in-Tray": 0.8763898037370004,
-                "Drop-Wave": 4.672508662518013,
-                "EggHolder": 2.438390477552916,
-                "Gramacy & Lee 2D": 1.8552262526134067,
-                "Griewank": 0.7519156900140376,
-                "Langermann": 2.174646343550477,
-                "Langermann 2": 2.279335908254956,
-                "Lévy": 2.6068326050454598,
-                "Lévy 13": 1.011657654144002,
-                "MixedMichalewiczSphere": 0.7231188299043331,
-                "Rastrigin": 0.9147777514013428,
-                "Rosenbrock": 1.4042000940828057,
-                "Schaffer 2": 2.4394752941902533,
-                "Schaffer 4": 1.4700915573761555,
-                "SchwefelSin": 2.7660369697605858,
-                "Shubert": 1.6684136684852322,
-                "Styblinski-Tang": 2.237058864908009,
-                "Weierstrass": 1.2418947970655179
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.200509661037232,
-                "Cross-in-Tray": 0.4381949018685002,
-                "Drop-Wave": 7.008762993777019,
-                "EggHolder": 1.9507123820423329,
-                "Gramacy & Lee 2D": 4.638065631533516,
-                "Griewank": 1.1278735350210565,
-                "Langermann": 2.174646343550477,
-                "Langermann 2": 1.8234687266039646,
-                "Lévy": 2.6068326050454598,
-                "Lévy 13": 1.5174864812160032,
-                "MixedMichalewiczSphere": 1.0846782448564996,
-                "Rastrigin": 1.372166627102014,
-                "Rosenbrock": 1.4042000940828057,
-                "Schaffer 2": 4.391055529542456,
-                "Schaffer 4": 2.64616480327708,
-                "SchwefelSin": 2.2128295758084686,
-                "Shubert": 1.6684136684852322,
-                "Styblinski-Tang": 2.6844706378896106,
-                "Weierstrass": 2.4837895941310357
-            },
-            "avg_error_rate": 1.84205145606821,
-            "weighted_avg_error_rate": 2.391280107203724,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.6714863794574136,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.13535730613057662,
-                    "average distance to final point": 0.24634614003623906,
-                    "convergence": 0.2804211119693833,
-                    "oscillation": 0.1333955030978753
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.09023439168480846,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.05382979532734398,
-                    "average distance to final point": 0.2622128431866614,
-                    "convergence": 0.3273250413439195,
-                    "oscillation": 0.14278773219426716
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7318283435931647,
-                    "boundary violation": 0.04963682947185412,
-                    "final position out-of-bounds": 0.9005590471875484,
-                    "final distance to global minimum": 1.071483265970228,
-                    "average distance to final point": 0.0759522930713354,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.20004034180795105,
-                    "min movement": 0.29344744206576
-                },
-                "EggHolder": {
-                    "final loss": 1.1850685116351762,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.46500284454670876,
-                    "average distance to final point": 0.12878865681401602,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.23001182885734733,
-                    "lucky jump": 0.03968367607478906,
-                    "min movement": 0.0402738602747072
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.44849656317275266,
-                    "boundary violation": 0.018433832936355414,
-                    "final distance to global minimum": 0.6760876086782386,
-                    "average distance to final point": 0.27996455323630814,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0826825952395807
-                },
-                "Griewank": {
-                    "final loss": 0.08642264370996801,
-                    "boundary violation": 0.012725663273619247,
-                    "final distance to global minimum": 0.1760048042445744,
-                    "average distance to final point": 0.1841997983124316,
-                    "convergence": 0.21191273581018458,
-                    "oscillation": 0.0806500446632598
-                },
-                "Langermann": {
-                    "final loss": 1.01182551717752,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.40171212931240713,
-                    "average distance to final point": 0.18251643366480594,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.18903578072867838,
-                    "min movement": 0.03999538331689435
-                },
-                "Langermann 2": {
-                    "final loss": 0.8926293455612041,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6616728449465826,
-                    "average distance to final point": 0.12127624949686897,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.161399286554091,
-                    "min movement": 0.09279708234603783
-                },
-                "Lévy": {
-                    "final loss": 0.6495587616838921,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.996444075046956,
-                    "average distance to final point": 0.07433360302227278,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.19554929921479977,
-                    "min movement": 0.34138576672736776
-                },
-                "Lévy 13": {
-                    "final loss": 0.09619218203795567,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.28848913491369527,
-                    "average distance to final point": 0.2279240893762204,
-                    "convergence": 0.25367482796947577,
-                    "oscillation": 0.14537741984665517
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.09897074277237598,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.06971584622732287,
-                    "average distance to final point": 0.1915409816588562,
-                    "convergence": 0.22078133401995112,
-                    "oscillation": 0.14210992522582688
-                },
-                "Rastrigin": {
-                    "final loss": 0.1754372972404983,
-                    "boundary violation": 0.006142750233176899,
-                    "final distance to global minimum": 0.09402279361337183,
-                    "average distance to final point": 0.2286771200333938,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06093669093073061
-                },
-                "Rosenbrock": {
-                    "final loss": 0.018908825565526664,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5986263748371531,
-                    "average distance to final point": 0.2968834555095188,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.14022033882043589
-                },
-                "Schaffer 2": {
-                    "final loss": 0.9599291635143632,
-                    "boundary violation": 0.003559389937481767,
-                    "final distance to global minimum": 0.6670871289746564,
-                    "average distance to final point": 0.23086518547785237,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.11932551666345123,
-                    "min movement": 0.10914781027227757
-                },
-                "Schaffer 4": {
-                    "final loss": 0.3886359657412475,
-                    "boundary violation": 0.07469964701774663,
-                    "final distance to global minimum": 0.2967705534879147,
-                    "average distance to final point": 0.17235904472962532,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.18806524704945013
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843291489611119,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0993074689670044,
-                    "average distance to final point": 0.06288342189878347,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03959027110243623,
-                    "min movement": 0.3303655594810789
-                },
-                "Shubert": {
-                    "final loss": 0.9542078467954586,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.11289550460471395,
-                    "average distance to final point": 0.11398705843179446,
-                    "convergence": 0.19368529694616646,
-                    "oscillation": 0.14713948767726676,
-                    "min movement": 0.1464984740298324
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31895688618170887,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.195285525907498,
-                    "average distance to final point": 0.07269850668516284,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07324741072644861,
-                    "min movement": 0.2273094360570192
-                },
-                "Weierstrass": {
-                    "final loss": 0.3825384333776673,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1543929003538573,
-                    "average distance to final point": 0.26548270109135735,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08991966289246478
-                }
-            }
-        },
-        "adamc": {
-            "error_rates": {
-                "Ackley": 0.9582551913141049,
-                "Cross-in-Tray": 2.146238989764356,
-                "Drop-Wave": 2.726750869619829,
-                "EggHolder": 2.503810435618747,
-                "Gramacy & Lee 2D": 1.8022005836053119,
-                "Griewank": 0.6165540358612723,
-                "Langermann": 1.4541012062514427,
-                "Langermann 2": 2.763334466060464,
-                "Lévy": 1.9325349737115163,
-                "Lévy 13": 0.36184188480263635,
-                "MixedMichalewiczSphere": 0.33392370559797524,
-                "Rastrigin": 1.0202525468775125,
-                "Rosenbrock": 1.4352195627561697,
-                "Schaffer 2": 0.899274636796798,
-                "Schaffer 4": 1.6146011273628675,
-                "SchwefelSin": 2.660810161289844,
-                "Shubert": 0.4203272502411963,
-                "Styblinski-Tang": 2.050543637941362,
-                "Weierstrass": 0.8717006708299951
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.4373827869711573,
-                "Cross-in-Tray": 1.073119494882178,
-                "Drop-Wave": 4.090126304429743,
-                "EggHolder": 2.0030483484949975,
-                "Gramacy & Lee 2D": 4.50550145901328,
-                "Griewank": 0.9248310537919084,
-                "Langermann": 1.4541012062514427,
-                "Langermann 2": 2.2106675728483713,
-                "Lévy": 1.9325349737115163,
-                "Lévy 13": 0.5427628272039545,
-                "MixedMichalewiczSphere": 0.5008855583969629,
-                "Rastrigin": 1.530378820316269,
-                "Rosenbrock": 1.4352195627561697,
-                "Schaffer 2": 1.6186943462342365,
-                "Schaffer 4": 2.9062820292531617,
-                "SchwefelSin": 2.128648129031875,
-                "Shubert": 0.4203272502411963,
-                "Styblinski-Tang": 2.4606523655296346,
-                "Weierstrass": 1.7434013416599903
-            },
-            "avg_error_rate": 1.5038039966475474,
-            "weighted_avg_error_rate": 1.837819233211476,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.3910655230652453,
-                    "boundary violation": 0.010850316682351159,
-                    "final distance to global minimum": 0.24637203579228592,
-                    "average distance to final point": 0.12506124991024387,
-                    "convergence": 0.13743389549865445,
-                    "oscillation": 0.04747217036532423
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.1141611528265762,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5173432394881828,
-                    "average distance to final point": 0.14989282946148527,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00935587496109533,
-                    "min movement": 0.005924793676845391
-                },
-                "Drop-Wave": {
-                    "final loss": 0.9831924246007235,
-                    "boundary violation": 0.4663115962327986,
-                    "final distance to global minimum": 0.42177860795029765,
-                    "average distance to final point": 0.15765900226937496,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04514856010618948,
-                    "lucky jump": 0.30042882431508794,
-                    "min movement": 0.0026707547951857987
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.777860904780578,
-                    "average distance to final point": 0.04390845201716218,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010772403538297778,
-                    "min movement": 0.2820528002733325
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5052437816072423,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7823214558830924,
-                    "average distance to final point": 0.07798281773946661,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.026061816026068226,
-                    "lucky jump": 0.06045747707030122,
-                    "min movement": 0.0005721359289698739
-                },
-                "Griewank": {
-                    "final loss": 0.09689577665373451,
-                    "boundary violation": 0.0003770785505373869,
-                    "final distance to global minimum": 0.14246394006810478,
-                    "average distance to final point": 0.19939439942562998,
-                    "convergence": 0.1716215392943304,
-                    "oscillation": 0.0058013018689352085
-                },
-                "Langermann": {
-                    "final loss": 0.09962237244662944,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.43317396167169736,
-                    "average distance to final point": 0.08970515681168552,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02838082540623491,
-                    "lucky jump": 0.4536577905650242
-                },
-                "Langermann 2": {
-                    "final loss": 0.9917419400753383,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0589846493865545,
-                    "average distance to final point": 0.04814720329606267,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024339866145376754,
-                    "min movement": 0.2905597078069605
-                },
-                "Lévy": {
-                    "final loss": 0.336296838892931,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636281136754542,
-                    "average distance to final point": 0.10372585974042053,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0058379146936429985,
-                    "lucky jump": 0.2734851473588963
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.033347521653647745,
-                    "average distance to final point": 0.1141628660347034,
-                    "convergence": 0.18534122937640485,
-                    "oscillation": 0.028990267737880406
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 9.188590420456652e-05,
-                    "final distance to global minimum": 0.02355704257743271,
-                    "average distance to final point": 0.11701497850718279,
-                    "convergence": 0.18104754549331284,
-                    "oscillation": 0.012212253115842326
-                },
-                "Rastrigin": {
-                    "final loss": 0.1641435380327279,
-                    "boundary violation": 0.00594053806506791,
-                    "final distance to global minimum": 0.35998499240214454,
-                    "average distance to final point": 0.11352865381796327,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02709372520943774
-                },
-                "Rosenbrock": {
-                    "final loss": 0.030390933748252785,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.792680435288333,
-                    "average distance to final point": 0.26258709436941285,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.09058987560767426,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.14299136691687792,
-                    "average distance to final point": 0.3123448623758638,
-                    "convergence": 0.32839702379469493,
-                    "oscillation": 0.0249515081016871
-                },
-                "Schaffer 4": {
-                    "final loss": 0.5573930092842118,
-                    "boundary violation": 0.16848640479099763,
-                    "final distance to global minimum": 0.18518736586038556,
-                    "average distance to final point": 0.3343064777539114,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.019666770323189964
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843263403433406,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992232222694887,
-                    "average distance to final point": 0.03403911949471752,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0010750205447968284,
-                    "min movement": 0.29258535928732904
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08613066116668007,
-                    "average distance to final point": 0.0395492452030134,
-                    "convergence": 0.06986856066195289,
-                    "oscillation": 0.01840988565243692,
-                    "min movement": 0.20636889755711302
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.318333303822127,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031542150761716,
-                    "average distance to final point": 0.06929968401842793,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0025861535495979335,
-                    "min movement": 0.10760918212486664
-                },
-                "Weierstrass": {
-                    "final loss": 0.0898446687639334,
-                    "boundary violation": 0.03841203557499716,
-                    "final distance to global minimum": 0.09419749777571942,
-                    "average distance to final point": 0.28717141307185073,
-                    "convergence": 0.34700139527261553,
-                    "oscillation": 0.015073660370878888
-                }
-            }
-        },
-        "galore": {
-            "error_rates": {
-                "Ackley": 1.126485062038058,
-                "Cross-in-Tray": 1.8762846001104132,
-                "Drop-Wave": 2.004937913101334,
-                "EggHolder": 2.503932967742829,
-                "Gramacy & Lee 2D": 1.8041249680820821,
-                "Griewank": 0.6061944921085831,
-                "Langermann": 1.4543064070561955,
-                "Langermann 2": 2.897547022002996,
-                "Lévy": 1.9325381171508926,
-                "Lévy 13": 0.3206468009235327,
-                "MixedMichalewiczSphere": 0.37186702867035015,
-                "Rastrigin": 1.0338742983971008,
-                "Rosenbrock": 1.4352220575422159,
-                "Schaffer 2": 0.9494266262367831,
-                "Schaffer 4": 1.7144245380594043,
-                "SchwefelSin": 2.6606714536446647,
-                "Shubert": 0.4177750973700876,
-                "Styblinski-Tang": 2.0511405822525974,
-                "Weierstrass": 1.4913207970218079
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.689727593057087,
-                "Cross-in-Tray": 0.9381423000552066,
-                "Drop-Wave": 3.007406869652001,
-                "EggHolder": 2.0031463741942632,
-                "Gramacy & Lee 2D": 4.510312420205206,
-                "Griewank": 0.9092917381628747,
-                "Langermann": 1.4543064070561955,
-                "Langermann 2": 2.318037617602397,
-                "Lévy": 1.9325381171508926,
-                "Lévy 13": 0.48097020138529906,
-                "MixedMichalewiczSphere": 0.5578005430055253,
-                "Rastrigin": 1.5508114475956511,
-                "Rosenbrock": 1.4352220575422159,
-                "Schaffer 2": 1.7089679272262095,
-                "Schaffer 4": 3.0859641685069277,
-                "SchwefelSin": 2.1285371629157317,
-                "Shubert": 0.4177750973700876,
-                "Styblinski-Tang": 2.461368698703117,
-                "Weierstrass": 2.9826415940436157
-            },
-            "avg_error_rate": 1.5080379383953646,
-            "weighted_avg_error_rate": 1.8722614913384474,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.39106430538942816,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24634297872154004,
-                    "average distance to final point": 0.10650414369823422,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03301253487868428
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.9506117283073351,
-                    "boundary violation": 0.00010268446940945108,
-                    "final distance to global minimum": 0.4235907745917021,
-                    "average distance to final point": 0.12284426535518653,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007667522925418504,
-                    "min movement": 0.02190652511119022
-                },
-                "Drop-Wave": {
-                    "final loss": 0.9831933536193459,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.42177046292590314,
-                    "average distance to final point": 0.097486682776867,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03935501876067748,
-                    "lucky jump": 0.10478482627686656,
-                    "min movement": 0.008786469391502889
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778620743796204,
-                    "average distance to final point": 0.04390109955778166,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010918249573689257,
-                    "min movement": 0.28203566922236056
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5052455144283983,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7823481139175301,
-                    "average distance to final point": 0.07706401224748613,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02579477014282794,
-                    "lucky jump": 0.06337609054467311,
-                    "min movement": 0.0007353674509950071
-                },
-                "Griewank": {
-                    "final loss": 0.08477409912102188,
-                    "boundary violation": 0.005482891623870225,
-                    "final distance to global minimum": 0.11558120318553279,
-                    "average distance to final point": 0.1501346536073927,
-                    "convergence": 0.22980943922860553,
-                    "oscillation": 0.02041220534216005
-                },
-                "Langermann": {
-                    "final loss": 0.09963049790687026,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4331344042310155,
-                    "average distance to final point": 0.07968498974857074,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04243923512572792,
-                    "lucky jump": 0.44985618069383987
-                },
-                "Langermann 2": {
-                    "final loss": 1.066511311878821,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.104195650211857,
-                    "average distance to final point": 0.05407146673565404,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01366478723531003,
-                    "min movement": 0.3095427065911825
-                },
-                "Lévy": {
-                    "final loss": 0.336296838892931,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636281666496937,
-                    "average distance to final point": 0.10413545828412335,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005656713703152864,
-                    "lucky jump": 0.27325984027082034
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.03186591049947956,
-                    "average distance to final point": 0.10238858008150356,
-                    "convergence": 0.15317045977915544,
-                    "oscillation": 0.0332218505633941
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0009721166721612933,
-                    "final distance to global minimum": 0.01748260372756542,
-                    "average distance to final point": 0.12339632666152918,
-                    "convergence": 0.2095273049389239,
-                    "oscillation": 0.02048867667017035
-                },
-                "Rastrigin": {
-                    "final loss": 0.16414675910222562,
-                    "boundary violation": 0.014575157498839027,
-                    "final distance to global minimum": 0.35993463834811784,
-                    "average distance to final point": 0.11722551152821352,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02843113256953343
-                },
-                "Rosenbrock": {
-                    "final loss": 0.030392231371255414,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7926883573427963,
-                    "average distance to final point": 0.262580369477993,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.09335644806170705,
-                    "boundary violation": 0.046032774580741474,
-                    "final distance to global minimum": 0.14840503548261383,
-                    "average distance to final point": 0.2928060024927761,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.019265266268773475
-                },
-                "Schaffer 4": {
-                    "final loss": 0.46412649835548675,
-                    "boundary violation": 0.10147855541751852,
-                    "final distance to global minimum": 0.4507796376442521,
-                    "average distance to final point": 0.32359514287916347,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024883604412812194
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843263403433406,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992229800604278,
-                    "average distance to final point": 0.03404725152151642,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0009356937367005919,
-                    "min movement": 0.292578088632508
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08612912261993431,
-                    "average distance to final point": 0.04131547081799455,
-                    "convergence": 0.06986856066195289,
-                    "oscillation": 0.018211892738520485,
-                    "min movement": 0.20225005053168538
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183333283312961,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031553232490237,
-                    "average distance to final point": 0.06928456709789123,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0030228537150873806,
-                    "min movement": 0.10778341050912768
-                },
-                "Weierstrass": {
-                    "final loss": 0.6186649994415999,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2595038534819325,
-                    "average distance to final point": 0.2538661920725541,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.009724652675550092
-                }
-            }
-        },
-        "conda": {
-            "error_rates": {
-                "Ackley": 1.7308835681680979,
-                "Cross-in-Tray": 2.4353466485100443,
-                "Drop-Wave": 1.2555913707914022,
-                "EggHolder": 2.5038491343736213,
-                "Gramacy & Lee 2D": 1.8047792985753521,
-                "Griewank": 0.5590340579451867,
-                "Langermann": 1.3082686182454855,
-                "Langermann 2": 2.76688866300441,
-                "Lévy": 1.932368337011516,
-                "Lévy 13": 0.3959496488588955,
-                "MixedMichalewiczSphere": 0.3261308527797976,
-                "Rastrigin": 1.1209893317778226,
-                "Rosenbrock": 1.4362038726312327,
-                "Schaffer 2": 1.0815851910799121,
-                "Schaffer 4": 0.5241975599349377,
-                "SchwefelSin": 2.6608032910604624,
-                "Shubert": 0.4144788599365017,
-                "Styblinski-Tang": 2.050619736747642,
-                "Weierstrass": 1.0214597957185527
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.596325352252147,
-                "Cross-in-Tray": 1.2176733242550222,
-                "Drop-Wave": 1.8833870561871033,
-                "EggHolder": 2.003079307498897,
-                "Gramacy & Lee 2D": 4.51194824643838,
-                "Griewank": 0.83855108691778,
-                "Langermann": 1.3082686182454855,
-                "Langermann 2": 2.213510930403528,
-                "Lévy": 1.932368337011516,
-                "Lévy 13": 0.5939244732883433,
-                "MixedMichalewiczSphere": 0.4891962791696964,
-                "Rastrigin": 1.6814839976667337,
-                "Rosenbrock": 1.4362038726312327,
-                "Schaffer 2": 1.9468533439438418,
-                "Schaffer 4": 0.9435556078828878,
-                "SchwefelSin": 2.12864263284837,
-                "Shubert": 0.4144788599365017,
-                "Styblinski-Tang": 2.4607436840971704,
-                "Weierstrass": 2.0429195914371054
-            },
-            "avg_error_rate": 1.4383909387974143,
-            "weighted_avg_error_rate": 1.718058663269039,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.3911292582110047,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.24662727012925945,
-                    "average distance to final point": 0.11185458624842344,
-                    "convergence": 0.21333333333333335,
-                    "oscillation": 0.04693658976935401,
-                    "lucky jump": 0.7210025304767226
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.2348644882970166,
-                    "boundary violation": 0.00012114022730936187,
-                    "final distance to global minimum": 0.5884597081195071,
-                    "average distance to final point": 0.08773503723225204,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.009754599571254694,
-                    "min movement": 0.16485057571253303
-                },
-                "Drop-Wave": {
-                    "final loss": 0.3533914977754477,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.23178747887135875,
-                    "average distance to final point": 0.1167192404502475,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04488217067756069,
-                    "lucky jump": 0.1592498836666163
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778616845133893,
-                    "average distance to final point": 0.043902602514924234,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010828787062378076,
-                    "min movement": 0.28204018527355385
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5052430639730457,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7823370170979945,
-                    "average distance to final point": 0.07699357791000079,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.026670550728544597,
-                    "lucky jump": 0.06309312361841339,
-                    "min movement": 0.0008808658971819113
-                },
-                "Griewank": {
-                    "final loss": 0.01029850788877296,
-                    "boundary violation": 0.0059526521394525885,
-                    "final distance to global minimum": 0.10124782336219636,
-                    "average distance to final point": 0.1871633714933067,
-                    "convergence": 0.23508902300206647,
-                    "oscillation": 0.019282680059391613
-                },
-                "Langermann": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.02265868506261532,
-                    "average distance to final point": 0.07871869643673951,
-                    "convergence": 0.16053030094297244,
-                    "oscillation": 0.031445696294635936,
-                    "lucky jump": 1.0149152395085224
-                },
-                "Langermann 2": {
-                    "final loss": 1.0004665315611199,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.068423090294357,
-                    "average distance to final point": 0.05697101393001726,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020873187115878208,
-                    "min movement": 0.2705937407528659
-                },
-                "Lévy": {
-                    "final loss": 0.3362968506433311,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636286434177655,
-                    "average distance to final point": 0.10471614739813315,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0055464505113450215,
-                    "lucky jump": 0.2726191456907701
-                },
-                "Lévy 13": {
-                    "final loss": 0.0014291678099121932,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.04521147128966688,
-                    "average distance to final point": 0.11612195469591037,
-                    "convergence": 0.2095273049389239,
-                    "oscillation": 0.023659750124482178
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 9.257812057696492e-05,
-                    "final distance to global minimum": 0.02398249775219839,
-                    "average distance to final point": 0.1115845368000059,
-                    "convergence": 0.1788678902115595,
-                    "oscillation": 0.011603349895456886
-                },
-                "Rastrigin": {
-                    "final loss": 0.1641439545079597,
-                    "boundary violation": 0.09274252190326832,
-                    "final distance to global minimum": 0.3599660732515849,
-                    "average distance to final point": 0.12811475975974673,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.026460923005091515
-                },
-                "Rosenbrock": {
-                    "final loss": 0.030632963595801505,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7941670058604332,
-                    "average distance to final point": 0.2618428038248268,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.05071283259774179,
-                    "boundary violation": 0.25380115316135377,
-                    "final distance to global minimum": 0.10244287609832425,
-                    "average distance to final point": 0.32336371719125245,
-                    "convergence": 0.33079926090079154,
-                    "oscillation": 0.020465351130448475
-                },
-                "Schaffer 4": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.138267207743179,
-                    "final distance to global minimum": 0.0840992963753506,
-                    "average distance to final point": 0.14072453286988362,
-                    "convergence": 0.15342072171661128,
-                    "oscillation": 0.007685801229913141
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992206790729622,
-                    "average distance to final point": 0.03448240775652872,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2932128138115009
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08606714641260564,
-                    "average distance to final point": 0.0417062214248138,
-                    "convergence": 0.06986856066195289,
-                    "oscillation": 0.015552880961879605,
-                    "min movement": 0.20128405047524978
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183333283312961,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031541264223213,
-                    "average distance to final point": 0.06930062247727292,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.002642917896669903,
-                    "lucky jump": 2.9301929574509692e-05,
-                    "min movement": 0.10759834034033616
-                },
-                "Weierstrass": {
-                    "final loss": 0.2903703083594588,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.14319251896651466,
-                    "average distance to final point": 0.21693228020685784,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02140358883555013
-                }
-            }
-        },
-        "sgd": {
-            "error_rates": {
-                "Ackley": 1.0830667559831837,
-                "Cross-in-Tray": 3.8068689973029617,
-                "Drop-Wave": 3.3557805397879275,
-                "EggHolder": 1.559631446317249,
-                "Gramacy & Lee 2D": 1.9374984877826833,
-                "Griewank": 0.6991232364185869,
-                "Langermann": 2.804402318065839,
-                "Langermann 2": 2.7382296472641925,
-                "Lévy": 0.3378355705319495,
-                "Lévy 13": 0.6125288835184252,
-                "MixedMichalewiczSphere": 0.2733344288707793,
-                "Rastrigin": 0.69075733826247,
-                "Rosenbrock": 0.4802816779331159,
-                "Schaffer 2": 2.923017924227012,
-                "Schaffer 4": 2.61710645384118,
-                "SchwefelSin": 2.023310265535161,
-                "Shubert": 2.4624049974066193,
-                "Styblinski-Tang": 0.5512062922552262,
-                "Weierstrass": 1.64902763962682
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.6246001339747755,
-                "Cross-in-Tray": 1.9034344986514808,
-                "Drop-Wave": 5.033670809681891,
-                "EggHolder": 1.2477051570537991,
-                "Gramacy & Lee 2D": 4.843746219456708,
-                "Griewank": 1.0486848546278802,
-                "Langermann": 2.804402318065839,
-                "Langermann 2": 2.190583717811354,
-                "Lévy": 0.3378355705319495,
-                "Lévy 13": 0.9187933252776377,
-                "MixedMichalewiczSphere": 0.41000164330616895,
-                "Rastrigin": 1.036136007393705,
-                "Rosenbrock": 0.4802816779331159,
-                "Schaffer 2": 5.261432263608622,
-                "Schaffer 4": 4.710791616914124,
-                "SchwefelSin": 1.6186482124281287,
-                "Shubert": 2.4624049974066193,
-                "Styblinski-Tang": 0.6614475507062715,
-                "Weierstrass": 3.29805527925364
-            },
-            "avg_error_rate": 1.7160743632069149,
-            "weighted_avg_error_rate": 2.2048766238991426,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.37952373217820123,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0931549631993225,
-                    "average distance to final point": 0.2438142894670162,
-                    "convergence": 0.2923281572999748,
-                    "oscillation": 0.07424561383866893
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.651111761617043,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9889401601964934,
-                    "average distance to final point": 0.058880801283971794,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024849769545391625,
-                    "lucky jump": 0.42198524150287875,
-                    "min movement": 0.31154016380701177
-                },
-                "Drop-Wave": {
-                    "final loss": 1.6840062022422504,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8506663010241511,
-                    "average distance to final point": 0.05550873917329723,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10187025797944962,
-                    "min movement": 0.3141679400186076
-                },
-                "EggHolder": {
-                    "final loss": 0.6171421904149192,
-                    "boundary violation": 0.022160159209675245,
-                    "final distance to global minimum": 0.3052769462918776,
-                    "average distance to final point": 0.2544897911276199,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011001259922985576
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5122239189329884,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9058339635459306,
-                    "average distance to final point": 0.11586243908612855,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0540170668674647
-                },
-                "Griewank": {
-                    "final loss": 0.05230715889452595,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1812503190198435,
-                    "average distance to final point": 0.20779372302445517,
-                    "convergence": 0.2491340034577409,
-                    "oscillation": 0.008638032022021347
-                },
-                "Langermann": {
-                    "final loss": 1.0764661942442306,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8919328369107863,
-                    "average distance to final point": 0.1089959328422101,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10732995977730579,
-                    "lucky jump": 0.03346457893728405,
-                    "min movement": 0.23665171600385082
-                },
-                "Langermann 2": {
-                    "final loss": 1.0101485862666375,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0055118479557479,
-                    "average distance to final point": 0.1335867856448915,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06523392334112016,
-                    "min movement": 0.17418740470562386
-                },
-                "Lévy": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.018030753721593778,
-                    "average distance to final point": 0.13416040298080384,
-                    "convergence": 0.18104754549331284,
-                    "oscillation": 0.004596868336239055
-                },
-                "Lévy 13": {
-                    "final loss": 0.019957524480130592,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.13454505000504663,
-                    "average distance to final point": 0.17366599847134018,
-                    "convergence": 0.27585197052569754,
-                    "oscillation": 0.008508340036210163
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.022007159490914273,
-                    "average distance to final point": 0.10351809695295673,
-                    "convergence": 0.12893894858448918,
-                    "oscillation": 0.018870223842419084
-                },
-                "Rastrigin": {
-                    "final loss": 0.1369802638566176,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08231622098123506,
-                    "average distance to final point": 0.14277530314013154,
-                    "convergence": 0.218939015319192,
-                    "oscillation": 0.10974653496529377
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.047834159340582376,
-                    "average distance to final point": 0.17697122331860296,
-                    "convergence": 0.24346796178676874,
-                    "oscillation": 0.01200833348716179
-                },
-                "Schaffer 2": {
-                    "final loss": 1.126535346180101,
-                    "boundary violation": 0.016084964015579736,
-                    "final distance to global minimum": 0.9935381095870621,
-                    "average distance to final point": 0.12487508627309396,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02756229558045814,
-                    "min movement": 0.28486102324054635
-                },
-                "Schaffer 4": {
-                    "final loss": 0.829640534350182,
-                    "boundary violation": 0.004297515599514427,
-                    "final distance to global minimum": 0.9784405824186042,
-                    "average distance to final point": 0.11408185301998265,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.048632181075746544,
-                    "min movement": 0.29245268802697877
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8177555299926815,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6688176118140884,
-                    "average distance to final point": 0.17595807229714336,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011217952081076574
-                },
-                "Shubert": {
-                    "final loss": 1.0893570368140328,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4524670192896735,
-                    "average distance to final point": 0.07903057694032352,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08988165927660273,
-                    "lucky jump": 0.1995678448259981,
-                    "min movement": 0.20253976090981782
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.006623844414873898,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.06018322126483009,
-                    "average distance to final point": 0.19388589918849933,
-                    "convergence": 0.2804211119693833,
-                    "oscillation": 0.010092215417639615
-                },
-                "Weierstrass": {
-                    "final loss": 0.6494139288667854,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3459875706635911,
-                    "average distance to final point": 0.26324704135156973,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0408179993947025
-                }
-            }
-        },
-        "adamg": {
-            "error_rates": {
-                "Ackley": 8.603940830615706,
-                "Cross-in-Tray": 10.90401685448827,
-                "Drop-Wave": 10.073134010137068,
-                "EggHolder": 5.485382288794433,
-                "Gramacy & Lee 2D": 2.2075479589560847,
-                "Griewank": 11.232851548461891,
-                "Langermann": 9.954951735068818,
-                "Langermann 2": 9.895155142460474,
-                "Lévy": 4.468916463242339,
-                "Lévy 13": 1.9339129808324522,
-                "MixedMichalewiczSphere": 10.604915794412324,
-                "Rastrigin": 9.464617418424066,
-                "Rosenbrock": 1.7830715635960779,
-                "Schaffer 2": 2.539977368138649,
-                "Schaffer 4": 2.555801595323181,
-                "SchwefelSin": 2.7141097539807224,
-                "Shubert": 8.286968416623868,
-                "Styblinski-Tang": 2.151776600157349,
-                "Weierstrass": 2.1746286150847167
-            },
-            "weighted_error_rates": {
-                "Ackley": 12.905911245923559,
-                "Cross-in-Tray": 5.452008427244135,
-                "Drop-Wave": 15.109701015205601,
-                "EggHolder": 4.388305831035547,
-                "Gramacy & Lee 2D": 5.5188698973902115,
-                "Griewank": 16.849277322692835,
-                "Langermann": 9.954951735068818,
-                "Langermann 2": 7.91612411396838,
-                "Lévy": 4.468916463242339,
-                "Lévy 13": 2.9008694712486784,
-                "MixedMichalewiczSphere": 15.907373691618487,
-                "Rastrigin": 14.196926127636099,
-                "Rosenbrock": 1.7830715635960779,
-                "Schaffer 2": 4.571959262649568,
-                "Schaffer 4": 4.600442871581726,
-                "SchwefelSin": 2.171287803184578,
-                "Shubert": 8.286968416623868,
-                "Styblinski-Tang": 2.582131920188819,
-                "Weierstrass": 4.349257230169433
-            },
-            "avg_error_rate": 6.1597724704630785,
-            "weighted_avg_error_rate": 7.57443970580362,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.3415388901717036,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9740998018547579,
-                    "average distance to final point": 0.06936438056974906,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.40719237632539207,
-                    "final proximity": 5.462184282343932
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.6057554076298988,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9218813166914763,
-                    "average distance to final point": 0.02665353760404703,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.430225872122084,
-                    "final proximity": 7.569939621090594
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7055195227361222,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9873259541396315,
-                    "average distance to final point": 0.04875856786838103,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0007577835978235228,
-                    "min movement": 0.41965166300426027,
-                    "final proximity": 6.5615594194406786
-                },
-                "EggHolder": {
-                    "final loss": 1.0749837134239506,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7602497794349038,
-                    "average distance to final point": 0.10033606973750056,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.001461688521195408,
-                    "min movement": 0.372812555599634,
-                    "final proximity": 2.825977382727078
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5492277507859914,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0561215917957223,
-                    "average distance to final point": 0.08341252608001476,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01060352068120477,
-                    "min movement": 0.15862147026298015
-                },
-                "Griewank": {
-                    "final loss": 1.2733612421153528,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.003768166600535,
-                    "average distance to final point": 0.004106324479566143,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0003550873069157495,
-                    "min movement": 0.4358927686160527,
-                    "final proximity": 8.165806859993298
-                },
-                "Langermann": {
-                    "final loss": 1.0542585327004539,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9383879354210221,
-                    "average distance to final point": 0.030711314591984656,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.4259570299330566,
-                    "final proximity": 7.15607582307213
-                },
-                "Langermann 2": {
-                    "final loss": 1.0082538901646947,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0575917572517781,
-                    "average distance to final point": 0.03616025613816037,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.4245373567872897,
-                    "final proximity": 7.019050782768381
-                },
-                "Lévy": {
-                    "final loss": 0.44589848156656897,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0170615640913123,
-                    "average distance to final point": 0.07560222017479272,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3641351589233946,
-                    "final proximity": 2.216657939136099
-                },
-                "Lévy 13": {
-                    "final loss": 0.5386024089963222,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8214784358210743,
-                    "average distance to final point": 0.22427103666488463,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 1.2464822739438488,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9173814649299697,
-                    "average distance to final point": 0.03045254345345171,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.4308324533141983,
-                    "final proximity": 7.630205959420685
-                },
-                "Rastrigin": {
-                    "final loss": 1.1424985078309868,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9717548512070255,
-                    "average distance to final point": 0.04077975766065049,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.41934515130882655,
-                    "final proximity": 6.540678051066406
-                },
-                "Rosenbrock": {
-                    "final loss": 0.047081490322503125,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9920110125917673,
-                    "average distance to final point": 0.13659864025375792,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.25781932107787836
-                },
-                "Schaffer 2": {
-                    "final loss": 1.2728765252766043,
-                    "boundary violation": 0.023452525790370098,
-                    "final distance to global minimum": 0.5827721872390298,
-                    "average distance to final point": 0.29794819116014737,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01336683932232563
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8155816865463005,
-                    "boundary violation": 0.004595897767133035,
-                    "final distance to global minimum": 0.9975718180948474,
-                    "average distance to final point": 0.08059081082980692,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005722274834469982,
-                    "min movement": 0.30217800790045196
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8844390752653117,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0996261389031614,
-                    "average distance to final point": 0.06498943228070644,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3154940081813716
-                },
-                "Shubert": {
-                    "final loss": 1.0896479108132398,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4900894482554038,
-                    "average distance to final point": 0.0599704347803261,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.4121131369401504,
-                    "final proximity": 5.885586386484576
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3184049991823691,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2025953203887978,
-                    "average distance to final point": 0.0840477183990277,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.19716746283698347
-                },
-                "Weierstrass": {
-                    "final loss": 0.8167706059794839,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6755091201799757,
-                    "average distance to final point": 0.2709944228173405,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005805247064235753,
-                    "min movement": 0.055988119693509295
-                }
-            }
-        },
-        "lbfgs": {
-            "error_rates": {
-                "Ackley": 2.758323181262872,
-                "Cross-in-Tray": 4.823477514718947,
-                "Drop-Wave": 4.166572122351743,
-                "EggHolder": 2.980333660500581,
-                "Gramacy & Lee 2D": 2.386088315060532,
-                "Griewank": 2.149407460221775,
-                "Langermann": 2.4290076811554573,
-                "Langermann 2": 2.9305197086940877,
-                "Lévy": 4.413177733726159,
-                "Lévy 13": 1.876886909922519,
-                "MixedMichalewiczSphere": 2.4906055580361492,
-                "Rastrigin": 2.1844886475249234,
-                "Rosenbrock": 0.36279310360436945,
-                "Schaffer 2": 1.3028420808229852,
-                "Schaffer 4": 1.632478046422921,
-                "SchwefelSin": 2.7865435816949446,
-                "Shubert": 2.0170525212628054,
-                "Styblinski-Tang": 2.1326992959298785,
-                "Weierstrass": 2.7980818490741632
-            },
-            "weighted_error_rates": {
-                "Ackley": 4.137484771894308,
-                "Cross-in-Tray": 2.4117387573594735,
-                "Drop-Wave": 6.249858183527615,
-                "EggHolder": 2.3842669284004647,
-                "Gramacy & Lee 2D": 5.9652207876513295,
-                "Griewank": 3.2241111903326622,
-                "Langermann": 2.4290076811554573,
-                "Langermann 2": 2.34441576695527,
-                "Lévy": 4.413177733726159,
-                "Lévy 13": 2.8153303648837786,
-                "MixedMichalewiczSphere": 3.735908337054224,
-                "Rastrigin": 3.276732971287385,
-                "Rosenbrock": 0.36279310360436945,
-                "Schaffer 2": 2.3451157454813734,
-                "Schaffer 4": 2.9384604835612578,
-                "SchwefelSin": 2.2292348653559557,
-                "Shubert": 2.0170525212628054,
-                "Styblinski-Tang": 2.559239155115854,
-                "Weierstrass": 5.5961636981483265
-            },
-            "avg_error_rate": 2.5590199458940956,
-            "weighted_avg_error_rate": 3.2334375287767405,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.2309247804913088,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8737249124960874,
-                    "average distance to final point": 0.02670367172179432,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0012783255072095023,
-                    "min movement": 0.2761303916963015
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.6591678876863274,
-                    "boundary violation": 0.005222179581082353,
-                    "final position out-of-bounds": 1.3354630192087127,
-                    "final distance to global minimum": 1.0026947364226282,
-                    "average distance to final point": 0.015929749443769514,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.009406252539608273,
-                    "lucky jump": 0.10531290925264514,
-                    "min movement": 0.340719681234003
-                },
-                "Drop-Wave": {
-                    "final loss": 1.646950050040142,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8424740554973569,
-                    "average distance to final point": 0.01321621066941473,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.9879583718389905,
-                    "min movement": 0.3264123349556677
-                },
-                "EggHolder": {
-                    "final loss": 1.1377886712101832,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8187961813956385,
-                    "average distance to final point": 0.01750025172694762,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0018904528836336536,
-                    "lucky jump": 0.3294916720347374,
-                    "min movement": 0.32530533189926863
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5708374660618031,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0657054502948045,
-                    "average distance to final point": 0.07223368850610186,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.08980369784043682,
-                    "min movement": 0.23794691300721446
-                },
-                "Griewank": {
-                    "final loss": 0.7966507505295422,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7964500198682187,
-                    "average distance to final point": 0.03844473379688928,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00485631120158154,
-                    "min movement": 0.16344454547537207
-                },
-                "Langermann": {
-                    "final loss": 0.9632953947230894,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8134729854418237,
-                    "average distance to final point": 0.02219834340827168,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0045094959133155236,
-                    "min movement": 0.27597036231878574
-                },
-                "Langermann 2": {
-                    "final loss": 1.0953610902264719,
-                    "boundary violation": 2.0051785095659588e-06,
-                    "final distance to global minimum": 1.155345638476895,
-                    "average distance to final point": 0.025519072971957695,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006567331788493873,
-                    "min movement": 0.29816347070158805
-                },
-                "Lévy": {
-                    "final loss": 0.3458594477362659,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8778068782964399,
-                    "average distance to final point": 0.0430805131698511,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 2.6058607457388416,
-                    "min movement": 0.19100904943458888
-                },
-                "Lévy 13": {
-                    "final loss": 0.5662273658929541,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8340229151442866,
-                    "average distance to final point": 0.06784561819583365,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.0021813017416812282,
-                    "min movement": 0.05704860959759228
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 1.0199125829348819,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7905250042667311,
-                    "average distance to final point": 0.03492224945624778,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007933486444742063,
-                    "min movement": 0.2877511355833747
-                },
-                "Rastrigin": {
-                    "final loss": 0.760824750027845,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7940227381752036,
-                    "average distance to final point": 0.03965105651757836,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008286876077718686,
-                    "min movement": 0.2321421273764068
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.05060318536726723,
-                    "average distance to final point": 0.1546899182371022,
-                    "convergence": 0.15750000000000003,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.49411333121527223,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.3971600278093113,
-                    "average distance to final point": 0.06200762244823039,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 4": {
-                    "final loss": 0.6240195370489482,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5843946881349189,
-                    "average distance to final point": 0.03148553899209668,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0011562095635785342,
-                    "min movement": 0.04186097333320762
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843323024908154,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0991076853892368,
-                    "average distance to final point": 0.1204220973703455,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3331203970943759
-                },
-                "Shubert": {
-                    "final loss": 0.9749551849684842,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.36400776469496354,
-                    "average distance to final point": 0.0399658414385054,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004567066104501913,
-                    "min movement": 0.2839955647061792
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031475217012553,
-                    "average distance to final point": 0.02689571884691533,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.23476172573692594
-                },
-                "Weierstrass": {
-                    "final loss": 1.1841160038424288,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.855117901538881,
-                    "average distance to final point": 0.029237283276274555,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.004019172613403617,
-                    "lucky jump": 0.11193956874349204,
-                    "min movement": 0.26409081970951215
-                }
-            }
-        },
-        "adammini": {
-            "error_rates": {
-                "Ackley": 0.555534683178363,
-                "Cross-in-Tray": 2.561326087931134,
-                "Drop-Wave": 2.05786552632491,
-                "EggHolder": 2.4959047480286194,
-                "Gramacy & Lee 2D": 1.76567820807611,
-                "Griewank": 0.5716042432793084,
-                "Langermann": 1.72384838464675,
-                "Langermann 2": 2.9634521637426747,
-                "Lévy": 2.4620954931894397,
-                "Lévy 13": 1.2335261464462683,
-                "MixedMichalewiczSphere": 0.37135372091844326,
-                "Rastrigin": 0.31980806465851513,
-                "Rosenbrock": 1.4865004847487078,
-                "Schaffer 2": 1.1475376842847513,
-                "Schaffer 4": 0.9911218819661661,
-                "SchwefelSin": 2.6741712400021878,
-                "Shubert": 0.3591640566560445,
-                "Styblinski-Tang": 2.0448479362047634,
-                "Weierstrass": 1.2968190757772369
-            },
-            "weighted_error_rates": {
-                "Ackley": 0.8333020247675444,
-                "Cross-in-Tray": 1.280663043965567,
-                "Drop-Wave": 3.0867982894873647,
-                "EggHolder": 1.9967237984228956,
-                "Gramacy & Lee 2D": 4.414195520190275,
-                "Griewank": 0.8574063649189625,
-                "Langermann": 1.72384838464675,
-                "Langermann 2": 2.37076173099414,
-                "Lévy": 2.4620954931894397,
-                "Lévy 13": 1.8502892196694025,
-                "MixedMichalewiczSphere": 0.5570305813776649,
-                "Rastrigin": 0.47971209698777273,
-                "Rosenbrock": 1.4865004847487078,
-                "Schaffer 2": 2.0655678317125523,
-                "Schaffer 4": 1.784019387539099,
-                "SchwefelSin": 2.13933699200175,
-                "Shubert": 0.3591640566560445,
-                "Styblinski-Tang": 2.453817523445716,
-                "Weierstrass": 2.5936381515544737
-            },
-            "avg_error_rate": 1.5306399910558102,
-            "weighted_avg_error_rate": 1.8313089987513749,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.1609631868806884,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.05662918302679834,
-                    "average distance to final point": 0.12660240338988812,
-                    "convergence": 0.16760892959528875,
-                    "oscillation": 0.04373098028569934
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.366858926057815,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6874824937508976,
-                    "average distance to final point": 0.08074797900808563,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008938047036223265,
-                    "min movement": 0.06773754272794077
-                },
-                "Drop-Wave": {
-                    "final loss": 0.9851527970542279,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4206877378753955,
-                    "average distance to final point": 0.08836851415246655,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05468840917928786,
-                    "lucky jump": 0.10969770238329693,
-                    "min movement": 0.04970926633006442
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778563130112441,
-                    "average distance to final point": 0.03655754844485245,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010506638307753072,
-                    "min movement": 0.2817683732553931
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.46525532581177015,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7584623811011937,
-                    "average distance to final point": 0.08000256813312161,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.034130341261151526,
-                    "lucky jump": 0.0782664924187018
-                },
-                "Griewank": {
-                    "final loss": 0.041359653747469395,
-                    "boundary violation": 1.7272855710502748e-05,
-                    "final distance to global minimum": 0.07515740953169237,
-                    "average distance to final point": 0.19131553070541635,
-                    "convergence": 0.24662878474779204,
-                    "oscillation": 0.01712559169122774
-                },
-                "Langermann": {
-                    "final loss": 0.6597396360184419,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5641633788057864,
-                    "average distance to final point": 0.065987261736221,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02040997671813896,
-                    "min movement": 0.06398703201799065
-                },
-                "Langermann 2": {
-                    "final loss": 1.0918924972360846,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1449235393182655,
-                    "average distance to final point": 0.041470445146192775,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011854324097508423,
-                    "min movement": 0.3237502585944527
-                },
-                "Lévy": {
-                    "final loss": 0.3074074329532855,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8173664892229718,
-                    "average distance to final point": 0.12025726214972186,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00817905760197675,
-                    "lucky jump": 0.8593241519113125
-                },
-                "Lévy 13": {
-                    "final loss": 0.1566112878040896,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4119554784685022,
-                    "average distance to final point": 0.20458615382423784,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006858411147905037,
-                    "lucky jump": 0.10395371585136227
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0031351648856450193,
-                    "final distance to global minimum": 0.021004222032550455,
-                    "average distance to final point": 0.12953245501595056,
-                    "convergence": 0.20370764377348985,
-                    "oscillation": 0.013974235210807382
-                },
-                "Rastrigin": {
-                    "final loss": 0.0007562938209180697,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.006043326174972813,
-                    "average distance to final point": 0.09463005013450063,
-                    "convergence": 0.13743389549865445,
-                    "oscillation": 0.032571158446942666,
-                    "lucky jump": 0.04837334058252651
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0363403080316754,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8349067923277197,
-                    "average distance to final point": 0.21031040730831477,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0006220013607393673,
-                    "min movement": 0.05475987637008716
-                },
-                "Schaffer 2": {
-                    "final loss": 0.07265610012218564,
-                    "boundary violation": 0.40626129074620293,
-                    "final distance to global minimum": 0.14350400484226408,
-                    "average distance to final point": 0.16065068740724614,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014904501816681416
-                },
-                "Schaffer 4": {
-                    "final loss": 0.03368486047453652,
-                    "boundary violation": 0.3737216911406465,
-                    "final distance to global minimum": 0.13440207152005737,
-                    "average distance to final point": 0.2048461300094908,
-                    "convergence": 0.22279333322666325,
-                    "oscillation": 0.02167379559477168
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992214460690628,
-                    "average distance to final point": 0.03581886125915763,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0035148616657610546,
-                    "min movement": 0.30172868058873586
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07937883836652916,
-                    "average distance to final point": 0.11210355402510626,
-                    "convergence": 0.1318244397400685,
-                    "oscillation": 0.03585722452434058
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.318333303822127,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2030463209145452,
-                    "average distance to final point": 0.06848979547256757,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.1054174166453523
-                },
-                "Weierstrass": {
-                    "final loss": 0.44907968936745063,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.300209351314897,
-                    "average distance to final point": 0.1861980267481221,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011770908996595822
-                }
-            }
-        },
-        "lion": {
-            "error_rates": {
-                "Ackley": 1.7538376579980015,
-                "Cross-in-Tray": 1.7701859536036864,
-                "Drop-Wave": 1.9822012676799083,
-                "EggHolder": 2.425746713222053,
-                "Gramacy & Lee 2D": 2.0907225985865328,
-                "Griewank": 0.6181835105414828,
-                "Langermann": 2.4360841408145038,
-                "Langermann 2": 3.0385655223170085,
-                "Lévy": 1.721736637601646,
-                "Lévy 13": 0.5867192043088616,
-                "MixedMichalewiczSphere": 2.2304250739240277,
-                "Rastrigin": 1.2153282495732776,
-                "Rosenbrock": 0.7203901258676048,
-                "Schaffer 2": 1.6403709998763116,
-                "Schaffer 4": 1.4367388012790665,
-                "SchwefelSin": 2.148362040224018,
-                "Shubert": 2.0362456047471955,
-                "Styblinski-Tang": 0.5358905807073167,
-                "Weierstrass": 1.5437391750048777
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.630756486997002,
-                "Cross-in-Tray": 0.8850929768018432,
-                "Drop-Wave": 2.9733019015198625,
-                "EggHolder": 1.9405973705776427,
-                "Gramacy & Lee 2D": 5.226806496466332,
-                "Griewank": 0.9272752658122242,
-                "Langermann": 2.4360841408145038,
-                "Langermann 2": 2.430852417853607,
-                "Lévy": 1.721736637601646,
-                "Lévy 13": 0.8800788064632924,
-                "MixedMichalewiczSphere": 3.3456376108860413,
-                "Rastrigin": 1.8229923743599163,
-                "Rosenbrock": 0.7203901258676048,
-                "Schaffer 2": 2.952667799777361,
-                "Schaffer 4": 2.5861298423023196,
-                "SchwefelSin": 1.7186896321792144,
-                "Shubert": 2.0362456047471955,
-                "Styblinski-Tang": 0.64306869684878,
-                "Weierstrass": 3.0874783500097553
-            },
-            "avg_error_rate": 1.6806038872567044,
-            "weighted_avg_error_rate": 2.156099080941376,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.732644872075486,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.20305190872019702,
-                    "average distance to final point": 0.33521230459060763,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13336747326153955
-                },
-                "Cross-in-Tray": {
-                    "final loss": 0.9702490149422646,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.1755957862296968,
-                    "average distance to final point": 0.15669868489064215,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.11808136819091163
-                },
-                "Drop-Wave": {
-                    "final loss": 0.7241862914139705,
-                    "boundary violation": 0.0909238429396998,
-                    "final distance to global minimum": 0.3409587642994168,
-                    "average distance to final point": 0.3267554389869214,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1498158306897285
-                },
-                "EggHolder": {
-                    "final loss": 0.9610998725278839,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7014086285653781,
-                    "average distance to final point": 0.21595521746336604,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13481729351344515,
-                    "min movement": 0.06290460180180912
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5347029536727562,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9476613730802593,
-                    "average distance to final point": 0.23423043739227842,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.007028939819412133,
-                    "min movement": 0.017537795271655488
-                },
-                "Griewank": {
-                    "final loss": 0.09491793877095778,
-                    "boundary violation": 0.0007750713294848693,
-                    "final distance to global minimum": 0.19398962890984794,
-                    "average distance to final point": 0.15285213500721237,
-                    "convergence": 0.15379544965281847,
-                    "oscillation": 0.02185328687116138
-                },
-                "Langermann": {
-                    "final loss": 1.2219677691608015,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.48980846954465024,
-                    "average distance to final point": 0.14161537072164257,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13473181702953793,
-                    "min movement": 0.09839961500770036
-                },
-                "Langermann 2": {
-                    "final loss": 1.0934088210705575,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0840386447902715,
-                    "average distance to final point": 0.08091264068127617,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10957956651858042,
-                    "min movement": 0.3210647499061514
-                },
-                "Lévy": {
-                    "final loss": 0.08545515295748217,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2055695012575439,
-                    "average distance to final point": 0.23551109781300308,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.19981623253955338,
-                    "lucky jump": 0.6458235536838923
-                },
-                "Lévy 13": {
-                    "final loss": 0.056635604349363475,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.11757074786094009,
-                    "average distance to final point": 0.17378522790130663,
-                    "convergence": 0.11991449828236961,
-                    "oscillation": 0.11881312591488186
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.7523828012529461,
-                    "boundary violation": 0.01581387586128233,
-                    "final distance to global minimum": 0.7534256742070202,
-                    "average distance to final point": 0.23436069779296212,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.12488092545964548
-                },
-                "Rastrigin": {
-                    "final loss": 0.35696234614157796,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.13835883706725763,
-                    "average distance to final point": 0.22437203513662632,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.14607393187764459
-                },
-                "Rosenbrock": {
-                    "final loss": 0.006145082805192475,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.06625400583323443,
-                    "average distance to final point": 0.28438046553200924,
-                    "convergence": 0.32799534447019263,
-                    "oscillation": 0.035615227226975944
-                },
-                "Schaffer 2": {
-                    "final loss": 0.455511326724938,
-                    "boundary violation": 0.00928754624875988,
-                    "final distance to global minimum": 0.3744823768583876,
-                    "average distance to final point": 0.26870829992332124,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.18282035077073386
-                },
-                "Schaffer 4": {
-                    "final loss": 0.4724605871607359,
-                    "boundary violation": 0.004074683524313192,
-                    "final distance to global minimum": 0.45576914852491834,
-                    "average distance to final point": 0.20181575594132337,
-                    "convergence": 0.12389708621146318,
-                    "oscillation": 0.1787215399163125
-                },
-                "SchwefelSin": {
-                    "final loss": 0.6526394524827427,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5618105102259462,
-                    "average distance to final point": 0.28987012112628713,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.21622606981776482,
-                    "lucky jump": 0.07825478722110589
-                },
-                "Shubert": {
-                    "final loss": 0.9699014343349843,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2564600120658807,
-                    "average distance to final point": 0.11605970898577002,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.12024379403946325,
-                    "min movement": 0.22401955597092602
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.03562333728173474,
-                    "average distance to final point": 0.19669480764108893,
-                    "convergence": 0.22078133401995112,
-                    "oscillation": 0.0827911017645418
-                },
-                "Weierstrass": {
-                    "final loss": 0.632094427835785,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.26023836264008715,
-                    "average distance to final point": 0.1103950433961107,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1914502417827237
-                }
-            }
-        },
-        "adamod": {
-            "error_rates": {
-                "Ackley": 8.775765760226342,
-                "Cross-in-Tray": 10.91810341746849,
-                "Drop-Wave": 10.171602250606067,
-                "EggHolder": 5.654950097022929,
-                "Gramacy & Lee 2D": 2.3307338198440033,
-                "Griewank": 11.234614886118038,
-                "Langermann": 9.977741077902703,
-                "Langermann 2": 9.930936202191369,
-                "Lévy": 4.623243261350757,
-                "Lévy 13": 2.031873584636626,
-                "MixedMichalewiczSphere": 10.63919419999721,
-                "Rastrigin": 9.503562689329511,
-                "Rosenbrock": 1.7827136052636845,
-                "Schaffer 2": 2.627891635186578,
-                "Schaffer 4": 2.421688712791029,
-                "SchwefelSin": 2.73743511431753,
-                "Shubert": 8.386050327129906,
-                "Styblinski-Tang": 2.217611523764081,
-                "Weierstrass": 2.9720843635464407
-            },
-            "weighted_error_rates": {
-                "Ackley": 13.163648640339513,
-                "Cross-in-Tray": 5.459051708734245,
-                "Drop-Wave": 15.257403375909101,
-                "EggHolder": 4.5239600776183435,
-                "Gramacy & Lee 2D": 5.826834549610008,
-                "Griewank": 16.851922329177057,
-                "Langermann": 9.977741077902703,
-                "Langermann 2": 7.9447489617530955,
-                "Lévy": 4.623243261350757,
-                "Lévy 13": 3.0478103769549385,
-                "MixedMichalewiczSphere": 15.958791299995815,
-                "Rastrigin": 14.255344033994266,
-                "Rosenbrock": 1.7827136052636845,
-                "Schaffer 2": 4.73020494333584,
-                "Schaffer 4": 4.359039683023852,
-                "SchwefelSin": 2.189948091454024,
-                "Shubert": 8.386050327129906,
-                "Styblinski-Tang": 2.6611338285168973,
-                "Weierstrass": 5.944168727092881
-            },
-            "avg_error_rate": 6.259884027825963,
-            "weighted_avg_error_rate": 7.733882047324049,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.329086073306325,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9742934615551576,
-                    "average distance to final point": 0.02766013000997669,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0018655792017268976,
-                    "min movement": 0.4012607491578121,
-                    "final proximity": 5.692038667645172
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.6057434435808602,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9217199843612295,
-                    "average distance to final point": 0.01375803045233339,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00047185374837237047,
-                    "min movement": 0.4281790696949399,
-                    "final proximity": 7.598669936280583
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7045085260507171,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9858300311033066,
-                    "average distance to final point": 0.020248160549392987,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005229907448578076,
-                    "min movement": 0.4144937965054309,
-                    "final proximity": 6.691730729598471
-                },
-                "EggHolder": {
-                    "final loss": 1.0723716827797753,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7630186888177176,
-                    "average distance to final point": 0.10565835631916999,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.37532059188526834,
-                    "final proximity": 2.989019677870826
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5636571708274432,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.096089374259788,
-                    "average distance to final point": 0.103050810444946,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00846256797831737,
-                    "min movement": 0.20991279698333776
-                },
-                "Griewank": {
-                    "final loss": 1.2733612421153528,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0037658931093016,
-                    "average distance to final point": 0.005734906988577125,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00032658014401225306,
-                    "min movement": 0.4359150225886149,
-                    "final proximity": 8.165950141822007
-                },
-                "Langermann": {
-                    "final loss": 1.0542561614766683,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9385119291149465,
-                    "average distance to final point": 0.034240099219802825,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.42617452509124343,
-                    "final proximity": 7.174997263649871
-                },
-                "Langermann 2": {
-                    "final loss": 1.0078846288119307,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.057538154484544,
-                    "average distance to final point": 0.019889586311814075,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0027177820529313574,
-                    "min movement": 0.41869254902509834,
-                    "final proximity": 7.074652402154879
-                },
-                "Lévy": {
-                    "final loss": 0.44427827775976014,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.019522591807572,
-                    "average distance to final point": 0.0612520801234853,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3650002364076135,
-                    "final proximity": 2.3836289759021545
-                },
-                "Lévy 13": {
-                    "final loss": 0.5573367923789828,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8293693853003528,
-                    "average distance to final point": 0.2554924583069548,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.04011384930016412
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 1.2461577821286463,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9169580007496134,
-                    "average distance to final point": 0.011678218828678909,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0017772971920916641,
-                    "min movement": 0.4289685580243493,
-                    "final proximity": 7.684093243723659
-                },
-                "Rastrigin": {
-                    "final loss": 1.1422797336523565,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9716016772766611,
-                    "average distance to final point": 0.022309437794728174,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.41527137270641923,
-                    "final proximity": 6.602539368549175
-                },
-                "Rosenbrock": {
-                    "final loss": 0.04502465035966029,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9511950335478372,
-                    "average distance to final point": 0.20330881805290138,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.23362400395311433
-                },
-                "Schaffer 2": {
-                    "final loss": 1.0778090174675912,
-                    "boundary violation": 0.028389548570114727,
-                    "final distance to global minimum": 0.7518577194016554,
-                    "average distance to final point": 0.21750284570049255,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01616526956413332,
-                    "min movement": 0.18660613513241978
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8551873743048519,
-                    "boundary violation": 0.0023567892523027032,
-                    "final distance to global minimum": 0.7785856383470946,
-                    "average distance to final point": 0.20082867272841365,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.017088933611393655,
-                    "min movement": 0.2180802051968009
-                },
-                "SchwefelSin": {
-                    "final loss": 0.884327375097846,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992724305001218,
-                    "average distance to final point": 0.07675434816412756,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3275198612052639
-                },
-                "Shubert": {
-                    "final loss": 1.0885217409087462,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5049270712106823,
-                    "average distance to final point": 0.02458566716610767,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005329104696746223,
-                    "min movement": 0.4010424305468797,
-                    "final proximity": 6.012083213250573
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833335284046377,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.203205234823221,
-                    "average distance to final point": 0.11331562384133666,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.23319621290888862
-                },
-                "Weierstrass": {
-                    "final loss": 1.227322013788851,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9346556844128433,
-                    "average distance to final point": 0.1275427135678164,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.003973948994383216,
-                    "min movement": 0.32902890343237556
-                }
-            }
-        },
-        "madgrad": {
-            "error_rates": {
-                "Ackley": 1.072631966965679,
-                "Cross-in-Tray": 5.127023718953782,
-                "Drop-Wave": 2.7983701863110078,
-                "EggHolder": 7.699502981748221,
-                "Gramacy & Lee 2D": 1.9971817260406026,
-                "Griewank": 0.6907618073423266,
-                "Langermann": 2.5619430671635985,
-                "Langermann 2": 2.0454193494836503,
-                "Lévy": 4.570329929046681,
-                "Lévy 13": 0.3144605834466024,
-                "MixedMichalewiczSphere": 0.34115225475829547,
-                "Rastrigin": 1.8291535231571867,
-                "Rosenbrock": 0.7378762826385523,
-                "Schaffer 2": 0.5220013209405977,
-                "Schaffer 4": 2.5799586692406278,
-                "SchwefelSin": 2.67606753911438,
-                "Shubert": 1.8600691455720528,
-                "Styblinski-Tang": 2.0417479488951136,
-                "Weierstrass": 0.9122217040733525
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.6089479504485185,
-                "Cross-in-Tray": 2.563511859476891,
-                "Drop-Wave": 4.197555279466512,
-                "EggHolder": 6.1596023853985775,
-                "Gramacy & Lee 2D": 4.992954315101507,
-                "Griewank": 1.03614271101349,
-                "Langermann": 2.5619430671635985,
-                "Langermann 2": 1.6363354795869203,
-                "Lévy": 4.570329929046681,
-                "Lévy 13": 0.4716908751699036,
-                "MixedMichalewiczSphere": 0.5117283821374432,
-                "Rastrigin": 2.74373028473578,
-                "Rosenbrock": 0.7378762826385523,
-                "Schaffer 2": 0.9396023776930759,
-                "Schaffer 4": 4.6439256046331305,
-                "SchwefelSin": 2.140854031291504,
-                "Shubert": 1.8600691455720528,
-                "Styblinski-Tang": 2.4500975386741364,
-                "Weierstrass": 1.824443408146705
-            },
-            "avg_error_rate": 2.230414405520648,
-            "weighted_avg_error_rate": 2.5079653109155253,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.3350614019689807,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08628822057577465,
-                    "average distance to final point": 0.25655272521753586,
-                    "convergence": 0.34571618351663724,
-                    "oscillation": 0.04901343568675068
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.6600307508031917,
-                    "boundary violation": 0.02092164768469619,
-                    "final position out-of-bounds": 1.5865274125800184,
-                    "final distance to global minimum": 1.0051781368495623,
-                    "average distance to final point": 0.1329893708491883,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04613194085982484,
-                    "min movement": 0.3256833599771296
-                },
-                "Drop-Wave": {
-                    "final loss": 1.5031860896744917,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6170729567477576,
-                    "average distance to final point": 0.13319312030243094,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10051013911616441,
-                    "lucky jump": 0.012460693620418108,
-                    "min movement": 0.08238608749957396
-                },
-                "EggHolder": {
-                    "final loss": 1.1674484526153246,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8783725653160785,
-                    "average distance to final point": 0.029972650873157137,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008858531908368668,
-                    "min movement": 0.3871816806509756,
-                    "final proximity": 4.878108001034146
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5399646939289272,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9053021299764575,
-                    "average distance to final point": 0.1235441240410102,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07880967874403645
-                },
-                "Griewank": {
-                    "final loss": 0.017250595924608935,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.06905001237837169,
-                    "average distance to final point": 0.27749011276677676,
-                    "convergence": 0.30422155147483443,
-                    "oscillation": 0.022749534797734748
-                },
-                "Langermann": {
-                    "final loss": 0.8272587698877025,
-                    "boundary violation": 0.002724841010333725,
-                    "final distance to global minimum": 0.7551607188538476,
-                    "average distance to final point": 0.2078861684622814,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0780971642663422,
-                    "lucky jump": 0.3412543053329196
-                },
-                "Langermann 2": {
-                    "final loss": 0.8973474981977828,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.56106600096772,
-                    "average distance to final point": 0.12768902429289225,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09053102022576617,
-                    "min movement": 0.01922470644931783
-                },
-                "Lévy": {
-                    "final loss": 0.4442751568753279,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0196068914481446,
-                    "average distance to final point": 0.0323627189946179,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.011067569254627211,
-                    "min movement": 0.32383871540250014,
-                    "final proximity": 2.3896177777212912
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.02623397063748327,
-                    "average distance to final point": 0.1338257494042657,
-                    "convergence": 0.11991449828236961,
-                    "oscillation": 0.03448636512248384
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.022072610169491302,
-                    "average distance to final point": 0.11032409132663669,
-                    "convergence": 0.16053030094297244,
-                    "oscillation": 0.04822525231919504
-                },
-                "Rastrigin": {
-                    "final loss": 0.42517163133359737,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4548470496842064,
-                    "average distance to final point": 0.2780165342454809,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07825883399684552,
-                    "lucky jump": 0.24329837454688527
-                },
-                "Rosenbrock": {
-                    "final loss": 0.000669118840225491,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.16361357969691612,
-                    "average distance to final point": 0.2218907341134742,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0018690771537212335,
-                    "lucky jump": 0.0002726734840440465
-                },
-                "Schaffer 2": {
-                    "final loss": 0.0006188488722195729,
-                    "boundary violation": 0.2503013644315154,
-                    "final distance to global minimum": 0.013255115094883821,
-                    "average distance to final point": 0.12033697929691797,
-                    "convergence": 0.13096471756643202,
-                    "oscillation": 0.006524295678628848
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8197786353636184,
-                    "boundary violation": 0.011828674376280802,
-                    "final distance to global minimum": 0.9787296921203374,
-                    "average distance to final point": 0.11863772533759179,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.012633244254882318,
-                    "min movement": 0.28878959843774593
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992233433740086,
-                    "average distance to final point": 0.04150886160064946,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.30144794372025113
-                },
-                "Shubert": {
-                    "final loss": 1.0773609619546807,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.47088724154384237,
-                    "average distance to final point": 0.1434919486747589,
-                    "convergence": 0.1102359072622532,
-                    "oscillation": 0.0403590194852002,
-                    "min movement": 0.01773406665131762
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031408283076521,
-                    "average distance to final point": 0.06550915611222967,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01190823568908171,
-                    "lucky jump": 0.0004579289177234882,
-                    "min movement": 0.09283747022364455
-                },
-                "Weierstrass": {
-                    "final loss": 0.12206772311959244,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.12506912473665902,
-                    "average distance to final point": 0.3022998963561463,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01322386051078352
-                }
-            }
-        },
-        "adamp": {
-            "error_rates": {
-                "Ackley": 1.9620328845207549,
-                "Cross-in-Tray": 2.4537518881920066,
-                "Drop-Wave": 2.0792710473744114,
-                "EggHolder": 2.503784499088359,
-                "Gramacy & Lee 2D": 1.8021824508913542,
-                "Griewank": 0.537744725151529,
-                "Langermann": 1.4558718241587891,
-                "Langermann 2": 2.636603711639634,
-                "Lévy": 1.9325404267076305,
-                "Lévy 13": 0.3148842951350461,
-                "MixedMichalewiczSphere": 0.31678103951655046,
-                "Rastrigin": 1.0266891502679458,
-                "Rosenbrock": 1.435219521108242,
-                "Schaffer 2": 0.946691403431396,
-                "Schaffer 4": 0.5920189818061822,
-                "SchwefelSin": 2.6608116089960303,
-                "Shubert": 0.3866907726687136,
-                "Styblinski-Tang": 2.050543981930507,
-                "Weierstrass": 1.1490773224082929
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.943049326781132,
-                "Cross-in-Tray": 1.2268759440960033,
-                "Drop-Wave": 3.118906571061617,
-                "EggHolder": 2.003027599270687,
-                "Gramacy & Lee 2D": 4.505456127228386,
-                "Griewank": 0.8066170877272936,
-                "Langermann": 1.4558718241587891,
-                "Langermann 2": 2.1092829693117072,
-                "Lévy": 1.9325404267076305,
-                "Lévy 13": 0.4723264427025692,
-                "MixedMichalewiczSphere": 0.4751715592748257,
-                "Rastrigin": 1.5400337254019187,
-                "Rosenbrock": 1.435219521108242,
-                "Schaffer 2": 1.704044526176513,
-                "Schaffer 4": 1.065634167251128,
-                "SchwefelSin": 2.1286492871968243,
-                "Shubert": 0.3866907726687136,
-                "Styblinski-Tang": 2.460652778316608,
-                "Weierstrass": 2.2981546448165857
-            },
-            "avg_error_rate": 1.4864837649996514,
-            "weighted_avg_error_rate": 1.7930634369082723,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.8399905469132176,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5486334120594609,
-                    "average distance to final point": 0.08753763375090741,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03284983870993192,
-                    "min movement": 0.10346035373706566
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.312317497245114,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6467249873992389,
-                    "average distance to final point": 0.1317793388653788,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01336896533210388
-                },
-                "Drop-Wave": {
-                    "final loss": 0.9831925175026073,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4218487469276207,
-                    "average distance to final point": 0.11376780518763492,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04581810507790732,
-                    "lucky jump": 0.16508277332846966
-                },
-                "EggHolder": {
-                    "final loss": 1.039654775659205,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7778611213730724,
-                    "average distance to final point": 0.04390666458793593,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.010751904008646224,
-                    "min movement": 0.28204893410932835
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5052438166137706,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7823210307107036,
-                    "average distance to final point": 0.07798342315826104,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.026051147407614734,
-                    "lucky jump": 0.060458979142700126,
-                    "min movement": 0.000562954508132661
-                },
-                "Griewank": {
-                    "final loss": 0.09413882728286123,
-                    "boundary violation": 0.0003979314290631869,
-                    "final distance to global minimum": 0.043289360741464354,
-                    "average distance to final point": 0.18390044085411164,
-                    "convergence": 0.2046871739500468,
-                    "oscillation": 0.011330990893981764
-                },
-                "Langermann": {
-                    "final loss": 0.09962192055801215,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.433185623696479,
-                    "average distance to final point": 0.07872913314519778,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.042016915374382326,
-                    "lucky jump": 0.4527571320345465
-                },
-                "Langermann 2": {
-                    "final loss": 0.8894434275957044,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0207321693630977,
-                    "average distance to final point": 0.06519918776749418,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020641310795989753,
-                    "min movement": 0.2910265167671765
-                },
-                "Lévy": {
-                    "final loss": 0.336296838892931,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8636281666496937,
-                    "average distance to final point": 0.10372309765589571,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.005844544961163065,
-                    "lucky jump": 0.2734866791977758
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.029848445763385245,
-                    "average distance to final point": 0.09942603497685451,
-                    "convergence": 0.15565730307524658,
-                    "oscillation": 0.029952511319559786
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 9.934961245183016e-05,
-                    "final distance to global minimum": 0.02263272668408293,
-                    "average distance to final point": 0.11037228110057092,
-                    "convergence": 0.1721882050744341,
-                    "oscillation": 0.01148847704501066
-                },
-                "Rastrigin": {
-                    "final loss": 0.16414387015861934,
-                    "boundary violation": 0.011405958088707153,
-                    "final distance to global minimum": 0.3600856728540413,
-                    "average distance to final point": 0.11361588305707493,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.027876666759331866
-                },
-                "Rosenbrock": {
-                    "final loss": 0.030390919540404016,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7926803358480211,
-                    "average distance to final point": 0.2625871663696456,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.07467928037672483,
-                    "boundary violation": 0.2142885668916852,
-                    "final distance to global minimum": 0.06187840878360933,
-                    "average distance to final point": 0.27924240628873864,
-                    "convergence": 0.29972393768825295,
-                    "oscillation": 0.01687880340238505
-                },
-                "Schaffer 4": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.03095491832704664,
-                    "final distance to global minimum": 0.08408329212347912,
-                    "average distance to final point": 0.21018284379705687,
-                    "convergence": 0.24587319317591724,
-                    "oscillation": 0.02092473438268225
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843263403433406,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0992231819013139,
-                    "average distance to final point": 0.034038998434056854,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.001076487674589287,
-                    "min movement": 0.2925855012925584
-                },
-                "Shubert": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08632645229973804,
-                    "average distance to final point": 0.12300841574287305,
-                    "convergence": 0.1401640786499874,
-                    "oscillation": 0.037191825976115096
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.318333303822127,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031542150761716,
-                    "average distance to final point": 0.06929967183057247,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0025865294749017062,
-                    "min movement": 0.10760916237656294
-                },
-                "Weierstrass": {
-                    "final loss": 0.506008977462393,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.231108190932639,
-                    "average distance to final point": 0.21355608331652123,
-                    "convergence": 0.18104754549331284,
-                    "oscillation": 0.01735652520342659
-                }
-            }
-        },
-        "mars": {
-            "error_rates": {
-                "Ackley": 8.767045871713574,
-                "Cross-in-Tray": 10.922213520157488,
-                "Drop-Wave": 10.178970701429623,
-                "EggHolder": 9.440542794763193,
-                "Gramacy & Lee 2D": 5.0028629337307855,
-                "Griewank": 11.235945764506242,
-                "Langermann": 10.000351798256167,
-                "Langermann 2": 9.940586468909196,
-                "Lévy": 8.18407789057454,
-                "Lévy 13": 9.161552350205927,
-                "MixedMichalewiczSphere": 10.643064284544593,
-                "Rastrigin": 9.52676778242908,
-                "Rosenbrock": 1.8756243245532087,
-                "Schaffer 2": 11.187328926711062,
-                "Schaffer 4": 10.829912544086625,
-                "SchwefelSin": 10.307765653114924,
-                "Shubert": 8.757286025795981,
-                "Styblinski-Tang": 5.878572700035248,
-                "Weierstrass": 11.535601944553346
-            },
-            "weighted_error_rates": {
-                "Ackley": 13.15056880757036,
-                "Cross-in-Tray": 5.461106760078744,
-                "Drop-Wave": 15.268456052144435,
-                "EggHolder": 7.552434235810555,
-                "Gramacy & Lee 2D": 12.507157334326964,
-                "Griewank": 16.853918646759364,
-                "Langermann": 10.000351798256167,
-                "Langermann 2": 7.952469175127357,
-                "Lévy": 8.18407789057454,
-                "Lévy 13": 13.74232852530889,
-                "MixedMichalewiczSphere": 15.96459642681689,
-                "Rastrigin": 14.290151673643619,
-                "Rosenbrock": 1.8756243245532087,
-                "Schaffer 2": 20.137192068079912,
-                "Schaffer 4": 19.493842579355924,
-                "SchwefelSin": 8.24621252249194,
-                "Shubert": 8.757286025795981,
-                "Styblinski-Tang": 7.054287240042297,
-                "Weierstrass": 23.07120388910669
-            },
-            "avg_error_rate": 9.125056541056358,
-            "weighted_avg_error_rate": 12.08227715662336,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 1.3294716033887597,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9742731111939709,
-                    "average distance to final point": 0.05227169878583387,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.4094072717440594,
-                    "final proximity": 5.652061087250779
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.6057434435808602,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9217209544445797,
-                    "average distance to final point": 0.01590488625486661,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0006428619579974892,
-                    "min movement": 0.4302672239271712,
-                    "final proximity": 7.598373050641841
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7045084549698493,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9858133958449841,
-                    "average distance to final point": 0.024685460375760308,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0019593259680750113,
-                    "min movement": 0.41998753649431475,
-                    "final proximity": 6.692455428426468
-                },
-                "EggHolder": {
-                    "final loss": 1.2009823497921928,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8173649841094934,
-                    "average distance to final point": 0.05035589548309446,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.4201034092807704,
-                    "final proximity": 6.6021750567474715
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.6965375806781475,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2041931531194594,
-                    "average distance to final point": 0.08442368199714888,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3658475545369952,
-                    "final proximity": 2.3022998640488628
-                },
-                "Griewank": {
-                    "final loss": 1.273361160849146,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.003766152937012,
-                    "average distance to final point": 0.0070069118900077465,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0002685440880596902,
-                    "min movement": 0.43605503683499813,
-                    "final proximity": 8.165926858556848
-                },
-                "Langermann": {
-                    "final loss": 1.054255848295957,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9386455167057295,
-                    "average distance to final point": 0.031325549482374496,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0010274571803983513,
-                    "min movement": 0.4259515912400061,
-                    "final proximity": 7.19958473600153
-                },
-                "Langermann 2": {
-                    "final loss": 1.0078848121317883,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0575295420805968,
-                    "average distance to final point": 0.026532657716380782,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00029795225887548397,
-                    "min movement": 0.42446597071358283,
-                    "final proximity": 7.074314434657801
-                },
-                "Lévy": {
-                    "final loss": 0.8831353744369593,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0605191657208832,
-                    "average distance to final point": 0.05874250075408764,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.40675656292905255,
-                    "final proximity": 5.425363187383387
-                },
-                "Lévy 13": {
-                    "final loss": 1.0443481411441764,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0731754259166553,
-                    "average distance to final point": 0.04895251226739172,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.41600469251936395,
-                    "final proximity": 6.229510479008169
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 1.246157617860001,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9169526241851976,
-                    "average distance to final point": 0.013897265825155311,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0007452496048479887,
-                    "min movement": 0.4308690283017454,
-                    "final proximity": 7.684881399417475
-                },
-                "Rastrigin": {
-                    "final loss": 1.1422812354114813,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9716028674132225,
-                    "average distance to final point": 0.03374074271189521,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0006157520905259319,
-                    "min movement": 0.41974561553392825,
-                    "final proximity": 6.6092204699178545
-                },
-                "Rosenbrock": {
-                    "final loss": 0.04969550073115547,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0514194786583733,
-                    "average distance to final point": 0.1293297729249019,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.2956184728886068
-                },
-                "Schaffer 2": {
-                    "final loss": 1.127513555123382,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9963721251893436,
-                    "average distance to final point": 0.004266589570104614,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0024384772860380935,
-                    "min movement": 0.4370915825785406,
-                    "final proximity": 8.270085497613483
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8143621423257998,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9918199008088754,
-                    "average distance to final point": 0.00408541274066544,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.002431847025788158,
-                    "min movement": 0.4366628233329128,
-                    "final proximity": 8.230989318502413
-                },
-                "SchwefelSin": {
-                    "final loss": 1.449613089209543,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1412250626693319,
-                    "average distance to final point": 0.03962777006888152,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.4233436450137881,
-                    "final proximity": 6.904394986803209
-                },
-                "Shubert": {
-                    "final loss": 1.093715060941572,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5009034262243452,
-                    "average distance to final point": 0.050304537442754406,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.4172929131653952,
-                    "final proximity": 6.345508988671742
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.5711042577113671,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.3427635387539005,
-                    "average distance to final point": 0.08297868690024299,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3776242399388452,
-                    "final proximity": 3.15454087738072
-                },
-                "Weierstrass": {
-                    "final loss": 1.5483940591504008,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0349944802326787,
-                    "average distance to final point": 0.008942391827918943,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0007744069394255119,
-                    "min movement": 0.4360211008952465,
-                    "final proximity": 8.156914406157503
-                }
-            }
-        },
-        "nadam": {
-            "error_rates": {
-                "Ackley": 1.1835862575488534,
-                "Cross-in-Tray": 2.6482278675106308,
-                "Drop-Wave": 2.6985032672543507,
-                "EggHolder": 3.3505017389029867,
-                "Gramacy & Lee 2D": 2.1251170270923256,
-                "Griewank": 0.6136386344374012,
-                "Langermann": 2.114873303834723,
-                "Langermann 2": 2.43611314144569,
-                "Lévy": 2.463673597387569,
-                "Lévy 13": 1.0178499095531424,
-                "MixedMichalewiczSphere": 1.1330261943464985,
-                "Rastrigin": 1.0038463672435676,
-                "Rosenbrock": 1.4493171069589563,
-                "Schaffer 2": 0.7616177823419471,
-                "Schaffer 4": 1.9781581201328327,
-                "SchwefelSin": 2.686649207248471,
-                "Shubert": 1.6386610538061956,
-                "Styblinski-Tang": 2.1226828257466726,
-                "Weierstrass": 1.4846285329488649
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.77537938632328,
-                "Cross-in-Tray": 1.3241139337553154,
-                "Drop-Wave": 4.047754900881526,
-                "EggHolder": 2.6804013911223894,
-                "Gramacy & Lee 2D": 5.312792567730814,
-                "Griewank": 0.9204579516561018,
-                "Langermann": 2.114873303834723,
-                "Langermann 2": 1.9488905131565522,
-                "Lévy": 2.463673597387569,
-                "Lévy 13": 1.5267748643297137,
-                "MixedMichalewiczSphere": 1.6995392915197478,
-                "Rastrigin": 1.5057695508653515,
-                "Rosenbrock": 1.4493171069589563,
-                "Schaffer 2": 1.3709120082155049,
-                "Schaffer 4": 3.560684616239099,
-                "SchwefelSin": 2.149319365798777,
-                "Shubert": 1.6386610538061956,
-                "Styblinski-Tang": 2.547219390896007,
-                "Weierstrass": 2.9692570658977298
-            },
-            "avg_error_rate": 1.8374037860916674,
-            "weighted_avg_error_rate": 2.2634627294934395,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.5119612097506605,
-                    "boundary violation": 0.010495285469821744,
-                    "final distance to global minimum": 0.11121219362757692,
-                    "average distance to final point": 0.23388502500896316,
-                    "convergence": 0.2315802455024842,
-                    "oscillation": 0.08445229818934703
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.3464350250309494,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6657278514530484,
-                    "average distance to final point": 0.05559851263760848,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.006166739050012386,
-                    "min movement": 0.22473863998884108
-                },
-                "Drop-Wave": {
-                    "final loss": 1.507009399673735,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5498418380590069,
-                    "average distance to final point": 0.15576572634302768,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1206804944637362,
-                    "lucky jump": 0.01564470936467376
-                },
-                "EggHolder": {
-                    "final loss": 1.0655234045768638,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7668400882237421,
-                    "average distance to final point": 0.0796190862092688,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.18246940770778772,
-                    "lucky jump": 0.6157865705453958,
-                    "min movement": 0.29070208228975736
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.5546941354539304,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9261658007010474,
-                    "average distance to final point": 0.1312967980842265,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.15014868950243673,
-                    "min movement": 0.013250504000513495
-                },
-                "Griewank": {
-                    "final loss": 0.07579820152385286,
-                    "boundary violation": 9.745694140018279e-06,
-                    "final distance to global minimum": 0.10039785174832586,
-                    "average distance to final point": 0.19290449805419196,
-                    "convergence": 0.18158897370651,
-                    "oscillation": 0.06293936371038052
-                },
-                "Langermann": {
-                    "final loss": 0.6818168278913906,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.22041894931296316,
-                    "average distance to final point": 0.18315961204496056,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.11980284576698588,
-                    "lucky jump": 0.5601139694682518
-                },
-                "Langermann 2": {
-                    "final loss": 1.0956227198784019,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6085039216348643,
-                    "average distance to final point": 0.1714709116804453,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.11089547210830439,
-                    "lucky jump": 0.020444908477531398,
-                    "min movement": 0.07961410831597149
-                },
-                "Lévy": {
-                    "final loss": 0.45631663373990117,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8893111314537269,
-                    "average distance to final point": 0.1468447602269327,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.15942153219611924,
-                    "lucky jump": 0.2712133006852981,
-                    "min movement": 0.1910051397354203
-                },
-                "Lévy 13": {
-                    "final loss": 0.08771489133889115,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.30941754509888364,
-                    "average distance to final point": 0.12623635018911492,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08108170516579431,
-                    "lucky jump": 0.06383831841028714
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.1506024132807797,
-                    "boundary violation": 4.684920898064366e-06,
-                    "final distance to global minimum": 0.09061633053533735,
-                    "average distance to final point": 0.20977331962681645,
-                    "convergence": 0.2864233465528645,
-                    "oscillation": 0.11156933116157147,
-                    "lucky jump": 0.284036768268231
-                },
-                "Rastrigin": {
-                    "final loss": 0.3611209128192577,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.13731294497008834,
-                    "average distance to final point": 0.1654438864083406,
-                    "convergence": 0.22623378867752034,
-                    "oscillation": 0.11373483436836054
-                },
-                "Rosenbrock": {
-                    "final loss": 0.02706889190809588,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.772362519100486,
-                    "average distance to final point": 0.3003245966002031,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.014987760182947804,
-                    "boundary violation": 0.07155252394246125,
-                    "final distance to global minimum": 0.06414885793552012,
-                    "average distance to final point": 0.1915567193903481,
-                    "convergence": 0.20173665961010276,
-                    "oscillation": 0.04306696664861314,
-                    "lucky jump": 0.17456829463195403
-                },
-                "Schaffer 4": {
-                    "final loss": 0.0,
-                    "boundary violation": 1.131376221982412,
-                    "final distance to global minimum": 0.0838373768857366,
-                    "average distance to final point": 0.36000235284990967,
-                    "convergence": 0.3335851481508624,
-                    "oscillation": 0.06935702026391188
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099236785932502,
-                    "average distance to final point": 0.02624253075928144,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.3272825001372166
-                },
-                "Shubert": {
-                    "final loss": 1.0004899982442266,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.240377285357374,
-                    "average distance to final point": 0.06405417283624573,
-                    "convergence": 0.06457888653670092,
-                    "oscillation": 0.10750648109637256,
-                    "min movement": 0.1616542297352756
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.20314189215954,
-                    "average distance to final point": 0.037543708456952554,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0003881209099021784,
-                    "min movement": 0.21371477457549573
-                },
-                "Weierstrass": {
-                    "final loss": 0.5400023051457187,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.2558584999802877,
-                    "average distance to final point": 0.28140453004131805,
-                    "convergence": 0.34442734995904684,
-                    "oscillation": 0.06293584782249362
-                }
-            }
-        },
-        "nero": {
-            "error_rates": {
-                "Ackley": 1.8486570708030508,
-                "Cross-in-Tray": 3.1560883465735006,
-                "Drop-Wave": 3.068421421439276,
-                "EggHolder": 2.5161327617099394,
-                "Gramacy & Lee 2D": 2.2745962661925025,
-                "Griewank": 0.807542446292921,
-                "Langermann": 2.5633928202424934,
-                "Langermann 2": 2.500574377672986,
-                "Lévy": 2.1515624551002914,
-                "Lévy 13": 1.1726803036881253,
-                "MixedMichalewiczSphere": 2.374099975534007,
-                "Rastrigin": 1.535107979193326,
-                "Rosenbrock": 1.6520849386957468,
-                "Schaffer 2": 2.9256115329595005,
-                "Schaffer 4": 2.5998275537132187,
-                "SchwefelSin": 2.688178374809915,
-                "Shubert": 1.7696817774704183,
-                "Styblinski-Tang": 2.1368403506713283,
-                "Weierstrass": 2.234968223451923
-            },
-            "weighted_error_rates": {
-                "Ackley": 2.772985606204576,
-                "Cross-in-Tray": 1.5780441732867503,
-                "Drop-Wave": 4.602632132158915,
-                "EggHolder": 2.0129062093679515,
-                "Gramacy & Lee 2D": 5.686490665481257,
-                "Griewank": 1.2113136694393816,
-                "Langermann": 2.5633928202424934,
-                "Langermann 2": 2.000459502138389,
-                "Lévy": 2.1515624551002914,
-                "Lévy 13": 1.759020455532188,
-                "MixedMichalewiczSphere": 3.561149963301011,
-                "Rastrigin": 2.302661968789989,
-                "Rosenbrock": 1.6520849386957468,
-                "Schaffer 2": 5.266100759327101,
-                "Schaffer 4": 4.679689596683794,
-                "SchwefelSin": 2.150542699847932,
-                "Shubert": 1.7696817774704183,
-                "Styblinski-Tang": 2.5642084208055937,
-                "Weierstrass": 4.469936446903846
-            },
-            "avg_error_rate": 2.209265735590235,
-            "weighted_avg_error_rate": 2.881834961093559,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.855408055892371,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.33310971962006014,
-                    "average distance to final point": 0.2187750064729928,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.09180318946745555
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.4972021199480265,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7957933031588313,
-                    "average distance to final point": 0.13644048163204395,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04365977860672008,
-                    "min movement": 0.3334315638777075
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7460413933006844,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.703392247108588,
-                    "average distance to final point": 0.10655597449075656,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.11362595309576903,
-                    "lucky jump": 0.0017456929719769612,
-                    "min movement": 0.047499061121330566
-                },
-                "EggHolder": {
-                    "final loss": 1.0470191840142686,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7330166136026229,
-                    "average distance to final point": 0.036881926947045895,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.023456554328017538,
-                    "min movement": 0.3261973834678133
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.56371358594215,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9674238136190294,
-                    "average distance to final point": 0.2605577209632417,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.11636975441137318,
-                    "min movement": 0.01697029190653671
-                },
-                "Griewank": {
-                    "final loss": 0.09156782662870022,
-                    "boundary violation": 4.9190396005721265e-05,
-                    "final distance to global minimum": 0.17003097595143668,
-                    "average distance to final point": 0.21415185272387194,
-                    "convergence": 0.23508902300206647,
-                    "oscillation": 0.09665357759084003
-                },
-                "Langermann": {
-                    "final loss": 0.9819370687655713,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7757175527566678,
-                    "average distance to final point": 0.0768941182555914,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1280774661890964,
-                    "min movement": 0.2512055149253955
-                },
-                "Langermann 2": {
-                    "final loss": 0.7211604355684709,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9805563002269725,
-                    "average distance to final point": 0.07368728689838913,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.13879996646548579,
-                    "min movement": 0.2368092891634961
-                },
-                "Lévy": {
-                    "final loss": 0.40439762469703766,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9515130195887013,
-                    "average distance to final point": 0.11050071345163343,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05213893988383412,
-                    "min movement": 0.28345105812891397
-                },
-                "Lévy 13": {
-                    "final loss": 0.15644127161189564,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.40298978623016996,
-                    "average distance to final point": 0.1354492262687954,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10031917193040206,
-                    "lucky jump": 0.02791974829669114
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.9662942686725924,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6768495343594252,
-                    "average distance to final point": 0.07285784648866232,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.059786617338640866,
-                    "min movement": 0.24875060932451498
-                },
-                "Rastrigin": {
-                    "final loss": 0.5314850249834825,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.37313581139329866,
-                    "average distance to final point": 0.19154581993172573,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.08938022353464795
-                },
-                "Rosenbrock": {
-                    "final loss": 0.04000506437010236,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8738935747569165,
-                    "average distance to final point": 0.24103449991795434,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.023426992810177714,
-                    "min movement": 0.1241637074904246
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1293022849949765,
-                    "boundary violation": 0.00010613588175114261,
-                    "final distance to global minimum": 1.00681377034033,
-                    "average distance to final point": 0.0791826367133887,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03165682662009223,
-                    "min movement": 0.3289887790587913
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8192806379602688,
-                    "boundary violation": 0.015530737481437453,
-                    "final distance to global minimum": 1.0031883685965466,
-                    "average distance to final point": 0.09121845257965659,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.034016016025770465,
-                    "min movement": 0.2870322417193674
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843262910692993,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099236785932502,
-                    "average distance to final point": 0.02203024392818093,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.33302395452976125
-                },
-                "Shubert": {
-                    "final loss": 1.0340774627500111,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.30845781395261695,
-                    "average distance to final point": 0.07027412399384342,
-                    "convergence": 0.06986856066195289,
-                    "oscillation": 0.12696087845001255,
-                    "min movement": 0.1600429376619815
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.31833323029461097,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.20314189215954,
-                    "average distance to final point": 0.031047820519275834,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.23475630834773004
-                },
-                "Weierstrass": {
-                    "final loss": 1.0065626534556156,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5937584513750672,
-                    "average distance to final point": 0.18727530467946346,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06701059487228839,
-                    "min movement": 0.03080011971931668
-                }
-            }
-        },
-        "novograd": {
-            "error_rates": {
-                "Ackley": 0.7807856921444126,
-                "Cross-in-Tray": 2.9207254149460207,
-                "Drop-Wave": 4.38544868089038,
-                "EggHolder": 1.0681906376917363,
-                "Gramacy & Lee 2D": 1.722018273256423,
-                "Griewank": 0.5409783544601472,
-                "Langermann": 1.4426869252128105,
-                "Langermann 2": 2.9831184189468205,
-                "Lévy": 1.5333898894106932,
-                "Lévy 13": 0.6278806403092774,
-                "MixedMichalewiczSphere": 0.38027086072302624,
-                "Rastrigin": 1.2335287782467388,
-                "Rosenbrock": 0.9058644222800882,
-                "Schaffer 2": 2.0029575535969535,
-                "Schaffer 4": 2.52405818560625,
-                "SchwefelSin": 2.2412062294943635,
-                "Shubert": 1.8993754526618039,
-                "Styblinski-Tang": 2.0286590144465526,
-                "Weierstrass": 1.670645877668719
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.1711785382166189,
-                "Cross-in-Tray": 1.4603627074730103,
-                "Drop-Wave": 6.578173021335569,
-                "EggHolder": 0.8545525101533891,
-                "Gramacy & Lee 2D": 4.305045683141058,
-                "Griewank": 0.8114675316902208,
-                "Langermann": 1.4426869252128105,
-                "Langermann 2": 2.3864947351574566,
-                "Lévy": 1.5333898894106932,
-                "Lévy 13": 0.9418209604639161,
-                "MixedMichalewiczSphere": 0.5704062910845393,
-                "Rastrigin": 1.8502931673701082,
-                "Rosenbrock": 0.9058644222800882,
-                "Schaffer 2": 3.6053235964745163,
-                "Schaffer 4": 4.54330473409125,
-                "SchwefelSin": 1.7929649835954908,
-                "Shubert": 1.8993754526618039,
-                "Styblinski-Tang": 2.434390817335863,
-                "Weierstrass": 3.341291755337438
-            },
-            "avg_error_rate": 1.7311468053680639,
-            "weighted_avg_error_rate": 2.2330730380255703,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.1907809736924547,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.06252220841288082,
-                    "average distance to final point": 0.187333481207809,
-                    "convergence": 0.21333333333333335,
-                    "oscillation": 0.011315940561623094,
-                    "lucky jump": 0.11549975493631155
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.4743229232263422,
-                    "boundary violation": 9.871721272745269e-05,
-                    "final distance to global minimum": 0.7739523743252348,
-                    "average distance to final point": 0.05232411884311021,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.015006817463048142,
-                    "min movement": 0.255459364525387
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7361802255050434,
-                    "boundary violation": 0.015781041599131972,
-                    "final position out-of-bounds": 0.8078965643834615,
-                    "final distance to global minimum": 1.0700868975435756,
-                    "average distance to final point": 0.03832214661201363,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04829766480909571,
-                    "min movement": 0.3193230410878868
-                },
-                "EggHolder": {
-                    "final loss": 0.435225139768818,
-                    "boundary violation": 0.13561967686941162,
-                    "final distance to global minimum": 0.18528824843866126,
-                    "average distance to final point": 0.14652867496013047,
-                    "convergence": 0.14548880187520585,
-                    "oscillation": 0.020040095779509038
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.497113457403316,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7416675902343975,
-                    "average distance to final point": 0.10741965721239533,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.026256469056143095
-                },
-                "Griewank": {
-                    "final loss": 0.0043876286051667095,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.09232175200334951,
-                    "average distance to final point": 0.1915678404803416,
-                    "convergence": 0.23898595461286992,
-                    "oscillation": 0.013715178758419561
-                },
-                "Langermann": {
-                    "final loss": 0.1859221398318524,
-                    "boundary violation": 0.01741502594266954,
-                    "final distance to global minimum": 0.32949695617201885,
-                    "average distance to final point": 0.20623994048122263,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.043421883294091634,
-                    "lucky jump": 0.3106298801407844
-                },
-                "Langermann 2": {
-                    "final loss": 1.093164911840878,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.1568291759828517,
-                    "average distance to final point": 0.047539172700043375,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.00466002824858854,
-                    "min movement": 0.3313640308242877
-                },
-                "Lévy": {
-                    "final loss": 0.26792971457061104,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7893135764539064,
-                    "average distance to final point": 0.1265854990360044,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Lévy 13": {
-                    "final loss": 0.01996024313550199,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07748874189836391,
-                    "average distance to final point": 0.22649850458645882,
-                    "convergence": 0.29814090931447823,
-                    "oscillation": 0.005792241374474444
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.006660104548714303,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.029292509794949594,
-                    "average distance to final point": 0.1297661580318955,
-                    "convergence": 0.19368529694616646,
-                    "oscillation": 0.020866791401300367
-                },
-                "Rastrigin": {
-                    "final loss": 0.09261017313003068,
-                    "boundary violation": 0.0037458650730558263,
-                    "final distance to global minimum": 0.24233747547923376,
-                    "average distance to final point": 0.14517067431212197,
-                    "convergence": 0.20173665961010276,
-                    "oscillation": 0.04438356087784798,
-                    "lucky jump": 0.5035443697643457
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0019327411339433358,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.25206662320349355,
-                    "average distance to final point": 0.3023039585924802,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Schaffer 2": {
-                    "final loss": 0.19509857027240746,
-                    "boundary violation": 1.0307406206456962,
-                    "final distance to global minimum": 0.17982265786659588,
-                    "average distance to final point": 0.2938097180235781,
-                    "convergence": 0.28388463047734525,
-                    "oscillation": 0.019601356311330587
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8213138856383687,
-                    "boundary violation": 0.060796023180375865,
-                    "final distance to global minimum": 0.9049305271069632,
-                    "average distance to final point": 0.12910153427885943,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.008472248039238517,
-                    "min movement": 0.2498828680122725
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8096392504441557,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6614257279658413,
-                    "average distance to final point": 0.092698798670885,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.028165992902823345,
-                    "lucky jump": 0.299715360160487
-                },
-                "Shubert": {
-                    "final loss": 0.9679925943212586,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4340450803394783,
-                    "average distance to final point": 0.09527079095890155,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.02151691564263144,
-                    "min movement": 0.030988972049362722
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3184304467595661,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2013428643059836,
-                    "average distance to final point": 0.10543722351732167,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.05388738051351007
-                },
-                "Weierstrass": {
-                    "final loss": 0.7120125773056379,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.40122748742476244,
-                    "average distance to final point": 0.19344932667979448,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.014395386908352886
-                }
-            }
-        },
-        "padam": {
-            "error_rates": {
-                "Ackley": 1.1317837017757255,
-                "Cross-in-Tray": 2.703933593228757,
-                "Drop-Wave": 3.1737556771046083,
-                "EggHolder": 1.9214256545060815,
-                "Gramacy & Lee 2D": 1.8392492910515073,
-                "Griewank": 1.454913398668646,
-                "Langermann": 1.7281206998045207,
-                "Langermann 2": 2.944753090788751,
-                "Lévy": 4.562564198816201,
-                "Lévy 13": 0.36394816822087067,
-                "MixedMichalewiczSphere": 0.4134991608043324,
-                "Rastrigin": 0.2854453423069601,
-                "Rosenbrock": 1.395251427352878,
-                "Schaffer 2": 2.364693451147629,
-                "Schaffer 4": 2.6269089539756605,
-                "SchwefelSin": 2.6679275158058458,
-                "Shubert": 1.882252561533411,
-                "Styblinski-Tang": 2.0428087060302933,
-                "Weierstrass": 1.1700246038270177
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.6976755526635883,
-                "Cross-in-Tray": 1.3519667966143785,
-                "Drop-Wave": 4.760633515656912,
-                "EggHolder": 1.5371405236048652,
-                "Gramacy & Lee 2D": 4.5981232276287685,
-                "Griewank": 2.182370098002969,
-                "Langermann": 1.7281206998045207,
-                "Langermann 2": 2.355802472631001,
-                "Lévy": 4.562564198816201,
-                "Lévy 13": 0.545922252331306,
-                "MixedMichalewiczSphere": 0.6202487412064986,
-                "Rastrigin": 0.4281680134604402,
-                "Rosenbrock": 1.395251427352878,
-                "Schaffer 2": 4.256448212065732,
-                "Schaffer 4": 4.728436117156189,
-                "SchwefelSin": 2.1343420126446766,
-                "Shubert": 1.882252561533411,
-                "Styblinski-Tang": 2.451370447236352,
-                "Weierstrass": 2.3400492076540353
-            },
-            "avg_error_rate": 1.9301715366710368,
-            "weighted_avg_error_rate": 2.397730846213933,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.4510254191239986,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.25214574980000737,
-                    "average distance to final point": 0.2047579474507001,
-                    "convergence": 0.17443906801294107,
-                    "oscillation": 0.04941551738807834
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.3717017240450937,
-                    "boundary violation": 0.08543902248512487,
-                    "final distance to global minimum": 0.6897539441482878,
-                    "average distance to final point": 0.0891389281430532,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.024440989585290528,
-                    "min movement": 0.09389788547173546
-                },
-                "Drop-Wave": {
-                    "final loss": 1.636110951617572,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7970469610004471,
-                    "average distance to final point": 0.061984694774729794,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.060329500674247576,
-                    "min movement": 0.26872246968744057
-                },
-                "EggHolder": {
-                    "final loss": 0.8054653673411932,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.5713939979399955,
-                    "average distance to final point": 0.11988554613834651,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.01774599882234225,
-                    "min movement": 0.05737364491403284
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.4968042006303611,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8426108988576981,
-                    "average distance to final point": 0.09712794646713672,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.05314514574614005
-                },
-                "Griewank": {
-                    "final loss": 0.33968506437246115,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.51545334245069,
-                    "average distance to final point": 0.25021389249532366,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Langermann": {
-                    "final loss": 0.5117105547795993,
-                    "boundary violation": 0.0014782019812303348,
-                    "final distance to global minimum": 0.4474587156707732,
-                    "average distance to final point": 0.12582520191943708,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10909109883488782,
-                    "lucky jump": 0.18299582726842167
-                },
-                "Langermann 2": {
-                    "final loss": 1.0944975290685872,
-                    "boundary violation": 1.6781126355483606e-05,
-                    "final distance to global minimum": 1.1574361116751042,
-                    "average distance to final point": 0.0366232089232892,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.012544761695100526,
-                    "min movement": 0.2940735989501433
-                },
-                "Lévy": {
-                    "final loss": 0.44427532919450635,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0195890173387079,
-                    "average distance to final point": 0.035541776901990896,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.012130881923681527,
-                    "min movement": 0.3129912843151244,
-                    "final proximity": 2.3884748097920183
-                },
-                "Lévy 13": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.023819309201155273,
-                    "average distance to final point": 0.13320353947033084,
-                    "convergence": 0.18534122937640485,
-                    "oscillation": 0.021584090172979728
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.02827131656625735,
-                    "final distance to global minimum": 0.020124142838532463,
-                    "average distance to final point": 0.1389020336887072,
-                    "convergence": 0.19368529694616646,
-                    "oscillation": 0.0325163707646689
-                },
-                "Rastrigin": {
-                    "final loss": 0.00041839765986298634,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0045196991494377324,
-                    "average distance to final point": 0.10329452486475169,
-                    "convergence": 0.14284823243501688,
-                    "oscillation": 0.03436448819789083
-                },
-                "Rosenbrock": {
-                    "final loss": 0.024596199885473076,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.7555196437120404,
-                    "average distance to final point": 0.26524148451500185,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.00033299989019120374
-                },
-                "Schaffer 2": {
-                    "final loss": 0.8727256299247119,
-                    "boundary violation": 0.5348397630329939,
-                    "final distance to global minimum": 0.2606440273967718,
-                    "average distance to final point": 0.32602535917362424,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.020897572269355708
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8454984792755951,
-                    "boundary violation": 0.0011759554806401802,
-                    "final distance to global minimum": 1.0079194691190156,
-                    "average distance to final point": 0.09430139728661377,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0010845971152810415,
-                    "min movement": 0.32736795634834337
-                },
-                "SchwefelSin": {
-                    "final loss": 0.8843263403433406,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.099243446627938,
-                    "average distance to final point": 0.041443799046364777,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0,
-                    "min movement": 0.29335283043803134
-                },
-                "Shubert": {
-                    "final loss": 0.9837445024571092,
-                    "boundary violation": 0.0005164252962369481,
-                    "final distance to global minimum": 0.30630764757386203,
-                    "average distance to final point": 0.16591692317083223,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07620596368519929
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.3183332793129564,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.2031003572581769,
-                    "average distance to final point": 0.07098160525617378,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0043614772018097615,
-                    "min movement": 0.09647088765100556
-                },
-                "Weierstrass": {
-                    "final loss": 0.407753978248628,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.17241683135839006,
-                    "average distance to final point": 0.26525772186464464,
-                    "convergence": 0.31230110626054364,
-                    "oscillation": 0.012294966094811292
-                }
-            }
-        },
-        "pid": {
-            "error_rates": {
-                "Ackley": 0.9880856012680044,
-                "Cross-in-Tray": 3.5848656249680904,
-                "Drop-Wave": 3.5349363062702905,
-                "EggHolder": 2.893261533668943,
-                "Gramacy & Lee 2D": 1.9009819341268253,
-                "Griewank": 0.7052941872235301,
-                "Langermann": 2.778306832367858,
-                "Langermann 2": 2.4606518813544285,
-                "Lévy": 0.353504243133518,
-                "Lévy 13": 0.7074754530481084,
-                "MixedMichalewiczSphere": 0.3139828633261061,
-                "Rastrigin": 0.8550517795431263,
-                "Rosenbrock": 0.4205306327651961,
-                "Schaffer 2": 2.9383845918547604,
-                "Schaffer 4": 2.540188938951228,
-                "SchwefelSin": 1.9011958429462088,
-                "Shubert": 2.4771739116652656,
-                "Styblinski-Tang": 0.4244095523852921,
-                "Weierstrass": 1.6554152495153418
-            },
-            "weighted_error_rates": {
-                "Ackley": 1.4821284019020067,
-                "Cross-in-Tray": 1.7924328124840452,
-                "Drop-Wave": 5.302404459405436,
-                "EggHolder": 2.3146092269351546,
-                "Gramacy & Lee 2D": 4.752454835317063,
-                "Griewank": 1.057941280835295,
-                "Langermann": 2.778306832367858,
-                "Langermann 2": 1.968521505083543,
-                "Lévy": 0.353504243133518,
-                "Lévy 13": 1.0612131795721627,
-                "MixedMichalewiczSphere": 0.4709742949891591,
-                "Rastrigin": 1.2825776693146893,
-                "Rosenbrock": 0.4205306327651961,
-                "Schaffer 2": 5.289092265338569,
-                "Schaffer 4": 4.572340090112211,
-                "SchwefelSin": 1.5209566743569671,
-                "Shubert": 2.4771739116652656,
-                "Styblinski-Tang": 0.5092914628623505,
-                "Weierstrass": 3.3108304990306836
-            },
-            "avg_error_rate": 1.7596682610727432,
-            "weighted_avg_error_rate": 2.248278119866904,
-            "metrics": {
-                "Ackley": {
-                    "final loss": 0.240586241904842,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.07132629462179399,
-                    "average distance to final point": 0.2512379261629485,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.07537403922824874
-                },
-                "Cross-in-Tray": {
-                    "final loss": 1.6639448406641761,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 1.0103678611911555,
-                    "average distance to final point": 0.05178300171640579,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03866640917603996,
-                    "lucky jump": 0.15398696608298448,
-                    "min movement": 0.3165554467871574
-                },
-                "Drop-Wave": {
-                    "final loss": 1.7516533260170806,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8087039721708816,
-                    "average distance to final point": 0.1706234379633117,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10569770686161294,
-                    "lucky jump": 0.08104520835785636,
-                    "min movement": 0.2676515555493763
-                },
-                "EggHolder": {
-                    "final loss": 1.1362022586344567,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.9327415292545737,
-                    "average distance to final point": 0.07701001280171214,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1458552172182128,
-                    "min movement": 0.2518914164098165
-                },
-                "Gramacy & Lee 2D": {
-                    "final loss": 0.488998990768714,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8935166119613875,
-                    "average distance to final point": 0.13081580990670172,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.03808942213985077
-                },
-                "Griewank": {
-                    "final loss": 0.03829727396691155,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.12152080314874741,
-                    "average distance to final point": 0.22064680034447987,
-                    "convergence": 0.3074027197844373,
-                    "oscillation": 0.01742658997895407
-                },
-                "Langermann": {
-                    "final loss": 1.069275740596868,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.8568412554922313,
-                    "average distance to final point": 0.13679788757577893,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.1011164697884629,
-                    "min movement": 0.2647143795643456
-                },
-                "Langermann 2": {
-                    "final loss": 0.9645943965384871,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.884115559193818,
-                    "average distance to final point": 0.20183169585711444,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.060549130414837594
-                },
-                "Lévy": {
-                    "final loss": 0.0022738440927325214,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.04766966249745826,
-                    "average distance to final point": 0.14064140269503056,
-                    "convergence": 0.16291933384829668,
-                    "oscillation": 0.0
-                },
-                "Lévy 13": {
-                    "final loss": 0.008188028364448034,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.08279569324762,
-                    "average distance to final point": 0.20247308427021152,
-                    "convergence": 0.27738163794685533,
-                    "oscillation": 0.0,
-                    "lucky jump": 0.13663700921897362
-                },
-                "MixedMichalewiczSphere": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.02200711017890024,
-                    "average distance to final point": 0.11710697717167938,
-                    "convergence": 0.1346550004291361,
-                    "oscillation": 0.04021377554639031
-                },
-                "Rastrigin": {
-                    "final loss": 0.18219676091235698,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.0950301770634124,
-                    "average distance to final point": 0.16936158142281033,
-                    "convergence": 0.2923281572999748,
-                    "oscillation": 0.11613510284457182
-                },
-                "Rosenbrock": {
-                    "final loss": 0.0,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.044964387760336025,
-                    "average distance to final point": 0.15544893599184834,
-                    "convergence": 0.21754882120796698,
-                    "oscillation": 0.002568487805044742
-                },
-                "Schaffer 2": {
-                    "final loss": 1.1247752291825819,
-                    "boundary violation": 0.0007900364497745042,
-                    "final distance to global minimum": 0.9742281019047145,
-                    "average distance to final point": 0.14388961740656825,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.04546371186494767,
-                    "min movement": 0.29967679569600236
-                },
-                "Schaffer 4": {
-                    "final loss": 0.8062793707612428,
-                    "boundary violation": 0.03886861280501857,
-                    "final distance to global minimum": 0.9384045661675533,
-                    "average distance to final point": 0.12726112570761117,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.017504147813090565,
-                    "min movement": 0.2623100163465402
-                },
-                "SchwefelSin": {
-                    "final loss": 0.7299048231665751,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.6913856923660726,
-                    "average distance to final point": 0.13034422806338997,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.0
-                },
-                "Shubert": {
-                    "final loss": 1.0973577181297935,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.4596534268951124,
-                    "average distance to final point": 0.1340101196258896,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.10030102456486735,
-                    "min movement": 0.33629052309943147
-                },
-                "Styblinski-Tang": {
-                    "final loss": 0.006962498581395812,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.061731971735364294,
-                    "average distance to final point": 0.1746675365752192,
-                    "convergence": 0.18104754549331284,
-                    "oscillation": 0.0
-                },
-                "Weierstrass": {
-                    "final loss": 0.6443819619735084,
-                    "boundary violation": 0.0,
-                    "final distance to global minimum": 0.31768518806924206,
-                    "average distance to final point": 0.2771118942652141,
-                    "convergence": 0.34956109935017127,
-                    "oscillation": 0.06667510585720604
-                }
-            }
+  "optimizers": {
+    "pnm": {
+      "error_rates": {
+        "Ackley": 1.3156900113503316,
+        "Cross-in-Tray": 2.8932394589078445,
+        "Drop-Wave": 2.746180626254143,
+        "EggHolder": 2.6111317022880978,
+        "Gramacy & Lee 2D": 2.033966791002526,
+        "Griewank": 3.1171929157489093,
+        "Langermann": 2.665372351030221,
+        "Langermann 2": 2.64893800121269,
+        "Lévy": 3.389620347578063,
+        "Lévy 13": 1.5840861403625668,
+        "MixedMichalewiczSphere": 0.8030692485416016,
+        "Rastrigin": 0.9251399962685969,
+        "Rosenbrock": 1.7674040140540912,
+        "Schaffer 2": 2.918048066029466,
+        "Schaffer 4": 2.6121576416944587,
+        "SchwefelSin": 2.7116703678076446,
+        "Shubert": 2.195760443815854,
+        "Styblinski-Tang": 2.1216099491452884,
+        "Weierstrass": 1.31727339444358
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.9735350170254975,
+        "Cross-in-Tray": 1.4466197294539223,
+        "Drop-Wave": 4.119270939381215,
+        "EggHolder": 2.0889053618304785,
+        "Gramacy & Lee 2D": 5.084916977506316,
+        "Griewank": 4.675789373623364,
+        "Langermann": 2.665372351030221,
+        "Langermann 2": 2.119150400970152,
+        "Lévy": 3.389620347578063,
+        "Lévy 13": 2.37612921054385,
+        "MixedMichalewiczSphere": 1.2046038728124024,
+        "Rastrigin": 1.3877099944028952,
+        "Rosenbrock": 1.7674040140540912,
+        "Schaffer 2": 5.252486518853039,
+        "Schaffer 4": 4.701883755050026,
+        "SchwefelSin": 2.169336294246116,
+        "Shubert": 2.195760443815854,
+        "Styblinski-Tang": 2.545931938974346,
+        "Weierstrass": 2.63454678888716
+      },
+      "avg_error_rate": 2.230397445659788,
+      "weighted_avg_error_rate": 2.8315249121073163,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.445610106929685,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.10202423969307847,
+          "average distance to final point": 0.265815408812548,
+          "convergence": 0.34442734995904684,
+          "oscillation": 0.12010219908685742,
+          "lucky jump": 0.03771070686911577
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.3898528660150986,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6770631640724206,
+          "average distance to final point": 0.20889618109944066,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0952382868895688,
+          "min movement": 0.17262786148114473
+        },
+        "Drop-Wave": {
+          "final loss": 1.3665348671381405,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5674217531659124,
+          "average distance to final point": 0.24585977479249357,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0959034080021012,
+          "min movement": 0.12089972380532417
+        },
+        "EggHolder": {
+          "final loss": 1.050176416837159,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6809182356353478,
+          "average distance to final point": 0.17262916766714306,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13311805747452662,
+          "min movement": 0.22472872532375013
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5772851705573949,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7049376291380407,
+          "average distance to final point": 0.2556527071023806,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.14653018485453867
+        },
+        "Griewank": {
+          "final loss": 1.0263543218781996,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8993804486685201,
+          "average distance to final point": 0.10698537788836682,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.029791686691817355,
+          "min movement": 0.34307622544721156,
+          "final proximity": 0.36204375582462295
+        },
+        "Langermann": {
+          "final loss": 0.9750013826076027,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.81645630349791,
+          "average distance to final point": 0.147235000957873,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.11106309456252127,
+          "min movement": 0.26605547005414304
+        },
+        "Langermann 2": {
+          "final loss": 1.0967711019753932,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7260021931703354,
+          "average distance to final point": 0.22686040539957567,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13277137217678753,
+          "min movement": 0.11697182914042728
+        },
+        "Lévy": {
+          "final loss": 0.3771581935282282,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8944370919942601,
+          "average distance to final point": 0.09298543264222328,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.17068573345625768,
+          "lucky jump": 1.3533884216426522,
+          "min movement": 0.15140437496427048
+        },
+        "Lévy 13": {
+          "final loss": 0.3262550951056319,
+          "boundary violation": 0.007620381995804606,
+          "final distance to global minimum": 0.5802614030971405,
+          "average distance to final point": 0.22568138037361732,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09470678044020134
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.11902602260839236,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0916276151912908,
+          "average distance to final point": 0.20794807328803755,
+          "convergence": 0.2368274503258795,
+          "oscillation": 0.14764008712800136
+        },
+        "Rastrigin": {
+          "final loss": 0.2513609335062426,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.112030951292203,
+          "average distance to final point": 0.17346648407869336,
+          "convergence": 0.2569365031736506,
+          "oscillation": 0.13134512421780725
+        },
+        "Rosenbrock": {
+          "final loss": 0.049026719374053354,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0354317156817823,
+          "average distance to final point": 0.05363925705098063,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00489107468397536,
+          "min movement": 0.274854147913128
+        },
+        "Schaffer 2": {
+          "final loss": 1.1284064404480618,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0013741307954782,
+          "average distance to final point": 0.07909347895735021,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03688488384749829,
+          "min movement": 0.32272803263090644
+        },
+        "Schaffer 4": {
+          "final loss": 0.8170204092644505,
+          "boundary violation": 0.022643006891415608,
+          "final distance to global minimum": 0.988943696293004,
+          "average distance to final point": 0.10755695398297513,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.052235241706457415,
+          "min movement": 0.27419723420598474
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992354134229496,
+          "average distance to final point": 0.056018643351883765,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3225289206133408
+        },
+        "Shubert": {
+          "final loss": 0.9849346085566734,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.31217650169629857,
+          "average distance to final point": 0.15810188402836947,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.11754383557134218,
+          "min movement": 0.273442514612999
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833320578543606,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.203146812468381,
+          "average distance to final point": 0.05835443901691723,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.018069247716118397,
+          "min movement": 0.1741451448082645
+        },
+        "Weierstrass": {
+          "final loss": 0.4463587434099808,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1847113001828442,
+          "average distance to final point": 0.2585001937838572,
+          "convergence": 0.3232809177664838,
+          "oscillation": 0.10442223930041404
+        }
+      }
+    },
+    "sgdp": {
+      "error_rates": {
+        "Ackley": 1.0830667559831837,
+        "Cross-in-Tray": 3.8068689973029617,
+        "Drop-Wave": 3.3557805397879275,
+        "EggHolder": 1.559631446317249,
+        "Gramacy & Lee 2D": 1.9374984877826833,
+        "Griewank": 0.6991232364185869,
+        "Langermann": 2.804402318065839,
+        "Langermann 2": 2.7382296472641925,
+        "Lévy": 0.3378355705319495,
+        "Lévy 13": 0.6125288835184252,
+        "MixedMichalewiczSphere": 0.2733344288707793,
+        "Rastrigin": 0.69075733826247,
+        "Rosenbrock": 0.4802816779331159,
+        "Schaffer 2": 2.923017924227012,
+        "Schaffer 4": 2.61710645384118,
+        "SchwefelSin": 2.023310265535161,
+        "Shubert": 2.4624049974066193,
+        "Styblinski-Tang": 0.5512062922552262,
+        "Weierstrass": 1.64902763962682
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.6246001339747755,
+        "Cross-in-Tray": 1.9034344986514808,
+        "Drop-Wave": 5.033670809681891,
+        "EggHolder": 1.2477051570537991,
+        "Gramacy & Lee 2D": 4.843746219456708,
+        "Griewank": 1.0486848546278802,
+        "Langermann": 2.804402318065839,
+        "Langermann 2": 2.190583717811354,
+        "Lévy": 0.3378355705319495,
+        "Lévy 13": 0.9187933252776377,
+        "MixedMichalewiczSphere": 0.41000164330616895,
+        "Rastrigin": 1.036136007393705,
+        "Rosenbrock": 0.4802816779331159,
+        "Schaffer 2": 5.261432263608622,
+        "Schaffer 4": 4.710791616914124,
+        "SchwefelSin": 1.6186482124281287,
+        "Shubert": 2.4624049974066193,
+        "Styblinski-Tang": 0.6614475507062715,
+        "Weierstrass": 3.29805527925364
+      },
+      "avg_error_rate": 1.7160743632069149,
+      "weighted_avg_error_rate": 2.2048766238991426,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.37952373217820123,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0931549631993225,
+          "average distance to final point": 0.2438142894670162,
+          "convergence": 0.2923281572999748,
+          "oscillation": 0.07424561383866893
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.651111761617043,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9889401601964934,
+          "average distance to final point": 0.058880801283971794,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024849769545391625,
+          "lucky jump": 0.42198524150287875,
+          "min movement": 0.31154016380701177
+        },
+        "Drop-Wave": {
+          "final loss": 1.6840062022422504,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8506663010241511,
+          "average distance to final point": 0.05550873917329723,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10187025797944962,
+          "min movement": 0.3141679400186076
+        },
+        "EggHolder": {
+          "final loss": 0.6171421904149192,
+          "boundary violation": 0.022160159209675245,
+          "final distance to global minimum": 0.3052769462918776,
+          "average distance to final point": 0.2544897911276199,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011001259922985576
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5122239189329884,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9058339635459306,
+          "average distance to final point": 0.11586243908612855,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0540170668674647
+        },
+        "Griewank": {
+          "final loss": 0.05230715889452595,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1812503190198435,
+          "average distance to final point": 0.20779372302445517,
+          "convergence": 0.2491340034577409,
+          "oscillation": 0.008638032022021347
+        },
+        "Langermann": {
+          "final loss": 1.0764661942442306,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8919328369107863,
+          "average distance to final point": 0.1089959328422101,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10732995977730579,
+          "lucky jump": 0.03346457893728405,
+          "min movement": 0.23665171600385082
+        },
+        "Langermann 2": {
+          "final loss": 1.0101485862666375,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0055118479557479,
+          "average distance to final point": 0.1335867856448915,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06523392334112016,
+          "min movement": 0.17418740470562386
+        },
+        "Lévy": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.018030753721593778,
+          "average distance to final point": 0.13416040298080384,
+          "convergence": 0.18104754549331284,
+          "oscillation": 0.004596868336239055
+        },
+        "Lévy 13": {
+          "final loss": 0.019957524480130592,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.13454505000504663,
+          "average distance to final point": 0.17366599847134018,
+          "convergence": 0.27585197052569754,
+          "oscillation": 0.008508340036210163
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.022007159490914273,
+          "average distance to final point": 0.10351809695295673,
+          "convergence": 0.12893894858448918,
+          "oscillation": 0.018870223842419084
+        },
+        "Rastrigin": {
+          "final loss": 0.1369802638566176,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08231622098123506,
+          "average distance to final point": 0.14277530314013154,
+          "convergence": 0.218939015319192,
+          "oscillation": 0.10974653496529377
+        },
+        "Rosenbrock": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.047834159340582376,
+          "average distance to final point": 0.17697122331860296,
+          "convergence": 0.24346796178676874,
+          "oscillation": 0.01200833348716179
+        },
+        "Schaffer 2": {
+          "final loss": 1.126535346180101,
+          "boundary violation": 0.016084964015579736,
+          "final distance to global minimum": 0.9935381095870621,
+          "average distance to final point": 0.12487508627309396,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02756229558045814,
+          "min movement": 0.28486102324054635
+        },
+        "Schaffer 4": {
+          "final loss": 0.829640534350182,
+          "boundary violation": 0.004297515599514427,
+          "final distance to global minimum": 0.9784405824186042,
+          "average distance to final point": 0.11408185301998265,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.048632181075746544,
+          "min movement": 0.29245268802697877
+        },
+        "SchwefelSin": {
+          "final loss": 0.8177555299926815,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6688176118140884,
+          "average distance to final point": 0.17595807229714336,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011217952081076574
+        },
+        "Shubert": {
+          "final loss": 1.0893570368140328,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4524670192896735,
+          "average distance to final point": 0.07903057694032352,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08988165927660273,
+          "lucky jump": 0.1995678448259981,
+          "min movement": 0.20253976090981782
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.006623844414873898,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.06018322126483009,
+          "average distance to final point": 0.19388589918849933,
+          "convergence": 0.2804211119693833,
+          "oscillation": 0.010092215417639615
+        },
+        "Weierstrass": {
+          "final loss": 0.6494139288667854,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3459875706635911,
+          "average distance to final point": 0.26324704135156973,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0408179993947025
+        }
+      }
+    },
+    "accsgd": {
+      "error_rates": {
+        "Ackley": 0.8686649836291243,
+        "Cross-in-Tray": 3.4958353139446325,
+        "Drop-Wave": 4.5183468505475695,
+        "EggHolder": 7.340212971764369,
+        "Gramacy & Lee 2D": 2.1712157003534385,
+        "Griewank": 11.22428235468736,
+        "Langermann": 2.659626744234088,
+        "Langermann 2": 2.9589265002045915,
+        "Lévy": 3.736970157866214,
+        "Lévy 13": 0.9089244981262977,
+        "MixedMichalewiczSphere": 1.7237045587386366,
+        "Rastrigin": 0.8395632904231624,
+        "Rosenbrock": 1.7447836062749742,
+        "Schaffer 2": 2.6987395789307573,
+        "Schaffer 4": 2.08436373052934,
+        "SchwefelSin": 2.7014566642664946,
+        "Shubert": 8.380464647274199,
+        "Styblinski-Tang": 2.126017822553445,
+        "Weierstrass": 1.4747559397700274
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.3029974754436864,
+        "Cross-in-Tray": 1.7479176569723163,
+        "Drop-Wave": 6.777520275821354,
+        "EggHolder": 5.8721703774114955,
+        "Gramacy & Lee 2D": 5.428039250883597,
+        "Griewank": 16.836423532031038,
+        "Langermann": 2.659626744234088,
+        "Langermann 2": 2.3671412001636734,
+        "Lévy": 3.736970157866214,
+        "Lévy 13": 1.3633867471894465,
+        "MixedMichalewiczSphere": 2.585556838107955,
+        "Rastrigin": 1.2593449356347435,
+        "Rosenbrock": 1.7447836062749742,
+        "Schaffer 2": 4.8577312420753636,
+        "Schaffer 4": 3.751854714952812,
+        "SchwefelSin": 2.1611653314131956,
+        "Shubert": 8.380464647274199,
+        "Styblinski-Tang": 2.551221387064134,
+        "Weierstrass": 2.949511879540055
+      },
+      "avg_error_rate": 3.350360837585196,
+      "weighted_avg_error_rate": 4.122833052650229,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.26373097764636677,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07528574633862037,
+          "average distance to final point": 0.20770031039072845,
+          "convergence": 0.24536841835316095,
+          "oscillation": 0.07657953090024766
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.6639448406641761,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0103701428287803,
+          "average distance to final point": 0.06228327113990638,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.016675646546798987,
+          "lucky jump": 0.07732256747282056,
+          "min movement": 0.3156777459419793
+        },
+        "Drop-Wave": {
+          "final loss": 1.7336560300137198,
+          "boundary violation": 0.017109781263710287,
+          "final position out-of-bounds": 0.858555072411421,
+          "final distance to global minimum": 1.0708504341537846,
+          "average distance to final point": 0.06099345506250552,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1096857078241029,
+          "min movement": 0.31793527046815434
+        },
+        "EggHolder": {
+          "final loss": 1.1712238029586461,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8820620028054961,
+          "average distance to final point": 0.07636981092000635,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3949757922045274,
+          "final proximity": 4.466020463525521
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.6018522383001336,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9731361514849896,
+          "average distance to final point": 0.12445328650822453,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.12221292470991953
+        },
+        "Griewank": {
+          "final loss": 1.2734863077981613,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0038217552303341,
+          "average distance to final point": 0.010656485664975878,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.4359486847919186,
+          "final proximity": 8.150808021851798
+        },
+        "Langermann": {
+          "final loss": 0.9955242387702307,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7980513862491576,
+          "average distance to final point": 0.16113652889211558,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10658410614548909,
+          "min movement": 0.2487693848269236
+        },
+        "Langermann 2": {
+          "final loss": 1.0982709873241117,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1737769872934285,
+          "average distance to final point": 0.02430991669858477,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00052751064033171,
+          "min movement": 0.31247999889796346
+        },
+        "Lévy": {
+          "final loss": 0.6443061534346989,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9968335140585713,
+          "average distance to final point": 0.07471696123613102,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1949879770731697,
+          "lucky jump": 1.148741044696472,
+          "min movement": 0.3278234080169995
+        },
+        "Lévy 13": {
+          "final loss": 0.045444339196782785,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.20424723412348672,
+          "average distance to final point": 0.2535988409358591,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05607298451999778
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.6161465289228376,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5321338971272006,
+          "average distance to final point": 0.10634300286308809,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04384664310407368,
+          "min movement": 0.07567338737126571
+        },
+        "Rastrigin": {
+          "final loss": 0.2369121355792933,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.10878393251596752,
+          "average distance to final point": 0.16073895855486964,
+          "convergence": 0.19572422247919108,
+          "oscillation": 0.1374040412938408
+        },
+        "Rosenbrock": {
+          "final loss": 0.04611617753650013,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9720748850658575,
+          "average distance to final point": 0.11967346418241025,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2573579801400353
+        },
+        "Schaffer 2": {
+          "final loss": 1.1402799502719914,
+          "boundary violation": 0.00634807478019603,
+          "final distance to global minimum": 0.8168258217319059,
+          "average distance to final point": 0.3279822406490357,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05774239214745705
+        },
+        "Schaffer 4": {
+          "final loss": 1.1526301579040474,
+          "boundary violation": 0.09419192783127832,
+          "final distance to global minimum": 0.11481462459572678,
+          "average distance to final point": 0.33485421507660484,
+          "convergence": 0.3239576240750526,
+          "oscillation": 0.0639151810466298
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992346464319285,
+          "average distance to final point": 0.04306513149380941,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.32526949592128607
+        },
+        "Shubert": {
+          "final loss": 1.1141474621238086,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.48107485043427206,
+          "average distance to final point": 0.051393385469633034,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13090640328759573,
+          "min movement": 0.4077729584925899,
+          "final proximity": 5.845608488116129
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833318127625965,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031429116838228,
+          "average distance to final point": 0.04843458716472607,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2065460430784649
+        },
+        "Weierstrass": {
+          "final loss": 0.5256576275417081,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2458014291322983,
+          "average distance to final point": 0.3091532870131753,
+          "convergence": 0.33265849662159475,
+          "oscillation": 0.0614850994612509
+        }
+      }
+    },
+    "grams": {
+      "error_rates": {
+        "Ackley": 3.3476530539896565,
+        "Cross-in-Tray": 3.9646687577294877,
+        "Drop-Wave": 4.493774249004571,
+        "EggHolder": 3.1107404471411133,
+        "Gramacy & Lee 2D": 2.4557008079932645,
+        "Griewank": 2.3425597945107945,
+        "Langermann": 3.0066432985167126,
+        "Langermann 2": 3.7470746820089804,
+        "Lévy": 3.4291842880520687,
+        "Lévy 13": 2.01900106232755,
+        "MixedMichalewiczSphere": 6.303453912355574,
+        "Rastrigin": 4.193083193161258,
+        "Rosenbrock": 1.844004990449488,
+        "Schaffer 2": 2.896609627967605,
+        "Schaffer 4": 2.864370528094852,
+        "SchwefelSin": 2.679949621528477,
+        "Shubert": 2.23946895469597,
+        "Styblinski-Tang": 2.1775991250978803,
+        "Weierstrass": 3.2023280534961938
+      },
+      "weighted_error_rates": {
+        "Ackley": 5.021479580984485,
+        "Cross-in-Tray": 1.9823343788647438,
+        "Drop-Wave": 6.740661373506857,
+        "EggHolder": 2.488592357712891,
+        "Gramacy & Lee 2D": 6.139252019983161,
+        "Griewank": 3.513839691766192,
+        "Langermann": 3.0066432985167126,
+        "Langermann 2": 2.9976597456071845,
+        "Lévy": 3.4291842880520687,
+        "Lévy 13": 3.028501593491325,
+        "MixedMichalewiczSphere": 9.455180868533361,
+        "Rastrigin": 6.289624789741888,
+        "Rosenbrock": 1.844004990449488,
+        "Schaffer 2": 5.2138973303416885,
+        "Schaffer 4": 5.155866950570734,
+        "SchwefelSin": 2.1439596972227815,
+        "Shubert": 2.23946895469597,
+        "Styblinski-Tang": 2.6131189501174563,
+        "Weierstrass": 6.4046561069923875
+      },
+      "avg_error_rate": 3.174624655164289,
+      "weighted_avg_error_rate": 4.195154050902704,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.3332904176575757,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9788563265423083,
+          "average distance to final point": 0.016374102338905606,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02818947756304259,
+          "min movement": 0.3241284850238749,
+          "final proximity": 0.317253145513778
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.5608527636736915,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8655869937281305,
+          "average distance to final point": 0.018109615676913965,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0031279841000191816,
+          "lucky jump": 0.1670692231920887,
+          "min movement": 0.3330359350776115,
+          "final proximity": 0.6673251429308615
+        },
+        "Drop-Wave": {
+          "final loss": 1.7266180948246674,
+          "boundary violation": 0.005979436029272274,
+          "final position out-of-bounds": 0.5952021517007526,
+          "final distance to global minimum": 1.0752630403273753,
+          "average distance to final point": 0.015471787849519907,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.023456432969833317,
+          "lucky jump": 0.37954292125893174,
+          "min movement": 0.322679284694047
+        },
+        "EggHolder": {
+          "final loss": 1.0396548207323137,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778455266216457,
+          "average distance to final point": 0.022267153396605326,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.022637837394690254,
+          "lucky jump": 0.5956584316493703,
+          "min movement": 0.3031155779963172
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.6257402411628986,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1436421698540713,
+          "average distance to final point": 0.025372537354297543,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3113847602718259
+        },
+        "Griewank": {
+          "final loss": 0.6401833720899407,
+          "boundary violation": 0.025212158012063293,
+          "final distance to global minimum": 0.7118692900634433,
+          "average distance to final point": 0.09864423700930061,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03831610513515365,
+          "lucky jump": 0.32641617089232094,
+          "min movement": 0.15235736195840088
+        },
+        "Langermann": {
+          "final loss": 0.9632953947230894,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8134718885645036,
+          "average distance to final point": 0.018974510509988204,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.002498746138363823,
+          "lucky jump": 0.5712341116429644,
+          "min movement": 0.28760754758763196
+        },
+        "Langermann 2": {
+          "final loss": 1.0907780424906883,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1566272883309185,
+          "average distance to final point": 0.015528132860311575,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.028132068733174385,
+          "lucky jump": 0.7794761361881561,
+          "min movement": 0.32697191405556025
+        },
+        "Lévy": {
+          "final loss": 0.3993849136468042,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9573545583336441,
+          "average distance to final point": 0.018853244791213593,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0023525214972990043,
+          "lucky jump": 1.4083671089228536,
+          "min movement": 0.29331084151008285
+        },
+        "Lévy 13": {
+          "final loss": 0.5758272245349562,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8107489032226742,
+          "average distance to final point": 0.1626582746753283,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.12020556054441991
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 1.4477727756295784,
+          "boundary violation": 0.003572455202454361,
+          "final distance to global minimum": 0.9780480634116003,
+          "average distance to final point": 0.01563838149136612,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.030933248361179267,
+          "min movement": 0.36689260916934346,
+          "final proximity": 3.1110352797398813
+        },
+        "Rastrigin": {
+          "final loss": 1.1532040607600607,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9761477851550908,
+          "average distance to final point": 0.013731763594304818,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004629111265673377,
+          "min movement": 0.3475457185919541,
+          "final proximity": 1.3482636544440032
+        },
+        "Rosenbrock": {
+          "final loss": 0.051748348994702854,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1039491237720835,
+          "average distance to final point": 0.04265479724630119,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.29609162108622916
+        },
+        "Schaffer 2": {
+          "final loss": 1.1355517090441858,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0053100081403854,
+          "average distance to final point": 0.05042459774660005,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02021260688103936,
+          "min movement": 0.33554960680522256
+        },
+        "Schaffer 4": {
+          "final loss": 0.8727028918660255,
+          "boundary violation": 0.007846915582021519,
+          "final position out-of-bounds": 0.24819571027352696,
+          "final distance to global minimum": 1.0046697436741083,
+          "average distance to final point": 0.053687702878879806,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02301871623562449,
+          "min movement": 0.3046877482344943
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099236785932502,
+          "average distance to final point": 0.015281663608388632,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00042892015698233404,
+          "min movement": 0.33111486141113317
+        },
+        "Shubert": {
+          "final loss": 1.0699257955763208,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3907939239531731,
+          "average distance to final point": 0.01825669356870663,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.009305148877932037,
+          "lucky jump": 0.08818762001271248,
+          "min movement": 0.3134386733569534
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183444921067723,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2039073885472507,
+          "average distance to final point": 0.07022798573117581,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.23555815936251023
+        },
+        "Weierstrass": {
+          "final loss": 1.3230535239368064,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8954368686459895,
+          "average distance to final point": 0.08098407487719302,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.028173589136955102,
+          "lucky jump": 0.2235162774969492,
+          "min movement": 0.30160262005213023
+        }
+      }
+    },
+    "adams": {
+      "error_rates": {
+        "Ackley": 3.3857346922676217,
+        "Cross-in-Tray": 3.4978533802925993,
+        "Drop-Wave": 4.33121921289717,
+        "EggHolder": 3.165018654710946,
+        "Gramacy & Lee 2D": 3.1716385122363047,
+        "Griewank": 7.565772601452776,
+        "Langermann": 3.3223999089893486,
+        "Langermann 2": 3.6693885128136445,
+        "Lévy": 2.8639311114363575,
+        "Lévy 13": 3.243793611522782,
+        "MixedMichalewiczSphere": 5.863933716125057,
+        "Rastrigin": 3.5990897130376958,
+        "Rosenbrock": 2.586403775122603,
+        "Schaffer 2": 3.394152715289964,
+        "Schaffer 4": 3.0398815515683375,
+        "SchwefelSin": 3.080532436504698,
+        "Shubert": 2.7977242389145003,
+        "Styblinski-Tang": 3.094492741357915,
+        "Weierstrass": 3.595137180331149
+      },
+      "weighted_error_rates": {
+        "Ackley": 5.078602038401432,
+        "Cross-in-Tray": 1.7489266901462996,
+        "Drop-Wave": 6.496828819345755,
+        "EggHolder": 2.532014923768757,
+        "Gramacy & Lee 2D": 7.929096280590762,
+        "Griewank": 11.348658902179164,
+        "Langermann": 3.3223999089893486,
+        "Langermann 2": 2.935510810250916,
+        "Lévy": 2.8639311114363575,
+        "Lévy 13": 4.865690417284172,
+        "MixedMichalewiczSphere": 8.795900574187586,
+        "Rastrigin": 5.398634569556544,
+        "Rosenbrock": 2.586403775122603,
+        "Schaffer 2": 6.109474887521936,
+        "Schaffer 4": 5.471786792823008,
+        "SchwefelSin": 2.4644259492037586,
+        "Shubert": 2.7977242389145003,
+        "Styblinski-Tang": 3.713391289629498,
+        "Weierstrass": 7.190274360662298
+      },
+      "avg_error_rate": 3.64568938246692,
+      "weighted_avg_error_rate": 4.928930333684984,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.3458053856661452,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.981627943782301,
+          "average distance to final point": 0.01271751070794694,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.35433153466862927,
+          "min movement": 0.34169121809242814
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.6443967623654974,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9555259957730902,
+          "average distance to final point": 0.013631982056670702,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.19604256463378741,
+          "min movement": 0.33869497611338206
+        },
+        "Drop-Wave": {
+          "final loss": 1.7380871685687067,
+          "boundary violation": 0.00016939958182926446,
+          "final position out-of-bounds": 0.2469497685038056,
+          "final distance to global minimum": 1.069566179665107,
+          "average distance to final point": 0.012194613695015328,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.5728822969504679,
+          "min movement": 0.34180868658206703
+        },
+        "EggHolder": {
+          "final loss": 1.137690599081127,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.815343791419486,
+          "average distance to final point": 0.012569400001880875,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.5080975032255242,
+          "min movement": 0.3417562616327564
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.6885992469905722,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1757771455430017,
+          "average distance to final point": 0.014907768543128225,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.6013847851412859,
+          "min movement": 0.34140846666814534
+        },
+        "Griewank": {
+          "final loss": 1.3091368034073156,
+          "boundary violation": 0.012266654358713911,
+          "final position out-of-bounds": 2.10138117582829,
+          "final distance to global minimum": 1.0152282516753424,
+          "average distance to final point": 0.009082887459593767,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3672269758902269,
+          "final proximity": 2.401888753483122
+        },
+        "Langermann": {
+          "final loss": 1.1514098246740045,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8524662139586706,
+          "average distance to final point": 0.01213387569471965,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.6152750910632421,
+          "min movement": 0.34155380424854015
+        },
+        "Langermann 2": {
+          "final loss": 1.1096859453273973,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1456375823714622,
+          "average distance to final point": 0.01210692054412469,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.7105854883966495,
+          "min movement": 0.34181147682384005
+        },
+        "Lévy": {
+          "final loss": 0.5111529076486718,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9917179543685055,
+          "average distance to final point": 0.01199772728919013,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.6576895942148203,
+          "min movement": 0.3418118285649984
+        },
+        "Lévy 13": {
+          "final loss": 0.9267036623721508,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9914233123419626,
+          "average distance to final point": 0.012128672500405622,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.6222897131473601,
+          "min movement": 0.3416871518107315
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 1.459976429545969,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9843464059194924,
+          "average distance to final point": 0.00992883221683848,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.001347112894740877,
+          "min movement": 0.37053778362646306,
+          "final proximity": 2.6882360525713827
+        },
+        "Rastrigin": {
+          "final loss": 1.207203389688588,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9761848321851222,
+          "average distance to final point": 0.01197158201482956,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0009388799192830571,
+          "lucky jump": 0.7117806924951589,
+          "min movement": 0.34144923738454314
+        },
+        "Rosenbrock": {
+          "final loss": 0.13698842542210563,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1224748761345213,
+          "average distance to final point": 0.007409154829187792,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.6283709708942069,
+          "min movement": 0.34159924849241013
+        },
+        "Schaffer 2": {
+          "final loss": 1.1670656789929374,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0047399103974735,
+          "average distance to final point": 0.006756168108514496,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00034207201021801395,
+          "lucky jump": 0.524006338542029,
+          "min movement": 0.34168144788862037
+        },
+        "Schaffer 4": {
+          "final loss": 0.8197007014095363,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0026693884105677,
+          "average distance to final point": 0.00689989495254729,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.5213675155540903,
+          "min movement": 0.3396829518914245
+        },
+        "SchwefelSin": {
+          "final loss": 0.8954037702534058,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1033344319919915,
+          "average distance to final point": 0.012798140913386442,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.37762005027349604,
+          "min movement": 0.34181494372224713
+        },
+        "Shubert": {
+          "final loss": 1.1363594668471593,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4332377485490289,
+          "average distance to final point": 0.013120247484341927,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.16578904127073096,
+          "min movement": 0.3430423389464441,
+          "final proximity": 0.356614296466624
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.4656809493185179,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.3090432081105068,
+          "average distance to final point": 0.012099611583591309,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.616344875428691,
+          "min movement": 0.3417629975664361
+        },
+        "Weierstrass": {
+          "final loss": 1.3560919157527485,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9320560900152295,
+          "average distance to final point": 0.012245383646680156,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.6043323521561741,
+          "min movement": 0.3408503394101455
+        }
+      }
+    },
+    "dadaptadagrad": {
+      "error_rates": {
+        "Ackley": 2.9308311319379166,
+        "Cross-in-Tray": 3.0329394346898186,
+        "Drop-Wave": 4.227992207329478,
+        "EggHolder": 2.6252509817125906,
+        "Gramacy & Lee 2D": 2.5796026527280103,
+        "Griewank": 7.116147527103192,
+        "Langermann": 3.347250830028532,
+        "Langermann 2": 2.990956826573676,
+        "Lévy": 2.106620810841106,
+        "Lévy 13": 1.3051613204967274,
+        "MixedMichalewiczSphere": 2.436629256878732,
+        "Rastrigin": 2.5785664604132545,
+        "Rosenbrock": 1.6386488524027514,
+        "Schaffer 2": 2.432292425105104,
+        "Schaffer 4": 2.6672123019594784,
+        "SchwefelSin": 2.7671805139952097,
+        "Shubert": 4.719355666574789,
+        "Styblinski-Tang": 2.173154286445848,
+        "Weierstrass": 2.80416156358101
+      },
+      "weighted_error_rates": {
+        "Ackley": 4.396246697906875,
+        "Cross-in-Tray": 1.5164697173449093,
+        "Drop-Wave": 6.341988310994216,
+        "EggHolder": 2.1002007853700726,
+        "Gramacy & Lee 2D": 6.449006631820025,
+        "Griewank": 10.674221290654788,
+        "Langermann": 3.347250830028532,
+        "Langermann 2": 2.3927654612589406,
+        "Lévy": 2.106620810841106,
+        "Lévy 13": 1.957741980745091,
+        "MixedMichalewiczSphere": 3.654943885318098,
+        "Rastrigin": 3.867849690619882,
+        "Rosenbrock": 1.6386488524027514,
+        "Schaffer 2": 4.378126365189187,
+        "Schaffer 4": 4.800982143527062,
+        "SchwefelSin": 2.213744411196168,
+        "Shubert": 4.719355666574789,
+        "Styblinski-Tang": 2.607785143735018,
+        "Weierstrass": 5.60832312716202
+      },
+      "avg_error_rate": 2.9726292131998537,
+      "weighted_avg_error_rate": 3.9353827264573438,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.231873018758138,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8621394373318981,
+          "average distance to final point": 0.07281868088665365,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09575249549708104,
+          "min movement": 0.3186864001139744
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.4972021199480265,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7957933031588313,
+          "average distance to final point": 0.051361033104677156,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.009157024602863406,
+          "lucky jump": 0.00043944595160180116,
+          "min movement": 0.3294254085736469
+        },
+        "Drop-Wave": {
+          "final loss": 1.7375812942509161,
+          "boundary violation": 0.007598265395707229,
+          "final position out-of-bounds": 0.43462009890764264,
+          "final distance to global minimum": 1.0697005519518488,
+          "average distance to final point": 0.07699659311902878,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10840343737876375,
+          "lucky jump": 0.053900480611151554,
+          "min movement": 0.3216867512843652,
+          "final proximity": 0.06794363507988269
+        },
+        "EggHolder": {
+          "final loss": 1.048264742241553,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7333030562235465,
+          "average distance to final point": 0.10377178838623048,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.057015716513264356,
+          "min movement": 0.3333345789978247
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.6305704516065413,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1482745011966446,
+          "average distance to final point": 0.11083642721294931,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0898173635708135,
+          "min movement": 0.2505428097908903
+        },
+        "Griewank": {
+          "final loss": 0.28127836074677864,
+          "boundary violation": 0.2615835996313663,
+          "final distance to global minimum": 0.4650838873890562,
+          "average distance to final point": 0.3199717872460864,
+          "convergence": 0.2649489742783178,
+          "oscillation": 0.14812468108376992,
+          "lucky jump": 5.3751562367278165
+        },
+        "Langermann": {
+          "final loss": 0.9646537733965954,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7976606913941104,
+          "average distance to final point": 0.1054497569364611,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10164205461378197,
+          "lucky jump": 0.7768567730657746,
+          "min movement": 0.25142668127163736
+        },
+        "Langermann 2": {
+          "final loss": 1.0623852770404558,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0912529292602777,
+          "average distance to final point": 0.08617823343670487,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09321311422356901,
+          "min movement": 0.3083661732624974
+        },
+        "Lévy": {
+          "final loss": 0.3993849136468042,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9573546083267991,
+          "average distance to final point": 0.07209419811916318,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04451118615564301,
+          "min movement": 0.2837148052425254
+        },
+        "Lévy 13": {
+          "final loss": 0.18555619710935226,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4624745658763229,
+          "average distance to final point": 0.23821897165999634,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06935048650088471
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.964042682459966,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6786109815942688,
+          "average distance to final point": 0.13090815454884622,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06346447615174244,
+          "min movement": 0.2500418627737368
+        },
+        "Rastrigin": {
+          "final loss": 0.8925265607595548,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8596882938827947,
+          "average distance to final point": 0.06612086276013873,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09591155225398398,
+          "min movement": 0.31475809140661115
+        },
+        "Rosenbrock": {
+          "final loss": 0.040381840973658156,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8786651579496144,
+          "average distance to final point": 0.21512785952177987,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02301083964455484,
+          "min movement": 0.13190205496297291
+        },
+        "Schaffer 2": {
+          "final loss": 0.9728476716819875,
+          "boundary violation": 0.015223833805752816,
+          "final distance to global minimum": 0.6802672476524589,
+          "average distance to final point": 0.24308932259961455,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09508469429377576,
+          "min movement": 0.07621855572134303
+        },
+        "Schaffer 4": {
+          "final loss": 0.8206985877223871,
+          "boundary violation": 0.03468112045110321,
+          "final distance to global minimum": 0.9740208662370536,
+          "average distance to final point": 0.1450299026006537,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0605167158423716,
+          "min movement": 0.28270400975573834
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099236785932502,
+          "average distance to final point": 0.07347519620960674,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.051328156458133385,
+          "min movement": 0.309252984975497
+        },
+        "Shubert": {
+          "final loss": 1.0815334117082103,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4590459157004956,
+          "average distance to final point": 0.06738927387191976,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07773939036290052,
+          "min movement": 0.3172676358365236,
+          "final proximity": 2.3668189397445683
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.20314189215954,
+          "average distance to final point": 0.06736175629379589,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.23475630834773004
+        },
+        "Weierstrass": {
+          "final loss": 1.096414907692217,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8622693992167901,
+          "average distance to final point": 0.1805232353213107,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0651745800571487,
+          "min movement": 0.2502183419433722
+        }
+      }
+    },
+    "sgdsai": {
+      "error_rates": {
+        "Ackley": 1.1768009118608327,
+        "Cross-in-Tray": 10.596482537023771,
+        "Drop-Wave": 4.274039540626322,
+        "EggHolder": 7.273225293843408,
+        "Gramacy & Lee 2D": 1.8830473395018732,
+        "Griewank": 11.23130442353683,
+        "Langermann": 2.7799125884172775,
+        "Langermann 2": 2.5797335246085407,
+        "Lévy": 1.2304319607401257,
+        "Lévy 13": 0.5944772371864135,
+        "MixedMichalewiczSphere": 1.5511400688938959,
+        "Rastrigin": 1.6373298515116363,
+        "Rosenbrock": 0.9307530643662305,
+        "Schaffer 2": 2.191244525478072,
+        "Schaffer 4": 0.8706652584763638,
+        "SchwefelSin": 3.9984494482509447,
+        "Shubert": 8.124704682997967,
+        "Styblinski-Tang": 2.027720563899569,
+        "Weierstrass": 1.8286232540746277
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.765201367791249,
+        "Cross-in-Tray": 5.298241268511886,
+        "Drop-Wave": 6.411059310939482,
+        "EggHolder": 5.818580235074727,
+        "Gramacy & Lee 2D": 4.707618348754683,
+        "Griewank": 16.846956635305247,
+        "Langermann": 2.7799125884172775,
+        "Langermann 2": 2.0637868196868325,
+        "Lévy": 1.2304319607401257,
+        "Lévy 13": 0.8917158557796203,
+        "MixedMichalewiczSphere": 2.3267101033408437,
+        "Rastrigin": 2.4559947772674544,
+        "Rosenbrock": 0.9307530643662305,
+        "Schaffer 2": 3.9442401458605296,
+        "Schaffer 4": 1.5671974652574547,
+        "SchwefelSin": 3.198759558600756,
+        "Shubert": 8.124704682997967,
+        "Styblinski-Tang": 2.4332646766794825,
+        "Weierstrass": 3.6572465081492553
+      },
+      "avg_error_rate": 3.514741372383932,
+      "weighted_avg_error_rate": 4.023809230185321,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.3849675211020456,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09348839152396447,
+          "average distance to final point": 0.28861304716432595,
+          "convergence": 0.3313312833058546,
+          "oscillation": 0.07840066876464209
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.6073448904068466,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9241235809385044,
+          "average distance to final point": 0.029805966560620182,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.4246638301194665,
+          "final proximity": 7.260983169648162
+        },
+        "Drop-Wave": {
+          "final loss": 1.793894428100977,
+          "boundary violation": 0.01883127821078663,
+          "final distance to global minimum": 0.864902862109903,
+          "average distance to final point": 0.21284050441099173,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09002517959865931,
+          "min movement": 0.31621620699379116,
+          "final proximity": 0.6277679818510415
+        },
+        "EggHolder": {
+          "final loss": 1.172607134594219,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8816010672314163,
+          "average distance to final point": 0.08122763990761644,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.393996789427024,
+          "final proximity": 4.394231563332961
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.3908656189983792,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8965525019876516,
+          "average distance to final point": 0.21506273568823142,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.031005383477440078
+        },
+        "Griewank": {
+          "final loss": 1.2733760325227312,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0038153246764463,
+          "average distance to final point": 0.008887442630679511,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.43578098871773496,
+          "final proximity": 8.159883535639066
+        },
+        "Langermann": {
+          "final loss": 1.072566278029027,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9105833546072188,
+          "average distance to final point": 0.1020495109446312,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09010090462743006,
+          "min movement": 0.255051440858799
+        },
+        "Langermann 2": {
+          "final loss": 0.7802594103947116,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9707453710954439,
+          "average distance to final point": 0.17297846960525023,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0794941215392416,
+          "min movement": 0.2266950526237219
+        },
+        "Lévy": {
+          "final loss": 0.18975025876342055,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.44518908234211485,
+          "average distance to final point": 0.24593152028441911,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Lévy 13": {
+          "final loss": 0.018224158264000635,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.13711172786631504,
+          "average distance to final point": 0.1821472156125411,
+          "convergence": 0.24704774859633563,
+          "oscillation": 0.009946386847221196
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.5596014860628482,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.47020427273830134,
+          "average distance to final point": 0.07623481170021318,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03672155845190265,
+          "min movement": 0.05881684059045924
+        },
+        "Rastrigin": {
+          "final loss": 0.4103961972118945,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5431090948155421,
+          "average distance to final point": 0.11553938456113622,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.12493729979850669,
+          "min movement": 0.09378677577438528
+        },
+        "Rosenbrock": {
+          "final loss": 0.005391418493921994,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3123970778703903,
+          "average distance to final point": 0.2634034686517469,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.005381280654716572,
+          "boundary violation": 0.8347345215162059,
+          "final distance to global minimum": 0.0298555691562213,
+          "average distance to final point": 0.35222969425238665,
+          "convergence": 0.33239337741082997,
+          "oscillation": 0.07034317655356279,
+          "lucky jump": 0.5663069059341488
+        },
+        "Schaffer 4": {
+          "final loss": 0.0,
+          "boundary violation": 0.18100673150707852,
+          "final distance to global minimum": 0.08939592142653226,
+          "average distance to final point": 0.20799461805435385,
+          "convergence": 0.2167111646351777,
+          "oscillation": 0.025083993544993684,
+          "lucky jump": 0.15047282930822783
+        },
+        "SchwefelSin": {
+          "final loss": 0.9476465317690876,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0964461208216385,
+          "average distance to final point": 0.10579582434120895,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3506129479490768,
+          "final proximity": 1.1483869240197608
+        },
+        "Shubert": {
+          "final loss": 1.0921600939694225,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.48928381547115324,
+          "average distance to final point": 0.06387499331259512,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.41020595803939974,
+          "final proximity": 5.719618722855225
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.4921330213913457,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9791916373524728,
+          "average distance to final point": 0.19428732012270888,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.012547485682870119
+        },
+        "Weierstrass": {
+          "final loss": 0.7962868377427624,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.37907953407013756,
+          "average distance to final point": 0.2694623177172412,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.034233465194315214
+        }
+      }
+    },
+    "adabelief": {
+      "error_rates": {
+        "Ackley": 1.2485425116474143,
+        "Cross-in-Tray": 2.5005436032987145,
+        "Drop-Wave": 1.2410597719215346,
+        "EggHolder": 2.5031113736330703,
+        "Gramacy & Lee 2D": 1.5424694591127472,
+        "Griewank": 0.615025106372378,
+        "Langermann": 1.8449274147759227,
+        "Langermann 2": 2.6299975471390935,
+        "Lévy": 1.9462964906383555,
+        "Lévy 13": 0.3500712595845618,
+        "MixedMichalewiczSphere": 0.4021368224281559,
+        "Rastrigin": 1.1738791374245847,
+        "Rosenbrock": 1.4361431252827028,
+        "Schaffer 2": 0.8770913162568736,
+        "Schaffer 4": 0.7128521801467902,
+        "SchwefelSin": 2.6601881979576927,
+        "Shubert": 0.4181774528599272,
+        "Styblinski-Tang": 2.0505428284203537,
+        "Weierstrass": 1.3052922144113868
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.8728137674711214,
+        "Cross-in-Tray": 1.2502718016493573,
+        "Drop-Wave": 1.861589657882302,
+        "EggHolder": 2.0024890989064565,
+        "Gramacy & Lee 2D": 3.856173647781868,
+        "Griewank": 0.9225376595585669,
+        "Langermann": 1.8449274147759227,
+        "Langermann 2": 2.103998037711275,
+        "Lévy": 1.9462964906383555,
+        "Lévy 13": 0.5251068893768427,
+        "MixedMichalewiczSphere": 0.6032052336422339,
+        "Rastrigin": 1.760818706136877,
+        "Rosenbrock": 1.4361431252827028,
+        "Schaffer 2": 1.5787643692623725,
+        "Schaffer 4": 1.2831339242642223,
+        "SchwefelSin": 2.1281505583661544,
+        "Shubert": 0.4181774528599272,
+        "Styblinski-Tang": 2.4606513941044246,
+        "Weierstrass": 2.6105844288227735
+      },
+      "avg_error_rate": 1.4451762007006455,
+      "weighted_avg_error_rate": 1.708728087289145,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.4709435696506331,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2974101656134001,
+          "average distance to final point": 0.10171476413499746,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.028912912898212226
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.3123067660524115,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.646734860934655,
+          "average distance to final point": 0.11851942762457274,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006606143671765774,
+          "min movement": 0.06681530566513828
+        },
+        "Drop-Wave": {
+          "final loss": 0.35439888662850016,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.23108206425261663,
+          "average distance to final point": 0.12112376351563046,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.054787620011773085,
+          "lucky jump": 0.13010633816284287
+        },
+        "EggHolder": {
+          "final loss": 1.0396548207323137,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778322276170264,
+          "average distance to final point": 0.04046844271479098,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010297689082905251,
+          "min movement": 0.2852970941358626
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.32745022817400604,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5067658568934663,
+          "average distance to final point": 0.1094992753367122,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.032967623508616886,
+          "lucky jump": 0.21622537584977447
+        },
+        "Griewank": {
+          "final loss": 0.0613593757834004,
+          "boundary violation": 0.03696179252346319,
+          "final distance to global minimum": 0.12592433763860378,
+          "average distance to final point": 0.1952817855652408,
+          "convergence": 0.17996053032593065,
+          "oscillation": 0.015537284535739125
+        },
+        "Langermann": {
+          "final loss": 0.2767551518733219,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.23190484123942254,
+          "average distance to final point": 0.061220302683539715,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02902075931194151,
+          "lucky jump": 0.8964652603175256
+        },
+        "Langermann 2": {
+          "final loss": 0.9066665142976892,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0323955553750128,
+          "average distance to final point": 0.05633630232344926,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.017931729178551063,
+          "min movement": 0.2671063466142194
+        },
+        "Lévy": {
+          "final loss": 0.33629687414413034,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636309742817213,
+          "average distance to final point": 0.10526525081694103,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.003855284748055708,
+          "lucky jump": 0.28768700729733604
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.037942748423082054,
+          "average distance to final point": 0.1049251112264261,
+          "convergence": 0.1788678902115595,
+          "oscillation": 0.028335509723494114
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 8.30146326249156e-5,
+          "final distance to global minimum": 0.022616747778038987,
+          "average distance to final point": 0.13522501326361264,
+          "convergence": 0.19572422247919108,
+          "oscillation": 0.019398843325314274,
+          "lucky jump": 0.029088980949374003
+        },
+        "Rastrigin": {
+          "final loss": 0.2523006200304801,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4505721532066256,
+          "average distance to final point": 0.08989074042888266,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.021491674284244127,
+          "min movement": 0.01006285012418116
+        },
+        "Rosenbrock": {
+          "final loss": 0.030910635564382723,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7958848825201074,
+          "average distance to final point": 0.2597865078480416,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.0725398627700321,
+          "boundary violation": 0.1538106948952457,
+          "final distance to global minimum": 0.14338657965127827,
+          "average distance to final point": 0.22347951250293724,
+          "convergence": 0.26112758613855813,
+          "oscillation": 0.0227470802988222
+        },
+        "Schaffer 4": {
+          "final loss": 0.0,
+          "boundary violation": 0.027637892652574266,
+          "final distance to global minimum": 0.08420987485479976,
+          "average distance to final point": 0.28012009817776895,
+          "convergence": 0.29495498516937363,
+          "oscillation": 0.025929329292273495
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992381988090494,
+          "average distance to final point": 0.03278961545928333,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0011089770932509195,
+          "min movement": 0.2931640161766383
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08618816174065806,
+          "average distance to final point": 0.04304809488679679,
+          "convergence": 0.06986856066195289,
+          "oscillation": 0.016588006479420915,
+          "min movement": 0.20248462909109852
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183332793129564,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031794369634463,
+          "average distance to final point": 0.06970079682651156,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0027445105890566883,
+          "min movement": 0.10702370537821167
+        },
+        "Weierstrass": {
+          "final loss": 0.4386252547470711,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.19216940776570976,
+          "average distance to final point": 0.3108581738272317,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014078278721202968
+        }
+      }
+    },
+    "gravity": {
+      "error_rates": {
+        "Ackley": 1.1326864852250007,
+        "Cross-in-Tray": 2.5673108701421405,
+        "Drop-Wave": 0.9296940491128559,
+        "EggHolder": 5.248805251441744,
+        "Gramacy & Lee 2D": 1.5069425742897429,
+        "Griewank": 11.231756531589152,
+        "Langermann": 1.7060072626422031,
+        "Langermann 2": 2.2444725672382924,
+        "Lévy": 4.558420583673367,
+        "Lévy 13": 0.3064818064831058,
+        "MixedMichalewiczSphere": 0.3325522017692863,
+        "Rastrigin": 0.7225650456982008,
+        "Rosenbrock": 1.702835705112004,
+        "Schaffer 2": 2.719773474186314,
+        "Schaffer 4": 2.2567333178975586,
+        "SchwefelSin": 2.685762293747785,
+        "Shubert": 1.770884058269821,
+        "Styblinski-Tang": 2.0574455730079646,
+        "Weierstrass": 1.2567672314587282
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.699029727837501,
+        "Cross-in-Tray": 1.2836554350710703,
+        "Drop-Wave": 1.3945410736692838,
+        "EggHolder": 4.199044201153395,
+        "Gramacy & Lee 2D": 3.7673564357243574,
+        "Griewank": 16.847634797383726,
+        "Langermann": 1.7060072626422031,
+        "Langermann 2": 1.795578053790634,
+        "Lévy": 4.558420583673367,
+        "Lévy 13": 0.4597227097246587,
+        "MixedMichalewiczSphere": 0.4988283026539294,
+        "Rastrigin": 1.0838475685473012,
+        "Rosenbrock": 1.702835705112004,
+        "Schaffer 2": 4.895592253535366,
+        "Schaffer 4": 4.062119972215606,
+        "SchwefelSin": 2.1486098349982283,
+        "Shubert": 1.770884058269821,
+        "Styblinski-Tang": 2.4689346876095573,
+        "Weierstrass": 2.5135344629174563
+      },
+      "avg_error_rate": 2.4704156254202774,
+      "weighted_avg_error_rate": 3.097693532975235,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.5576670290563416,
+          "boundary violation": 0.013039080150635455,
+          "final distance to global minimum": 0.12094294518986867,
+          "average distance to final point": 0.15907028038637708,
+          "convergence": 0.24027346441664563,
+          "oscillation": 0.041693686025132126
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.3717016456404738,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6897648197044093,
+          "average distance to final point": 0.1028609824453608,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03220286648727181,
+          "min movement": 0.021219456514453564
+        },
+        "Drop-Wave": {
+          "final loss": 0.27965861562890026,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.056349545021651876,
+          "average distance to final point": 0.17079248730367996,
+          "convergence": 0.1788678902115595,
+          "oscillation": 0.024367193695774687,
+          "lucky jump": 0.2196583172512896
+        },
+        "EggHolder": {
+          "final loss": 1.1364095869836612,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8344642096669942,
+          "average distance to final point": 0.0331941972413353,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005510349218497546,
+          "min movement": 0.3576628438612019,
+          "final proximity": 2.532002965119883
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.2339110461165196,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09733102566143681,
+          "average distance to final point": 0.15383474991484472,
+          "convergence": 0.2766176423463059,
+          "oscillation": 0.01652565721908155,
+          "lucky jump": 0.7287224530315543
+        },
+        "Griewank": {
+          "final loss": 1.2733612421153528,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0037660230231613,
+          "average distance to final point": 0.0031995775315009707,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00032511598035920924,
+          "min movement": 0.4356004958468645,
+          "final proximity": 8.165942977741743
+        },
+        "Langermann": {
+          "final loss": 0.5202404634638597,
+          "boundary violation": 0.16077448856475998,
+          "final distance to global minimum": 0.5426055257039815,
+          "average distance to final point": 0.24984722773008305,
+          "convergence": 0.20566280106030363,
+          "oscillation": 0.026876756119215268
+        },
+        "Langermann 2": {
+          "final loss": 0.737549188831021,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9094142572970377,
+          "average distance to final point": 0.09521147719295081,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.021062511035944833,
+          "min movement": 0.13167403353116663
+        },
+        "Lévy": {
+          "final loss": 0.4442751185821707,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0196127850365018,
+          "average distance to final point": 0.03120485388628405,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.017985409888052487,
+          "min movement": 0.3057003145167194,
+          "final proximity": 2.3900810024134675
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.004257137632544748,
+          "average distance to final point": 0.118755417783371,
+          "convergence": 0.16991182163263766,
+          "oscillation": 0.013557429434552421
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0018577747442522384,
+          "final distance to global minimum": 0.02218062827718863,
+          "average distance to final point": 0.11673738409035636,
+          "convergence": 0.16760892959528875,
+          "oscillation": 0.024167485062200292
+        },
+        "Rastrigin": {
+          "final loss": 0.08004306639916298,
+          "boundary violation": 0.004259102089093426,
+          "final distance to global minimum": 0.24725766530134502,
+          "average distance to final point": 0.12474180448385538,
+          "convergence": 0.13743389549865445,
+          "oscillation": 0.04885890070270728,
+          "lucky jump": 0.07997061122338218
+        },
+        "Rosenbrock": {
+          "final loss": 0.046214983508877,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9740502091110855,
+          "average distance to final point": 0.10139948438717929,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.002274081603017027,
+          "min movement": 0.22933584715167382
+        },
+        "Schaffer 2": {
+          "final loss": 1.240256330320016,
+          "boundary violation": 0.12992942734950697,
+          "final distance to global minimum": 0.7488286889865823,
+          "average distance to final point": 0.18042901366424885,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004494509520162276,
+          "min movement": 0.06627440499562659
+        },
+        "Schaffer 4": {
+          "final loss": 0.731303581129421,
+          "boundary violation": 0.2048224643443462,
+          "final distance to global minimum": 0.6817786601660946,
+          "average distance to final point": 0.22544233701430916,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0054376421735480365,
+          "min movement": 0.05838753371966813
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992299637438543,
+          "average distance to final point": 0.041720509393525645,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3109244301909349
+        },
+        "Shubert": {
+          "final loss": 1.0804335134279979,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3946495369632579,
+          "average distance to final point": 0.07933444323761715,
+          "convergence": 0.07945966692414834,
+          "oscillation": 0.032550118342996405,
+          "min movement": 0.1044567793738037
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031529295950216,
+          "average distance to final point": 0.05873134845228011,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.12766696531588087
+        },
+        "Weierstrass": {
+          "final loss": 0.421433540744012,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.15606429318401313,
+          "average distance to final point": 0.32317896545982394,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006529332720707876
+        }
+      }
+    },
+    "adan": {
+      "error_rates": {
+        "Ackley": 2.549032475227691,
+        "Cross-in-Tray": 1.8415934854096074,
+        "Drop-Wave": 1.8453449815967846,
+        "EggHolder": 2.5089341217358028,
+        "Gramacy & Lee 2D": 0.8380752731281427,
+        "Griewank": 0.5388114288447811,
+        "Langermann": 2.297631509193173,
+        "Langermann 2": 2.8851032586296643,
+        "Lévy": 2.752609039353433,
+        "Lévy 13": 0.8469442382928383,
+        "MixedMichalewiczSphere": 1.1447509004771383,
+        "Rastrigin": 2.153046189084208,
+        "Rosenbrock": 0.7774915058370169,
+        "Schaffer 2": 2.3896477107317713,
+        "Schaffer 4": 2.3583469204287493,
+        "SchwefelSin": 2.6682321476675694,
+        "Shubert": 0.46905027351653644,
+        "Styblinski-Tang": 2.0754294209782778,
+        "Weierstrass": 0.9778440128292579
+      },
+      "weighted_error_rates": {
+        "Ackley": 3.8235487128415366,
+        "Cross-in-Tray": 0.9207967427048037,
+        "Drop-Wave": 2.7680174723951767,
+        "EggHolder": 2.0071472973886424,
+        "Gramacy & Lee 2D": 2.0951881828203565,
+        "Griewank": 0.8082171432671716,
+        "Langermann": 2.297631509193173,
+        "Langermann 2": 2.3080826069037315,
+        "Lévy": 2.752609039353433,
+        "Lévy 13": 1.2704163574392573,
+        "MixedMichalewiczSphere": 1.7171263507157075,
+        "Rastrigin": 3.2295692836263123,
+        "Rosenbrock": 0.7774915058370169,
+        "Schaffer 2": 4.3013658793171885,
+        "Schaffer 4": 4.245024456771749,
+        "SchwefelSin": 2.1345857181340557,
+        "Shubert": 0.46905027351653644,
+        "Styblinski-Tang": 2.490515305173933,
+        "Weierstrass": 1.9556880256585158
+      },
+      "avg_error_rate": 1.7851536259453915,
+      "weighted_avg_error_rate": 2.2301090454241206,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.1440726281345248,
+          "boundary violation": 0.009965337062021462,
+          "final distance to global minimum": 0.7918501796642148,
+          "average distance to final point": 0.06177552343312826,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.059497133858916765,
+          "lucky jump": 0.08824622176910733,
+          "min movement": 0.04406435195560651
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.9282284920407581,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.41586766034275674,
+          "average distance to final point": 0.12201882610499314,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011046512824279221,
+          "lucky jump": 0.014870894746649176
+        },
+        "Drop-Wave": {
+          "final loss": 0.712336763206988,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3398820312653778,
+          "average distance to final point": 0.16065752193680266,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03403442518812462,
+          "lucky jump": 0.24887314064932042
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778455266216457,
+          "average distance to final point": 0.04118200171727626,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.013189565385663028,
+          "min movement": 0.2875011530018415
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.03135710340783511,
+          "average distance to final point": 0.1067963156715086,
+          "convergence": 0.1318244397400685,
+          "oscillation": 0.012846256343375842,
+          "lucky jump": 0.5552511579653547
+        },
+        "Griewank": {
+          "final loss": 0.06764571478938497,
+          "boundary violation": 0.007305309269127064,
+          "final distance to global minimum": 0.1268212781833299,
+          "average distance to final point": 0.12118280307361524,
+          "convergence": 0.16469142509165194,
+          "oscillation": 0.051164898437671906
+        },
+        "Langermann": {
+          "final loss": 0.6185797534377336,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5547788996306886,
+          "average distance to final point": 0.07337546128373315,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.047686235703104804,
+          "lucky jump": 0.6536500597877417
+        },
+        "Langermann 2": {
+          "final loss": 1.0942824386878256,
+          "boundary violation": 0.038550739554996286,
+          "final distance to global minimum": 1.1313303066751215,
+          "average distance to final point": 0.1676999353373599,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02726120229946746,
+          "min movement": 0.07641753672472257
+        },
+        "Lévy": {
+          "final loss": 0.33636543240864347,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8637133468172269,
+          "average distance to final point": 0.15229755226021108,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.009117843704881412,
+          "lucky jump": 1.0415537648122992
+        },
+        "Lévy 13": {
+          "final loss": 0.12449815115093502,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.34910574229353775,
+          "average distance to final point": 0.1656876945461701,
+          "convergence": 0.19974940684273357,
+          "oscillation": 0.007903243459461801
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.40165940316058396,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.19101195004712587,
+          "average distance to final point": 0.19643353804033017,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006084909878927106
+        },
+        "Rastrigin": {
+          "final loss": 0.7812576371978772,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.804648887609837,
+          "average distance to final point": 0.04876896947231228,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02380837212049099,
+          "min movement": 0.14500122333351942
+        },
+        "Rosenbrock": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0207203770095038,
+          "average distance to final point": 0.318444074527128,
+          "convergence": 0.3461985603731496,
+          "oscillation": 0.001224355962866842,
+          "lucky jump": 0.09090413796436868
+        },
+        "Schaffer 2": {
+          "final loss": 0.9981764510021862,
+          "boundary violation": 0.012328549134442856,
+          "final distance to global minimum": 0.6207753067003166,
+          "average distance to final point": 0.2454337180124861,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.026086839054283762,
+          "min movement": 0.13728574747788425
+        },
+        "Schaffer 4": {
+          "final loss": 1.0295479508205498,
+          "boundary violation": 0.07776290512606149,
+          "final distance to global minimum": 0.5448010553284997,
+          "average distance to final point": 0.24507998887131327,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.021947042632588506,
+          "min movement": 0.08964687829956519
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099236785932502,
+          "average distance to final point": 0.02287009803170592,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3122378732838913
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08935760083070082,
+          "average distance to final point": 0.04603462869173304,
+          "convergence": 0.07945966692414834,
+          "oscillation": 0.02890099613942657,
+          "min movement": 0.22529738093052767
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833416164218115,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2029279154467547,
+          "average distance to final point": 0.07544191637708828,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.12916432816208245
+        },
+        "Weierstrass": {
+          "final loss": 0.2222064424913865,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.14198688013303648,
+          "average distance to final point": 0.25004595048451067,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014043640370153076
+        }
+      }
+    },
+    "prodigy": {
+      "error_rates": {
+        "Ackley": 1.6114057920355158,
+        "Cross-in-Tray": 2.484729679709208,
+        "Drop-Wave": 3.1194814823152512,
+        "EggHolder": 1.8479272217336595,
+        "Gramacy & Lee 2D": 2.124758631048537,
+        "Griewank": 3.705097284856035,
+        "Langermann": 2.052311788840273,
+        "Langermann 2": 2.1597948027822187,
+        "Lévy": 1.693194602293217,
+        "Lévy 13": 0.6683066937181737,
+        "MixedMichalewiczSphere": 1.3047981961224346,
+        "Rastrigin": 1.3454788346426394,
+        "Rosenbrock": 1.441371728744743,
+        "Schaffer 2": 2.5978578752077968,
+        "Schaffer 4": 6.76507350041361,
+        "SchwefelSin": 2.3121183260270475,
+        "Shubert": 0.5845119411807602,
+        "Styblinski-Tang": 2.0933785553211757,
+        "Weierstrass": 2.5772594221754592
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.4171086880532737,
+        "Cross-in-Tray": 1.242364839854604,
+        "Drop-Wave": 4.679222223472877,
+        "EggHolder": 1.4783417773869276,
+        "Gramacy & Lee 2D": 5.311896577621342,
+        "Griewank": 5.557645927284053,
+        "Langermann": 2.052311788840273,
+        "Langermann 2": 1.7278358422257751,
+        "Lévy": 1.693194602293217,
+        "Lévy 13": 1.0024600405772606,
+        "MixedMichalewiczSphere": 1.957197294183652,
+        "Rastrigin": 2.018218251963959,
+        "Rosenbrock": 1.441371728744743,
+        "Schaffer 2": 4.676144175374034,
+        "Schaffer 4": 12.177132300744498,
+        "SchwefelSin": 1.849694660821638,
+        "Shubert": 0.5845119411807602,
+        "Styblinski-Tang": 2.5120542663854106,
+        "Weierstrass": 5.1545188443509184
+      },
+      "avg_error_rate": 2.2362555978509344,
+      "weighted_avg_error_rate": 3.133327672176801,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.48451636826279404,
+          "boundary violation": 0.009177882275577974,
+          "final distance to global minimum": 0.3018796262056424,
+          "average distance to final point": 0.17312739519251102,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.037822268515318794,
+          "lucky jump": 0.2553211522335003
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.209204855516596,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5707487581870012,
+          "average distance to final point": 0.14435000929756883,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.019871521757980994,
+          "lucky jump": 0.10375211133068128,
+          "min movement": 0.08724132426920846
+        },
+        "Drop-Wave": {
+          "final loss": 1.520969237291412,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6831976629336471,
+          "average distance to final point": 0.11248545643981542,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05302524435972921,
+          "lucky jump": 0.22347322047348084,
+          "min movement": 0.17676956146699596
+        },
+        "EggHolder": {
+          "final loss": 0.6794528345670907,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.43492509814563923,
+          "average distance to final point": 0.14718651726347054,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03510274577955873,
+          "lucky jump": 0.20169892662772906
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.47065682405813686,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5617768251280008,
+          "average distance to final point": 0.24195795540796328,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04923834514399353,
+          "lucky jump": 0.4515675819602712
+        },
+        "Griewank": {
+          "final loss": 0.3336596000061657,
+          "boundary violation": 1.1062892097852468,
+          "final distance to global minimum": 0.500410002712704,
+          "average distance to final point": 0.2552489694512126,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02663375538028282,
+          "lucky jump": 1.1332946481702522
+        },
+        "Langermann": {
+          "final loss": 0.8445078602616611,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6006055730266464,
+          "average distance to final point": 0.09480351247520767,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027978633862299047,
+          "min movement": 0.1348551098642875
+        },
+        "Langermann 2": {
+          "final loss": 0.5500575596819247,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9085675881077266,
+          "average distance to final point": 0.06288650922889967,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02150748886830354,
+          "min movement": 0.2672145575451928
+        },
+        "Lévy": {
+          "final loss": 0.33629687414413034,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8635909252996619,
+          "average distance to final point": 0.13719105447599544,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006554649023257973
+        },
+        "Lévy 13": {
+          "final loss": 0.01818028207791431,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.13841968238597693,
+          "average distance to final point": 0.23603560849695673,
+          "convergence": 0.250379000772445,
+          "oscillation": 0.025292119984880755
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.023742695937782166,
+          "final distance to global minimum": 0.020395772376292955,
+          "average distance to final point": 0.12932966164112983,
+          "convergence": 0.1916281117119017,
+          "oscillation": 0.02312003913535325,
+          "lucky jump": 0.9165819153199747
+        },
+        "Rastrigin": {
+          "final loss": 0.2523008408389219,
+          "boundary violation": 0.09126543878890866,
+          "final distance to global minimum": 0.450639204546992,
+          "average distance to final point": 0.14291082010668554,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.029338727363546282,
+          "lucky jump": 0.02403034292615743,
+          "min movement": 0.005432360721256017
+        },
+        "Rosenbrock": {
+          "final loss": 0.03425616105849941,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8183058619647814,
+          "average distance to final point": 0.21827489390044658,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0007715422208098945,
+          "min movement": 0.020202170250034596
+        },
+        "Schaffer 2": {
+          "final loss": 1.1079822034116418,
+          "boundary violation": 0.03719072286453248,
+          "final distance to global minimum": 0.7828716512431243,
+          "average distance to final point": 0.1796375634491399,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.019527838827851533,
+          "min movement": 0.12108679606133557
+        },
+        "Schaffer 4": {
+          "final loss": 0.8943691030656618,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9916245352419433,
+          "average distance to final point": 0.10674309440506663,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008449789764216297,
+          "min movement": 0.3853416201411784,
+          "final proximity": 4.028984258445373
+        },
+        "SchwefelSin": {
+          "final loss": 0.9418660023679386,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8182627065053459,
+          "average distance to final point": 0.12866816389787314,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.018751472275623203,
+          "min movement": 0.055008881630095464
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09354039709863261,
+          "average distance to final point": 0.08965931418463192,
+          "convergence": 0.13743389549865445,
+          "oscillation": 0.03109307153658306,
+          "min movement": 0.2327852628622582
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833402684200485,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2033704763868711,
+          "average distance to final point": 0.13122588600562604,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005793418760798549,
+          "min movement": 0.08509364797570325
+        },
+        "Weierstrass": {
+          "final loss": 0.7037854145008274,
+          "boundary violation": 0.2815896596357329,
+          "final distance to global minimum": 0.4014010468338884,
+          "average distance to final point": 0.3382635925242985,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.018337538274473087,
+          "lucky jump": 0.4843210710560671
+        }
+      }
+    },
+    "dadaptadan": {
+      "error_rates": {
+        "Ackley": 2.760381701169245,
+        "Cross-in-Tray": 2.506243573816614,
+        "Drop-Wave": 2.1277413939922365,
+        "EggHolder": 2.4591754578772864,
+        "Gramacy & Lee 2D": 1.8253697126329436,
+        "Griewank": 1.177316830469477,
+        "Langermann": 4.131871607176513,
+        "Langermann 2": 2.180854774362839,
+        "Lévy": 1.7783637492335074,
+        "Lévy 13": 2.0009603880143776,
+        "MixedMichalewiczSphere": 1.7502625239358145,
+        "Rastrigin": 1.5515700283021294,
+        "Rosenbrock": 0.7092630811675107,
+        "Schaffer 2": 11.189482208003906,
+        "Schaffer 4": 10.877241532453944,
+        "SchwefelSin": 2.7334388729722283,
+        "Shubert": 1.440968778259911,
+        "Styblinski-Tang": 2.1750260773382664,
+        "Weierstrass": 4.724259488475784
+      },
+      "weighted_error_rates": {
+        "Ackley": 4.140572551753868,
+        "Cross-in-Tray": 1.253121786908307,
+        "Drop-Wave": 3.1916120909883547,
+        "EggHolder": 1.9673403663018292,
+        "Gramacy & Lee 2D": 4.563424281582359,
+        "Griewank": 1.7659752457042155,
+        "Langermann": 4.131871607176513,
+        "Langermann 2": 1.7446838194902712,
+        "Lévy": 1.7783637492335074,
+        "Lévy 13": 3.0014405820215666,
+        "MixedMichalewiczSphere": 2.6253937859037215,
+        "Rastrigin": 2.327355042453194,
+        "Rosenbrock": 0.7092630811675107,
+        "Schaffer 2": 20.14106797440703,
+        "Schaffer 4": 19.579034758417098,
+        "SchwefelSin": 2.186751098377783,
+        "Shubert": 1.440968778259911,
+        "Styblinski-Tang": 2.6100312928059197,
+        "Weierstrass": 9.448518976951569
+      },
+      "avg_error_rate": 3.163146935771291,
+      "weighted_avg_error_rate": 4.663515308942344,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.1252158564789332,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7398760060234995,
+          "average distance to final point": 0.09311026276432777,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09782069084746498,
+          "lucky jump": 0.14651921548775546,
+          "min movement": 0.20827857021709317
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.2507119634912294,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5972759971503182,
+          "average distance to final point": 0.08982776875459064,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.025728970363541367,
+          "lucky jump": 0.04461159541666823,
+          "min movement": 0.1485261792900945
+        },
+        "Drop-Wave": {
+          "final loss": 0.24625133522381798,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.05301579625960937,
+          "average distance to final point": 0.12565036519829248,
+          "convergence": 0.1401640786499874,
+          "oscillation": 0.07834358371608797,
+          "lucky jump": 1.4843162349444414
+        },
+        "EggHolder": {
+          "final loss": 0.9449848487534686,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6528451082059813,
+          "average distance to final point": 0.0746920448955396,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09393727240469714,
+          "lucky jump": 0.10773706379551737,
+          "min movement": 0.23541802047191163
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.2757074297683377,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.27979455825290217,
+          "average distance to final point": 0.32610731683685745,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06904951137954699,
+          "lucky jump": 0.525149797045128
+        },
+        "Griewank": {
+          "final loss": 0.1736282107062254,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.33671160180744325,
+          "average distance to final point": 0.28992758363029164,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027488334975345526
+        },
+        "Langermann": {
+          "final loss": 0.9009610636732597,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.092619986003123,
+          "average distance to final point": 0.05186549157982314,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07506766073429139,
+          "lucky jump": 1.3857664888274928,
+          "min movement": 0.27602981700835216
+        },
+        "Langermann 2": {
+          "final loss": 0.5702704657684141,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8965006129171224,
+          "average distance to final point": 0.06948552717601282,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04337801672444171,
+          "min movement": 0.25165905242667663
+        },
+        "Lévy": {
+          "final loss": 0.3363017975340333,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636205383400269,
+          "average distance to final point": 0.2081093767339967,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020770937275279015
+        },
+        "Lévy 13": {
+          "final loss": 0.5350522131380203,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.821853937220115,
+          "average distance to final point": 0.25500926458496886,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0394838737211024
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.6342999853566113,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5322393057191438,
+          "average distance to final point": 0.11960231174326456,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04376522435603714,
+          "min movement": 0.07079459741058663
+        },
+        "Rastrigin": {
+          "final loss": 0.2801497655284557,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4252965367703539,
+          "average distance to final point": 0.15104551972646177,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09051360679171727,
+          "lucky jump": 0.20754531441974505,
+          "min movement": 0.04745818571522481
+        },
+        "Rosenbrock": {
+          "final loss": 0.0,
+          "boundary violation": 0.0031997794175636293,
+          "final distance to global minimum": 0.01565054933888886,
+          "average distance to final point": 0.3432509584949782,
+          "convergence": 0.34716179391608004,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 1.12712298942914,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9964354666467964,
+          "average distance to final point": 0.0034529635293603068,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0008783158341524547,
+          "min movement": 0.4371503781277613,
+          "final proximity": 8.274880995086525
+        },
+        "Schaffer 4": {
+          "final loss": 0.8142669035500554,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.991865159476528,
+          "average distance to final point": 0.003240456751222415,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0005276304462617192,
+          "min movement": 0.43721111040472604,
+          "final proximity": 8.28056917247498
+        },
+        "SchwefelSin": {
+          "final loss": 0.8850973866873046,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099059482597133,
+          "average distance to final point": 0.06578211741521181,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.032058543446254424,
+          "lucky jump": 0.0005078138306625065,
+          "min movement": 0.3013724296454904
+        },
+        "Shubert": {
+          "final loss": 0.08455867079064164,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09206480743028933,
+          "average distance to final point": 0.052027907953352624,
+          "convergence": 0.07945966692414834,
+          "oscillation": 0.03328007528520745,
+          "lucky jump": 0.859549074083638,
+          "min movement": 0.2400285757926336
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3206130080152806,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1924947848820509,
+          "average distance to final point": 0.16750382163198274,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00393473178431937,
+          "min movement": 0.1409186316744611
+        },
+        "Weierstrass": {
+          "final loss": 1.3744468582233265,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0007106903188263,
+          "average distance to final point": 0.10607511506349027,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01474390859833784,
+          "min movement": 0.35390835619688843,
+          "final proximity": 1.524813460724744
+        }
+      }
+    },
+    "adabound": {
+      "error_rates": {
+        "Ackley": 1.6295496103866067,
+        "Cross-in-Tray": 2.586329094642124,
+        "Drop-Wave": 2.305273890820419,
+        "EggHolder": 2.499946254619866,
+        "Gramacy & Lee 2D": 1.802200588765434,
+        "Griewank": 5.613667017485513,
+        "Langermann": 2.038477422771715,
+        "Langermann 2": 2.627286816731744,
+        "Lévy": 2.192035196606592,
+        "Lévy 13": 0.2991996148450192,
+        "MixedMichalewiczSphere": 0.3588265585443191,
+        "Rastrigin": 1.0130274736855707,
+        "Rosenbrock": 1.676072129236332,
+        "Schaffer 2": 1.659380760852124,
+        "Schaffer 4": 1.0401655889768135,
+        "SchwefelSin": 2.6742026251685567,
+        "Shubert": 0.4330141390938394,
+        "Styblinski-Tang": 2.0456547346041476,
+        "Weierstrass": 1.0975070308486772
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.44432441557991,
+        "Cross-in-Tray": 1.293164547321062,
+        "Drop-Wave": 3.4579108362306283,
+        "EggHolder": 1.999957003695893,
+        "Gramacy & Lee 2D": 4.505501471913585,
+        "Griewank": 8.42050052622827,
+        "Langermann": 2.038477422771715,
+        "Langermann 2": 2.101829453385395,
+        "Lévy": 2.192035196606592,
+        "Lévy 13": 0.44879942226752884,
+        "MixedMichalewiczSphere": 0.5382398378164787,
+        "Rastrigin": 1.519541210528356,
+        "Rosenbrock": 1.676072129236332,
+        "Schaffer 2": 2.9868853695338236,
+        "Schaffer 4": 1.8722980601582644,
+        "SchwefelSin": 2.1393621001348455,
+        "Shubert": 0.4330141390938394,
+        "Styblinski-Tang": 2.454785681524977,
+        "Weierstrass": 2.1950140616973544
+      },
+      "avg_error_rate": 1.8732535025623902,
+      "weighted_avg_error_rate": 2.353563836090782,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.6808323117327211,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.43639452216368246,
+          "average distance to final point": 0.0866314182217783,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027253107887803985,
+          "min movement": 0.04887715103044978
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.3901397497686987,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7002617028215166,
+          "average distance to final point": 0.11571085363919122,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014030282078862531,
+          "min movement": 0.01662540698368405
+        },
+        "Drop-Wave": {
+          "final loss": 1.1925969814642776,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4957325142210724,
+          "average distance to final point": 0.09479754542447616,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04110474554461123,
+          "lucky jump": 0.0792029836218086,
+          "min movement": 0.05227802119400177
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778453533455836,
+          "average distance to final point": 0.04326383478446195,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0006487730999418671,
+          "min movement": 0.2889724183805023
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5052437816072423,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7823214558830924,
+          "average distance to final point": 0.07798281773946661,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.026061821186190322,
+          "lucky jump": 0.06045747707030122,
+          "min movement": 0.0005721359289698739
+        },
+        "Griewank": {
+          "final loss": 1.1058210602017018,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9369635033333659,
+          "average distance to final point": 0.05068130156722473,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00046024879533159915,
+          "min movement": 0.371770349850789,
+          "final proximity": 2.7984094543869285
+        },
+        "Langermann": {
+          "final loss": 0.7666970855938978,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7549252184188235,
+          "average distance to final point": 0.06425148783307681,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.013797902823103267,
+          "min movement": 0.08924462875264183
+        },
+        "Langermann 2": {
+          "final loss": 0.9066665142976892,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0324002310948068,
+          "average distance to final point": 0.05408098029001031,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.017995673842951188,
+          "min movement": 0.26658231785611486
+        },
+        "Lévy": {
+          "final loss": 0.3649158594855593,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9066086373247801,
+          "average distance to final point": 0.07209828313466014,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.002271963365506266,
+          "lucky jump": 0.3044287802842894,
+          "min movement": 0.1921505736616259
+        },
+        "Lévy 13": {
+          "final loss": 0.00284277692880566,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.055629466768952376,
+          "average distance to final point": 0.09787913871224431,
+          "convergence": 0.14284823243501688,
+          "oscillation": 0.0
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 8.507906918367339e-5,
+          "final distance to global minimum": 0.020530157081716734,
+          "average distance to final point": 0.11644440713081436,
+          "convergence": 0.21143744151969132,
+          "oscillation": 0.010329473742913068
+        },
+        "Rastrigin": {
+          "final loss": 0.1641432111781097,
+          "boundary violation": 0.014589835802688248,
+          "final distance to global minimum": 0.3599802567647342,
+          "average distance to final point": 0.11690822112353903,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007844849466328062
+        },
+        "Rosenbrock": {
+          "final loss": 0.04684162510134995,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9868749699466469,
+          "average distance to final point": 0.07921905667747452,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2135753781606895
+        },
+        "Schaffer 2": {
+          "final loss": 0.01524323572997537,
+          "boundary violation": 1.103681152144582,
+          "final distance to global minimum": 0.06470253482589096,
+          "average distance to final point": 0.2414715273984487,
+          "convergence": 0.2238844953645635,
+          "oscillation": 0.010397815388663509
+        },
+        "Schaffer 4": {
+          "final loss": 0.0,
+          "boundary violation": 0.39060153807580433,
+          "final distance to global minimum": 0.08507740102116984,
+          "average distance to final point": 0.2810914022169628,
+          "convergence": 0.2635211521390788,
+          "oscillation": 0.01987409552379775
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992299233758085,
+          "average distance to final point": 0.039235965264266585,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.301849346109011
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08618057799099031,
+          "average distance to final point": 0.044162650007177694,
+          "convergence": 0.07480745211179994,
+          "oscillation": 0.024895638571293573,
+          "min movement": 0.20296782041257788
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.203158958052383,
+          "average distance to final point": 0.06691354623682093,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.10768790067016185
+        },
+        "Weierstrass": {
+          "final loss": 0.28493469422147066,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.16853076993389055,
+          "average distance to final point": 0.2812873340157347,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.013193133327409918
+        }
+      }
+    },
+    "shampoo": {
+      "error_rates": {
+        "Ackley": 2.833382206102148,
+        "Cross-in-Tray": 3.405370177179909,
+        "Drop-Wave": 3.6627615716127213,
+        "EggHolder": 2.8869367449970254,
+        "Gramacy & Lee 2D": 2.5462021881531243,
+        "Griewank": 2.3521234576724734,
+        "Langermann": 2.8348253187944956,
+        "Langermann 2": 2.725722867988663,
+        "Lévy": 5.799356549181732,
+        "Lévy 13": 2.8705287617952013,
+        "MixedMichalewiczSphere": 3.511175981026534,
+        "Rastrigin": 2.4658968235766436,
+        "Rosenbrock": 184.32638473270276,
+        "Schaffer 2": 2.548657691822135,
+        "Schaffer 4": 2.3041620828429945,
+        "SchwefelSin": 2.8759389341788553,
+        "Shubert": 2.656818593806422,
+        "Styblinski-Tang": 200.08213390645133,
+        "Weierstrass": 3.0433645331038974
+      },
+      "weighted_error_rates": {
+        "Ackley": 4.250073309153223,
+        "Cross-in-Tray": 1.7026850885899545,
+        "Drop-Wave": 5.494142357419082,
+        "EggHolder": 2.3095493959976205,
+        "Gramacy & Lee 2D": 6.365505470382811,
+        "Griewank": 3.5281851865087104,
+        "Langermann": 2.8348253187944956,
+        "Langermann 2": 2.1805782943909304,
+        "Lévy": 5.799356549181732,
+        "Lévy 13": 4.305793142692802,
+        "MixedMichalewiczSphere": 5.266763971539801,
+        "Rastrigin": 3.6988452353649652,
+        "Rosenbrock": 184.32638473270276,
+        "Schaffer 2": 4.587583845279843,
+        "Schaffer 4": 4.14749174911739,
+        "SchwefelSin": 2.3007511473430844,
+        "Shubert": 2.656818593806422,
+        "Styblinski-Tang": 240.09856068774158,
+        "Weierstrass": 6.086729066207795
+      },
+      "avg_error_rate": 22.933249638052057,
+      "weighted_avg_error_rate": 25.891611744327108,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.9700507133151637,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6471375754740107,
+          "average distance to final point": 0.036931018143327096,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.041976253630584576,
+          "lucky jump": 0.6210035543010843,
+          "min movement": 0.16672199188780623
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.6772171307487527,
+          "boundary violation": 5.079360751418967e-5,
+          "final distance to global minimum": 1.0340244950372746,
+          "average distance to final point": 0.022461707874098905,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004613443977643261,
+          "min movement": 0.31744150658445464
+        },
+        "Drop-Wave": {
+          "final loss": 1.7045084549698493,
+          "boundary violation": 0.008507632301215973,
+          "final position out-of-bounds": 0.16115193529170277,
+          "final distance to global minimum": 0.9858178986367653,
+          "average distance to final point": 0.019665515621087527,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02130576359408475,
+          "lucky jump": 0.09814689052292284,
+          "min movement": 0.31409638132492196
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778455266216457,
+          "average distance to final point": 0.02845294588144204,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03281915838772002,
+          "lucky jump": 0.37013340521127974,
+          "min movement": 0.2884698338855618
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.6390403877345937,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1776800125148148,
+          "average distance to final point": 0.04064604421725281,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006626087799036085,
+          "min movement": 0.3326485565372555
+        },
+        "Griewank": {
+          "final loss": 0.7333107626652023,
+          "boundary violation": 0.03220136561039416,
+          "final distance to global minimum": 0.764123606186587,
+          "average distance to final point": 0.05883910635656077,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04423935035303668,
+          "lucky jump": 0.1629239682732921,
+          "min movement": 0.20692419887722924
+        },
+        "Langermann": {
+          "final loss": 1.0667833007622511,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9062834329785671,
+          "average distance to final point": 0.027472757262249577,
+          "convergence": 0.34956109935017127,
+          "oscillation": 7.295475463148864e-5,
+          "lucky jump": 0.1673574038306832,
+          "min movement": 0.31729436985594184
+        },
+        "Langermann 2": {
+          "final loss": 0.9747262789964115,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.045168362994943,
+          "average distance to final point": 0.021212533492416943,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011227119333754596,
+          "min movement": 0.32382747382096516
+        },
+        "Lévy": {
+          "final loss": 1.0857737739051223,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1269767227433949,
+          "average distance to final point": 0.021289438584456016,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0018244918811393162,
+          "lucky jump": 0.13960064635430391,
+          "min movement": 0.3714007811465945,
+          "final proximity": 2.702929595216549
+        },
+        "Lévy 13": {
+          "final loss": 1.1014153049972841,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9904902267934973,
+          "average distance to final point": 0.025044694350632134,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0010873157376248667,
+          "lucky jump": 0.10217304282354484,
+          "min movement": 0.30075707774244687
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 1.1901952417064983,
+          "boundary violation": 0.003509060745065482,
+          "final position out-of-bounds": 0.6743226023635683,
+          "final distance to global minimum": 0.9087154129556595,
+          "average distance to final point": 0.01958784112736876,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.029895725789584247,
+          "min movement": 0.3353889969886184
+        },
+        "Rastrigin": {
+          "final loss": 0.733051818378179,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7793191636700483,
+          "average distance to final point": 0.03178190837033184,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04422390132348805,
+          "lucky jump": 0.2669168915670009,
+          "min movement": 0.2610420409174244
+        },
+        "Rosenbrock": {
+          "final loss": 0.003222830916232415,
+          "boundary violation": 30.74974518387462,
+          "final distance to global minimum": 0.3468651014709358,
+          "average distance to final point": 0.09962505010961753,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004084678275522543,
+          "lucky jump": 152.77328078870568
+        },
+        "Schaffer 2": {
+          "final loss": 1.0432123989847093,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7735279163401356,
+          "average distance to final point": 0.08452923445504301,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020912824128779206,
+          "lucky jump": 0.029823616002146204,
+          "min movement": 0.24709060256115084
+        },
+        "Schaffer 4": {
+          "final loss": 0.757694754344055,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7733005607475362,
+          "average distance to final point": 0.0836643684177511,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01417252357189201,
+          "lucky jump": 0.07461675427479027,
+          "min movement": 0.251152022136799
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099236785932502,
+          "average distance to final point": 0.019481168965067023,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014259475232211464,
+          "lucky jump": 0.19267025832721926,
+          "min movement": 0.3164038553023851
+        },
+        "Shubert": {
+          "final loss": 1.0791614357783694,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.45433170800669764,
+          "average distance to final point": 0.015163027597179798,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.023949550768259293,
+          "lucky jump": 0.39340521573008796,
+          "min movement": 0.3412465565756569
+        },
+        "Styblinski-Tang": {
+          "final loss": 7.158903288951619,
+          "boundary violation": 12.135952181292337,
+          "final position out-of-bounds": 40.42637235533583,
+          "final distance to global minimum": 1.2626448460435111,
+          "average distance to final point": 0.1299077181624599,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008666303878877898,
+          "lucky jump": 138.61012611343654
+        },
+        "Weierstrass": {
+          "final loss": 1.3139431836205364,
+          "boundary violation": 0.006334423854151772,
+          "final distance to global minimum": 0.9903429273544849,
+          "average distance to final point": 0.03393034836084296,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020098922496760274,
+          "min movement": 0.3291536280669498
+        }
+      }
+    },
+    "adanorm": {
+      "error_rates": {
+        "Ackley": 1.4745546408658923,
+        "Cross-in-Tray": 2.4089977408209484,
+        "Drop-Wave": 1.6278220800821481,
+        "EggHolder": 2.504818495067681,
+        "Gramacy & Lee 2D": 1.8137616091383497,
+        "Griewank": 0.684020861109935,
+        "Langermann": 1.3451077929367745,
+        "Langermann 2": 2.9057906272119682,
+        "Lévy": 1.9351154395943713,
+        "Lévy 13": 0.314329709116793,
+        "MixedMichalewiczSphere": 0.39136253224288226,
+        "Rastrigin": 1.0203565640646126,
+        "Rosenbrock": 1.2476988334045018,
+        "Schaffer 2": 1.182130295828967,
+        "Schaffer 4": 1.4856451939203008,
+        "SchwefelSin": 2.6606156813325783,
+        "Shubert": 0.4229726467252534,
+        "Styblinski-Tang": 2.0506692711192143,
+        "Weierstrass": 1.112356064111741
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.2118319612988384,
+        "Cross-in-Tray": 1.2044988704104742,
+        "Drop-Wave": 2.441733120123222,
+        "EggHolder": 2.003854796054145,
+        "Gramacy & Lee 2D": 4.534404022845874,
+        "Griewank": 1.0260312916649026,
+        "Langermann": 1.3451077929367745,
+        "Langermann 2": 2.3246325017695746,
+        "Lévy": 1.9351154395943713,
+        "Lévy 13": 0.4714945636751895,
+        "MixedMichalewiczSphere": 0.5870437983643234,
+        "Rastrigin": 1.530534846096919,
+        "Rosenbrock": 1.2476988334045018,
+        "Schaffer 2": 2.1278345324921406,
+        "Schaffer 4": 2.6741613490565417,
+        "SchwefelSin": 2.1284925450660626,
+        "Shubert": 0.4229726467252534,
+        "Styblinski-Tang": 2.460803125343057,
+        "Weierstrass": 2.224712128223482
+      },
+      "avg_error_rate": 1.5046382146681534,
+      "weighted_avg_error_rate": 1.8369977981655605,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.6021052724516043,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3824164112707642,
+          "average distance to final point": 0.09016433701487049,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0372920008308875,
+          "min movement": 0.01301551994759446
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.2728973332218523,
+          "boundary violation": 0.00010581537231651944,
+          "final distance to global minimum": 0.6157214991225406,
+          "average distance to final point": 0.16105245720136468,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.009659536552703402
+        },
+        "Drop-Wave": {
+          "final loss": 0.6997596653133857,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.337126299644205,
+          "average distance to final point": 0.11421521454613953,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04711413097526027,
+          "lucky jump": 0.08004567025298637
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778543203516031,
+          "average distance to final point": 0.04400152019310574,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011771984363891444,
+          "min movement": 0.2819747951497045
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5052402984493661,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7823967517467494,
+          "average distance to final point": 0.0775071940113603,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.023874287235726134,
+          "lucky jump": 0.06866387380626285,
+          "min movement": 0.006518104538713852
+        },
+        "Griewank": {
+          "final loss": 0.11400479884103305,
+          "boundary violation": 0.001154926257857246,
+          "final distance to global minimum": 0.16832498562729292,
+          "average distance to final point": 0.20964125809196785,
+          "convergence": 0.18158897370651,
+          "oscillation": 0.009305918585274015
+        },
+        "Langermann": {
+          "final loss": 0.07034325744962709,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.33873999999257576,
+          "average distance to final point": 0.10145278056838845,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.028400300452700807,
+          "lucky jump": 0.456610355123311
+        },
+        "Langermann 2": {
+          "final loss": 1.0665115786833002,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.104177733625798,
+          "average distance to final point": 0.0514467093198021,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.023055004364602696,
+          "min movement": 0.3110385018682942
+        },
+        "Lévy": {
+          "final loss": 0.33629672138891276,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636107909992397,
+          "average distance to final point": 0.10332800607174744,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006864455159217691,
+          "lucky jump": 0.27545436662508255
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.016828161735793285,
+          "average distance to final point": 0.10376948980164494,
+          "convergence": 0.16053030094297244,
+          "oscillation": 0.033201756636382314
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.004543052160763938,
+          "final distance to global minimum": 0.01606143021704717,
+          "average distance to final point": 0.14863902188732955,
+          "convergence": 0.2095273049389239,
+          "oscillation": 0.012591723038817684
+        },
+        "Rastrigin": {
+          "final loss": 0.1641426312733724,
+          "boundary violation": 0.005964558960660365,
+          "final distance to global minimum": 0.36004702494441226,
+          "average distance to final point": 0.11352750183247304,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02711374770352324
+        },
+        "Rosenbrock": {
+          "final loss": 0.010970600625522095,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5760304778105887,
+          "average distance to final point": 0.3111366556182198,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.023699804098791598,
+          "boundary violation": 0.5536376794428635,
+          "final distance to global minimum": 0.0809752793658471,
+          "average distance to final point": 0.23640115361060055,
+          "convergence": 0.268256900533944,
+          "oscillation": 0.019159478776920272
+        },
+        "Schaffer 4": {
+          "final loss": 0.2859712376440847,
+          "boundary violation": 0.18315493050555995,
+          "final distance to global minimum": 0.3315085619928666,
+          "average distance to final point": 0.31766589716431487,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.017783467263303408
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843263403433406,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992461512679585,
+          "average distance to final point": 0.03412367569305516,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0007261174022188334,
+          "min movement": 0.29263229727583395
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08615940592132189,
+          "average distance to final point": 0.0421501605029005,
+          "convergence": 0.07480745211179994,
+          "oscillation": 0.020806768026951403,
+          "min movement": 0.19904886016227968
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031234519933243,
+          "average distance to final point": 0.06958766899141745,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0029212273039265707,
+          "min movement": 0.10714259318576379
+        },
+        "Weierstrass": {
+          "final loss": 0.2913234815250309,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.20866288185532023,
+          "average distance to final point": 0.25190822646564254,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010900374915576036
+        }
+      }
+    },
+    "qhadam": {
+      "error_rates": {
+        "Ackley": 0.3387112380566911,
+        "Cross-in-Tray": 2.888228278877859,
+        "Drop-Wave": 4.663723297618599,
+        "EggHolder": 5.235961566662754,
+        "Gramacy & Lee 2D": 2.1390313450559044,
+        "Griewank": 7.538529685867741,
+        "Langermann": 2.021400402417485,
+        "Langermann 2": 2.949403498769564,
+        "Lévy": 2.9553038555115227,
+        "Lévy 13": Infinity,
+        "MixedMichalewiczSphere": 1.673478641234698,
+        "Rastrigin": 2.318989395744788,
+        "Rosenbrock": 1.751890048425058,
+        "Schaffer 2": 457.8589974679072,
+        "Schaffer 4": 486.87334310716983,
+        "SchwefelSin": 2.6935331808298564,
+        "Shubert": 1.6068407237026505,
+        "Styblinski-Tang": 2.1329013674255926,
+        "Weierstrass": Infinity
+      },
+      "weighted_error_rates": {
+        "Ackley": 0.5080668570850366,
+        "Cross-in-Tray": 1.4441141394389294,
+        "Drop-Wave": 6.995584946427899,
+        "EggHolder": 4.188769253330203,
+        "Gramacy & Lee 2D": 5.347578362639761,
+        "Griewank": 11.307794528801612,
+        "Langermann": 2.021400402417485,
+        "Langermann 2": 2.3595227990156515,
+        "Lévy": 2.9553038555115227,
+        "Lévy 13": Infinity,
+        "MixedMichalewiczSphere": 2.510217961852047,
+        "Rastrigin": 3.4784840936171815,
+        "Rosenbrock": 1.751890048425058,
+        "Schaffer 2": 824.146195442233,
+        "Schaffer 4": 876.3720175929058,
+        "SchwefelSin": 2.154826544663885,
+        "Shubert": 1.6068407237026505,
+        "Styblinski-Tang": 2.559481640910711,
+        "Weierstrass": Infinity
+      },
+      "avg_error_rate": Infinity,
+      "weighted_avg_error_rate": Infinity,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.018378216710051576,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.011311096230256027,
+          "average distance to final point": 0.09945567874872907,
+          "convergence": 0.16053030094297244,
+          "oscillation": 0.04903594542468204
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.5427105401770065,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8438775119294628,
+          "average distance to final point": 0.13708079708645174,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014998330334767022
+        },
+        "Drop-Wave": {
+          "final loss": 1.7266180948246674,
+          "boundary violation": 0.012212743242798065,
+          "final position out-of-bounds": 1.1441649564095868,
+          "final distance to global minimum": 1.0752655874270538,
+          "average distance to final point": 0.021052174098136048,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01144510909871108,
+          "min movement": 0.32340353316747494
+        },
+        "EggHolder": {
+          "final loss": 1.1364095869836612,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8344649994045086,
+          "average distance to final point": 0.026487815982223335,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.002421173062070535,
+          "min movement": 0.3547131993590454,
+          "final proximity": 2.5319036925210727
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5421670390615017,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0177140968341072,
+          "average distance to final point": 0.053998957711406524,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.000811872941351101,
+          "min movement": 0.1747782791573665
+        },
+        "Griewank": {
+          "final loss": 1.1717098252330052,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9638620850921309,
+          "average distance to final point": 0.04457604501029596,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0002486101660503932,
+          "min movement": 0.39565558785268373,
+          "final proximity": 4.612916433163403
+        },
+        "Langermann": {
+          "final loss": 0.8211237295362022,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6841336608765475,
+          "average distance to final point": 0.060133219690701845,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.009872150238267903,
+          "min movement": 0.09657654272559467
+        },
+        "Langermann 2": {
+          "final loss": 1.0942933187639623,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1501415833764297,
+          "average distance to final point": 0.025091664988840485,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0009789789859838542,
+          "min movement": 0.3293368533041767
+        },
+        "Lévy": {
+          "final loss": 0.3458601839418284,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8778551623661909,
+          "average distance to final point": 0.07016561515528259,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 1.1456869730907273,
+          "min movement": 0.1661748216073225
+        },
+        "Lévy 13": {
+          "final loss": NaN,
+          "boundary violation": NaN,
+          "final distance to global minimum": NaN,
+          "average distance to final point": NaN,
+          "convergence": 0.34956109935017127,
+          "oscillation": NaN
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.5823255864227641,
+          "boundary violation": 0.0024693712844851582,
+          "final distance to global minimum": 0.5720400659285964,
+          "average distance to final point": 0.08072172293939668,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007823781250120456,
+          "min movement": 0.07853701405916383
+        },
+        "Rastrigin": {
+          "final loss": 0.8600604191718775,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8442811105870142,
+          "average distance to final point": 0.03708473464058521,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0012691315769647598,
+          "min movement": 0.226732900418175
+        },
+        "Rosenbrock": {
+          "final loss": 0.04957977206517846,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0486457625398824,
+          "average distance to final point": 0.02668822214464741,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2774151923251784
+        },
+        "Schaffer 2": {
+          "final loss": 1.1636526055444043,
+          "boundary violation": 161.93968371382394,
+          "final position out-of-bounds": 238.8066521079089,
+          "final distance to global minimum": 2.7840297205810973,
+          "average distance to final point": 0.09975475266700923,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024254976130105473,
+          "lucky jump": 52.69140849190162
+        },
+        "Schaffer 4": {
+          "final loss": 0.8399284279006001,
+          "boundary violation": 168.98822607093706,
+          "final position out-of-bounds": 231.07933426051903,
+          "final distance to global minimum": 2.629836309781913,
+          "average distance to final point": 0.16021419114784835,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024416924569489077,
+          "lucky jump": 82.8018258229637
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992283086533412,
+          "average distance to final point": 0.04015015606689078,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.32026732569015365
+        },
+        "Shubert": {
+          "final loss": 0.9942081216473461,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.33137539631910257,
+          "average distance to final point": 0.061064047722328874,
+          "convergence": 0.07480745211179994,
+          "oscillation": 0.01609026602665736,
+          "min movement": 0.1292954398754159
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183350072059213,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2027373284312646,
+          "average distance to final point": 0.04992123376910434,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.21234669866913117
+        },
+        "Weierstrass": {
+          "final loss": NaN,
+          "boundary violation": NaN,
+          "final distance to global minimum": NaN,
+          "average distance to final point": NaN,
+          "convergence": 0.34956109935017127,
+          "oscillation": NaN
+        }
+      }
+    },
+    "dadaptlion": {
+      "error_rates": {
+        "Ackley": 2.6078482437682458,
+        "Cross-in-Tray": 10.193022302305666,
+        "Drop-Wave": 2.698086505451237,
+        "EggHolder": 2.856098736319691,
+        "Gramacy & Lee 2D": 2.527098286727244,
+        "Griewank": 2.3445697039950764,
+        "Langermann": 3.0163865858700563,
+        "Langermann 2": 2.613422314632188,
+        "Lévy": 2.124780429078847,
+        "Lévy 13": 1.4105103677950972,
+        "MixedMichalewiczSphere": 2.6822045040964113,
+        "Rastrigin": 2.2003564120205934,
+        "Rosenbrock": 1.969131829168019,
+        "Schaffer 2": 2.8094318022043843,
+        "Schaffer 4": 10.882222404955877,
+        "SchwefelSin": 2.814887616069906,
+        "Shubert": 1.4030698180101822,
+        "Styblinski-Tang": 2.3065083892696916,
+        "Weierstrass": 2.8562305821715657
+      },
+      "weighted_error_rates": {
+        "Ackley": 3.911772365652369,
+        "Cross-in-Tray": 5.096511151152833,
+        "Drop-Wave": 4.0471297581768555,
+        "EggHolder": 2.284878989055753,
+        "Gramacy & Lee 2D": 6.317745716818109,
+        "Griewank": 3.5168545559926145,
+        "Langermann": 3.0163865858700563,
+        "Langermann 2": 2.0907378517057507,
+        "Lévy": 2.124780429078847,
+        "Lévy 13": 2.115765551692646,
+        "MixedMichalewiczSphere": 4.023306756144617,
+        "Rastrigin": 3.3005346180308903,
+        "Rosenbrock": 1.969131829168019,
+        "Schaffer 2": 5.056977243967892,
+        "Schaffer 4": 19.58800032892058,
+        "SchwefelSin": 2.251910092855925,
+        "Shubert": 1.4030698180101822,
+        "Styblinski-Tang": 2.7678100671236296,
+        "Weierstrass": 5.712461164343131
+      },
+      "avg_error_rate": 3.2797824649426306,
+      "weighted_avg_error_rate": 4.241882361776879,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.0985675438037665,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6682871597114393,
+          "average distance to final point": 0.2014027608304014,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13732069048104092,
+          "min movement": 0.1527089895914262
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.6230123596699184,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9342179490030177,
+          "average distance to final point": 0.041844671168607205,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10014228417388747,
+          "min movement": 0.4214059500554729,
+          "final proximity": 6.72283798888459
+        },
+        "Drop-Wave": {
+          "final loss": 1.3457639268967243,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.560733354437779,
+          "average distance to final point": 0.2288194193361019,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.17847760186159325,
+          "min movement": 0.03473110356886702
+        },
+        "EggHolder": {
+          "final loss": 1.140875102328285,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7687460573106847,
+          "average distance to final point": 0.14625480828561085,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.14172458954906866,
+          "min movement": 0.3089370794958708
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5957134092351158,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0722937806024222,
+          "average distance to final point": 0.18221365584221283,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10995818491446972,
+          "min movement": 0.2173581567828519
+        },
+        "Griewank": {
+          "final loss": 0.6467316326652413,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7106057279979654,
+          "average distance to final point": 0.20627149750272064,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.17707745935178593,
+          "lucky jump": 0.09787790821642015,
+          "min movement": 0.15644437891077187
+        },
+        "Langermann": {
+          "final loss": 1.0822070308135898,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9564145826424018,
+          "average distance to final point": 0.14721281087738478,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1392962679880282,
+          "min movement": 0.34169479419848026
+        },
+        "Langermann 2": {
+          "final loss": 0.7646476530078515,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9469749731027801,
+          "average distance to final point": 0.08579203763753325,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13873138175591218,
+          "min movement": 0.3277151697779402
+        },
+        "Lévy": {
+          "final loss": 0.4202624009750182,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8556196892822465,
+          "average distance to final point": 0.3338759320688525,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.16546130740255874
+        },
+        "Lévy 13": {
+          "final loss": 0.18709699301123653,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4606047841110994,
+          "average distance to final point": 0.3524940447035303,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.018066515618825735,
+          "lucky jump": 0.04268693100023407
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 1.029668061153889,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7722762733944535,
+          "average distance to final point": 0.11701471933223834,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.17686115909716088,
+          "min movement": 0.23682319176849828
+        },
+        "Rastrigin": {
+          "final loss": 0.7661145016212273,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6099413768252021,
+          "average distance to final point": 0.21769027619448092,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.14160043099315955,
+          "min movement": 0.11544872703635238
+        },
+        "Rosenbrock": {
+          "final loss": 0.0532555291077456,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1014593508139663,
+          "average distance to final point": 0.12013884683245318,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04768864868346759,
+          "min movement": 0.29702835438021513
+        },
+        "Schaffer 2": {
+          "final loss": 1.0493337497850639,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.778605027636842,
+          "average distance to final point": 0.20811271203794543,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.2255949817089991,
+          "min movement": 0.1982242316853628
+        },
+        "Schaffer 4": {
+          "final loss": 0.8142816832995683,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9919542515381905,
+          "average distance to final point": 0.001052824156735332,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0006683404246526351,
+          "min movement": 0.43727677793971925,
+          "final proximity": 8.28742742824684
+        },
+        "SchwefelSin": {
+          "final loss": 0.8883762329558749,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0997967356925193,
+          "average distance to final point": 0.14919442783943565,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.002112643188781673,
+          "min movement": 0.32584647704312314
+        },
+        "Shubert": {
+          "final loss": 0.5407419917064448,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08777364604372541,
+          "average distance to final point": 0.15463478958389276,
+          "convergence": 0.18955210486664983,
+          "oscillation": 0.19395042187858447,
+          "min movement": 0.2364168639308849
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3236417689444681,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1795646674305038,
+          "average distance to final point": 0.21793220456930987,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0232902983252793,
+          "min movement": 0.21251835064995908
+        },
+        "Weierstrass": {
+          "final loss": 1.0851705416257518,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8252702228128774,
+          "average distance to final point": 0.13894961150102908,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.20663366810657743,
+          "min movement": 0.25064543877515894
+        }
+      }
+    },
+    "adadelta": {
+      "error_rates": {
+        "Ackley": 0.9362603132394269,
+        "Cross-in-Tray": 2.2045283845638686,
+        "Drop-Wave": 3.260886989629342,
+        "EggHolder": 2.5898756311979425,
+        "Gramacy & Lee 2D": 2.163382162659534,
+        "Griewank": 0.738984289261565,
+        "Langermann": 2.067850273860813,
+        "Langermann 2": 2.510190605834867,
+        "Lévy": 2.261884009402984,
+        "Lévy 13": 0.6928475953814279,
+        "MixedMichalewiczSphere": 1.302825025086223,
+        "Rastrigin": 0.8478116372810293,
+        "Rosenbrock": 1.4863691367283927,
+        "Schaffer 2": 2.8472933520913264,
+        "Schaffer 4": 2.6033695553030003,
+        "SchwefelSin": 2.6954119775973244,
+        "Shubert": 1.8272000996077582,
+        "Styblinski-Tang": 2.137701149983011,
+        "Weierstrass": 1.1451587707409718
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.4043904698591403,
+        "Cross-in-Tray": 1.1022641922819343,
+        "Drop-Wave": 4.891330484444014,
+        "EggHolder": 2.071900504958354,
+        "Gramacy & Lee 2D": 5.4084554066488355,
+        "Griewank": 1.1084764338923474,
+        "Langermann": 2.067850273860813,
+        "Langermann 2": 2.0081524846678938,
+        "Lévy": 2.261884009402984,
+        "Lévy 13": 1.0392713930721418,
+        "MixedMichalewiczSphere": 1.9542375376293344,
+        "Rastrigin": 1.2717174559215438,
+        "Rosenbrock": 1.4863691367283927,
+        "Schaffer 2": 5.125128033764388,
+        "Schaffer 4": 4.686065199545401,
+        "SchwefelSin": 2.1563295820778596,
+        "Shubert": 1.8272000996077582,
+        "Styblinski-Tang": 2.5652413799796134,
+        "Weierstrass": 2.2903175414819437
+      },
+      "avg_error_rate": 1.9115700504974111,
+      "weighted_avg_error_rate": 2.4592937694644577,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.15824028146078944,
+          "boundary violation": 0.07902570402639515,
+          "final distance to global minimum": 0.05599891855173414,
+          "average distance to final point": 0.2416200323544434,
+          "convergence": 0.29814090931447823,
+          "oscillation": 0.10323446753158658
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.0098599557639996,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4626493419139084,
+          "average distance to final point": 0.16365121986823628,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.061504492054461665,
+          "lucky jump": 0.09924456419784333,
+          "min movement": 0.05805771141524807
+        },
+        "Drop-Wave": {
+          "final loss": 1.5866421463921079,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7423767950124878,
+          "average distance to final point": 0.22553188082879397,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10988271962718815,
+          "min movement": 0.24689234841859312
+        },
+        "EggHolder": {
+          "final loss": 1.0284332988577372,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.711213175052028,
+          "average distance to final point": 0.08757011320735614,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.16354624350037614,
+          "min movement": 0.24955170123027384
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5940614893559858,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8697824107869718,
+          "average distance to final point": 0.22574154089551218,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.12423562227089333
+        },
+        "Griewank": {
+          "final loss": 0.07803678124032133,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08645408809833084,
+          "average distance to final point": 0.22460809291483963,
+          "convergence": 0.30101430837513776,
+          "oscillation": 0.0488710186329354
+        },
+        "Langermann": {
+          "final loss": 0.3307976870983219,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.25439572840907854,
+          "average distance to final point": 0.2999126674814328,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.14114924255464964,
+          "lucky jump": 0.6920338489671589
+        },
+        "Langermann 2": {
+          "final loss": 0.746376075375477,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9875615858486178,
+          "average distance to final point": 0.08365411905782774,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.14576802125894295,
+          "min movement": 0.19726970494383023
+        },
+        "Lévy": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0001590307834995509,
+          "average distance to final point": 0.28620470269069076,
+          "convergence": 0.33265849662159475,
+          "oscillation": 0.13950695597414675,
+          "lucky jump": 1.5033548233330523
+        },
+        "Lévy 13": {
+          "final loss": 0.01940470867875206,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.06730885702471769,
+          "average distance to final point": 0.20664457541280667,
+          "convergence": 0.3164529123725907,
+          "oscillation": 0.0830365418925607
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.5198048162500347,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.21153459110404246,
+          "average distance to final point": 0.1621115476120578,
+          "convergence": 0.24027346441664563,
+          "oscillation": 0.11856357380717424,
+          "lucky jump": 0.05053703189626821
+        },
+        "Rastrigin": {
+          "final loss": 0.07615979029729132,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.061217963801537024,
+          "average distance to final point": 0.25780926474845905,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10306351908357059
+        },
+        "Rosenbrock": {
+          "final loss": 0.02495475309640492,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6543535653705116,
+          "average distance to final point": 0.32678952557663227,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1307101933346726
+        },
+        "Schaffer 2": {
+          "final loss": 1.1049141010387689,
+          "boundary violation": 0.06743727399766099,
+          "final distance to global minimum": 0.9051295355312726,
+          "average distance to final point": 0.14646792377794082,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07355661445854016,
+          "min movement": 0.20022680393697212
+        },
+        "Schaffer 4": {
+          "final loss": 0.810018538518289,
+          "boundary violation": 0.08220879415625383,
+          "final distance to global minimum": 0.9569932702226468,
+          "average distance to final point": 0.1129120379036155,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06533917377558103,
+          "min movement": 0.22633664137644308
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099236785932502,
+          "average distance to final point": 0.029263846715590607,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.33302395452976125
+        },
+        "Shubert": {
+          "final loss": 1.0748853155138438,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.30424645581276766,
+          "average distance to final point": 0.07566256586207415,
+          "convergence": 0.06986856066195289,
+          "oscillation": 0.11938199083405715,
+          "min movement": 0.18315521092306236
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.20314189215954,
+          "average distance to final point": 0.03190861983095897,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.23475630834773004
+        },
+        "Weierstrass": {
+          "final loss": 0.23060273989053245,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1841277189180864,
+          "average distance to final point": 0.29235732845526,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08850988412692173
+        }
+      }
+    },
+    "signsgd": {
+      "error_rates": {
+        "Ackley": 0.7815392179235443,
+        "Cross-in-Tray": 1.3448429037811012,
+        "Drop-Wave": 3.1644118237730683,
+        "EggHolder": 1.5968331179063922,
+        "Gramacy & Lee 2D": 1.5618622419298471,
+        "Griewank": 0.4888975479585605,
+        "Langermann": 1.8334326148208648,
+        "Langermann 2": 3.0012387687132107,
+        "Lévy": 0.4192180642431002,
+        "Lévy 13": 0.5309040363924725,
+        "MixedMichalewiczSphere": 0.7311210804155087,
+        "Rastrigin": 0.4142913696879068,
+        "Rosenbrock": 0.5721024651998913,
+        "Schaffer 2": 1.7727057757947127,
+        "Schaffer 4": 1.1929183193586308,
+        "SchwefelSin": 2.058423545121601,
+        "Shubert": 1.8848850943087503,
+        "Styblinski-Tang": 0.5405242447487075,
+        "Weierstrass": 1.1670492093008842
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.1723088268853163,
+        "Cross-in-Tray": 0.6724214518905506,
+        "Drop-Wave": 4.746617735659602,
+        "EggHolder": 1.2774664943251137,
+        "Gramacy & Lee 2D": 3.904655604824618,
+        "Griewank": 0.7333463219378408,
+        "Langermann": 1.8334326148208648,
+        "Langermann 2": 2.4009910149705687,
+        "Lévy": 0.4192180642431002,
+        "Lévy 13": 0.7963560545887087,
+        "MixedMichalewiczSphere": 1.096681620623263,
+        "Rastrigin": 0.6214370545318602,
+        "Rosenbrock": 0.5721024651998913,
+        "Schaffer 2": 3.190870396430483,
+        "Schaffer 4": 2.1472529748455353,
+        "SchwefelSin": 1.646738836097281,
+        "Shubert": 1.8848850943087503,
+        "Styblinski-Tang": 0.648629093698449,
+        "Weierstrass": 2.3340984186017684
+      },
+      "avg_error_rate": 1.3188000758620397,
+      "weighted_avg_error_rate": 1.689447902025451,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.28466566171898616,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07879142800136628,
+          "average distance to final point": 0.18558724651946262,
+          "convergence": 0.20173665961010276,
+          "oscillation": 0.030758222073626405
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.7608876691054005,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2561503671734582,
+          "average distance to final point": 0.13577269945622053,
+          "convergence": 0.12893894858448918,
+          "oscillation": 0.06309321946153275
+        },
+        "Drop-Wave": {
+          "final loss": 1.6332844764637482,
+          "boundary violation": 0.05405247113550034,
+          "final distance to global minimum": 0.7966260373857956,
+          "average distance to final point": 0.14937372192390044,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1815140175139524
+        },
+        "EggHolder": {
+          "final loss": 0.7200620436196772,
+          "boundary violation": 0.0024567134661907103,
+          "final distance to global minimum": 0.20755172283351683,
+          "average distance to final point": 0.31705030825823644,
+          "convergence": 0.30528480087537885,
+          "oscillation": 0.04442752885339212
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.34055579043542566,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5959267182655711,
+          "average distance to final point": 0.24424028401620523,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.031578349862474056
+        },
+        "Griewank": {
+          "final loss": 0.028703314607683696,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0977794594643258,
+          "average distance to final point": 0.1507852179148218,
+          "convergence": 0.18640150194992341,
+          "oscillation": 0.02522805402180578
+        },
+        "Langermann": {
+          "final loss": 0.8250041933103653,
+          "boundary violation": 0.10269841395651058,
+          "final distance to global minimum": 0.2912193091928709,
+          "average distance to final point": 0.12655579216666335,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13839380684428337
+        },
+        "Langermann 2": {
+          "final loss": 1.0891786667649812,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1569010489083054,
+          "average distance to final point": 0.09116268681629343,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00013219149229036904,
+          "min movement": 0.31430307538116914
+        },
+        "Lévy": {
+          "final loss": 0.002057190211243092,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.04750413147124581,
+          "average distance to final point": 0.14333749574930132,
+          "convergence": 0.18955210486664983,
+          "oscillation": 0.036767141944660194
+        },
+        "Lévy 13": {
+          "final loss": 0.017725257833076997,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.059533970022517146,
+          "average distance to final point": 0.18845377091286636,
+          "convergence": 0.24027346441664563,
+          "oscillation": 0.02491757320736645
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.1906450425954514,
+          "boundary violation": 4.2259489440536034e-8,
+          "final distance to global minimum": 0.1013645103803973,
+          "average distance to final point": 0.16957556830236664,
+          "convergence": 0.23855552776388023,
+          "oscillation": 0.03098038911392369
+        },
+        "Rastrigin": {
+          "final loss": 0.012513314329033312,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.02469551426281569,
+          "average distance to final point": 0.1384691511477341,
+          "convergence": 0.16760892959528875,
+          "oscillation": 0.07100446035303497
+        },
+        "Rosenbrock": {
+          "final loss": 0.016688260949020706,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09982990720574147,
+          "average distance to final point": 0.25867374480401895,
+          "convergence": 0.16113043050089224,
+          "oscillation": 0.03578012174021798
+        },
+        "Schaffer 2": {
+          "final loss": 0.5445987255381696,
+          "boundary violation": 0.5720845645488823,
+          "final distance to global minimum": 0.30299240737528754,
+          "average distance to final point": 0.19087268431884657,
+          "convergence": 0.12569712640261238,
+          "oscillation": 0.03646026761091442
+        },
+        "Schaffer 4": {
+          "final loss": 0.5292766348640039,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2589491027356377,
+          "average distance to final point": 0.18447555126153828,
+          "convergence": 0.1511553843518929,
+          "oscillation": 0.06906164614555788
+        },
+        "SchwefelSin": {
+          "final loss": 0.8254119410027629,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6519746740218502,
+          "average distance to final point": 0.11812822879295994,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1133476019538569
+        },
+        "Shubert": {
+          "final loss": 1.012985237014325,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3192395573572935,
+          "average distance to final point": 0.13494183953448086,
+          "convergence": 0.34956109935017127,
+          "oscillation": 7.321359880097988e-5,
+          "min movement": 0.06808414745367874
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.03030864901216264,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.12501625612076303,
+          "average distance to final point": 0.18326157589847794,
+          "convergence": 0.16760892959528875,
+          "oscillation": 0.0343288341220151
+        },
+        "Weierstrass": {
+          "final loss": 0.37240945802866104,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.22123041172726704,
+          "average distance to final point": 0.15081950651133966,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07302873368344513
+        }
+      }
+    },
+    "qhm": {
+      "error_rates": {
+        "Ackley": 1.0586441080367277,
+        "Cross-in-Tray": 3.516382944964979,
+        "Drop-Wave": 3.3811712642081093,
+        "EggHolder": 2.916435690414805,
+        "Gramacy & Lee 2D": 2.1804321715818866,
+        "Griewank": 1.4139892465641213,
+        "Langermann": 2.7832007812272597,
+        "Langermann 2": 3.0237166425206268,
+        "Lévy": 3.6999596235049452,
+        "Lévy 13": 1.703270491792129,
+        "MixedMichalewiczSphere": 2.0994724249320025,
+        "Rastrigin": 0.7070058247101807,
+        "Rosenbrock": 1.7992341487111818,
+        "Schaffer 2": 2.484197154459414,
+        "Schaffer 4": 2.640024484348724,
+        "SchwefelSin": 2.6913939353036405,
+        "Shubert": 2.204564350589426,
+        "Styblinski-Tang": 2.142117827057017,
+        "Weierstrass": 2.5413250999529113
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.5879661620550916,
+        "Cross-in-Tray": 1.7581914724824894,
+        "Drop-Wave": 5.071756896312164,
+        "EggHolder": 2.3331485523318443,
+        "Gramacy & Lee 2D": 5.451080428954716,
+        "Griewank": 2.120983869846182,
+        "Langermann": 2.7832007812272597,
+        "Langermann 2": 2.4189733140165015,
+        "Lévy": 3.6999596235049452,
+        "Lévy 13": 2.554905737688194,
+        "MixedMichalewiczSphere": 3.1492086373980035,
+        "Rastrigin": 1.060508737065271,
+        "Rosenbrock": 1.7992341487111818,
+        "Schaffer 2": 4.471554878026946,
+        "Schaffer 4": 4.7520440718277035,
+        "SchwefelSin": 2.1531151482429123,
+        "Shubert": 2.204564350589426,
+        "Styblinski-Tang": 2.5705413924684204,
+        "Weierstrass": 5.082650199905823
+      },
+      "avg_error_rate": 2.3677125376252675,
+      "weighted_avg_error_rate": 3.0012414948765826,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.3186948765828411,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0836970282312008,
+          "average distance to final point": 0.26172964213162725,
+          "convergence": 0.29524572459897647,
+          "oscillation": 0.0992768364920821
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.642509715374206,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9755292977846811,
+          "average distance to final point": 0.05079931631482228,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.043086905964892085,
+          "lucky jump": 0.18685776781045788,
+          "min movement": 0.268038842365748
+        },
+        "Drop-Wave": {
+          "final loss": 1.6481935559604528,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8439061526147016,
+          "average distance to final point": 0.07535629898143657,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.14737324297607263,
+          "min movement": 0.31678091432527405
+        },
+        "EggHolder": {
+          "final loss": 1.1669878433785654,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8176642366862648,
+          "average distance to final point": 0.13517473568381133,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.12132662461445427,
+          "min movement": 0.3257211507015382
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.552145262741053,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0004944272493586,
+          "average distance to final point": 0.112018490201099,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.11557129578592922,
+          "min movement": 0.050641596254275306
+        },
+        "Griewank": {
+          "final loss": 0.301142270534161,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.46598763551160177,
+          "average distance to final point": 0.2381116707622149,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02576014547764569,
+          "min movement": 0.033426424928326794
+        },
+        "Langermann": {
+          "final loss": 1.0777785487260567,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8106333896086853,
+          "average distance to final point": 0.1474267276416884,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.11536502497082547,
+          "lucky jump": 0.03612086282058741,
+          "min movement": 0.24631512810924502
+        },
+        "Langermann 2": {
+          "final loss": 1.096799628213054,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1531635917690997,
+          "average distance to final point": 0.03349207880085597,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06257669383204545,
+          "min movement": 0.32812355055540066
+        },
+        "Lévy": {
+          "final loss": 0.6516711201030745,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9962875523791052,
+          "average distance to final point": 0.07600422349010637,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1903980312278128,
+          "lucky jump": 1.106988732442041,
+          "min movement": 0.32904886451263365
+        },
+        "Lévy 13": {
+          "final loss": 0.38759322422143955,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6829757526615357,
+          "average distance to final point": 0.18543293132902933,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09770748422995336
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.7931415516692188,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5392815024635386,
+          "average distance to final point": 0.10924638154629039,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09682109860393778,
+          "lucky jump": 0.09775889464734296,
+          "min movement": 0.11366189665150317
+        },
+        "Rastrigin": {
+          "final loss": 0.1753809584325311,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09405944935462734,
+          "average distance to final point": 0.14297809991975002,
+          "convergence": 0.18320508075688774,
+          "oscillation": 0.11138223624638456
+        },
+        "Rosenbrock": {
+          "final loss": 0.04969449574159924,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0514323774236993,
+          "average distance to final point": 0.037690470860549156,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.31085570533516277
+        },
+        "Schaffer 2": {
+          "final loss": 0.004938500059828923,
+          "boundary violation": 0.4255615215002595,
+          "final distance to global minimum": 0.025423206951509233,
+          "average distance to final point": 0.34044179982333594,
+          "convergence": 0.33556425756788966,
+          "oscillation": 0.10555921474559382,
+          "lucky jump": 1.2467086538109975
+        },
+        "Schaffer 4": {
+          "final loss": 0.8275711189403111,
+          "boundary violation": 0.0002594302697578124,
+          "final distance to global minimum": 1.0054670829297685,
+          "average distance to final point": 0.10851085580740065,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.029267891047289857,
+          "min movement": 0.31938700600402536
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099236785932502,
+          "average distance to final point": 0.02524580442190662,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.33302395452976125
+        },
+        "Shubert": {
+          "final loss": 0.969508756432389,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3312629543959436,
+          "average distance to final point": 0.17963965839254914,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09444645167956821,
+          "min movement": 0.28014543033880507
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031419808138426,
+          "average distance to final point": 0.03632516592736674,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.23475635067102535
+        },
+        "Weierstrass": {
+          "final loss": 1.028714311569968,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7852125037423237,
+          "average distance to final point": 0.17778842605247952,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06647409450670862,
+          "min movement": 0.13357466473125995
+        }
+      }
+    },
+    "adapnm": {
+      "error_rates": {
+        "Ackley": 2.9736854783569804,
+        "Cross-in-Tray": 2.154479493000523,
+        "Drop-Wave": 2.416072576525216,
+        "EggHolder": 2.7356302058522592,
+        "Gramacy & Lee 2D": 2.5478182972769527,
+        "Griewank": 0.6347766838749225,
+        "Langermann": 2.567272718373897,
+        "Langermann 2": 2.1094844098494847,
+        "Lévy": 3.4797883533430443,
+        "Lévy 13": 1.3636351038672636,
+        "MixedMichalewiczSphere": 2.375038171791375,
+        "Rastrigin": 1.6744112311173067,
+        "Rosenbrock": 1.833506616242577,
+        "Schaffer 2": 2.8282262158817386,
+        "Schaffer 4": 2.6252488395680253,
+        "SchwefelSin": 2.694448342898394,
+        "Shubert": 1.8734748468639786,
+        "Styblinski-Tang": 2.1399003736828677,
+        "Weierstrass": 1.4161879169582072
+      },
+      "weighted_error_rates": {
+        "Ackley": 4.460528217535471,
+        "Cross-in-Tray": 1.0772397465002614,
+        "Drop-Wave": 3.6241088647878237,
+        "EggHolder": 2.1885041646818073,
+        "Gramacy & Lee 2D": 6.369545743192382,
+        "Griewank": 0.9521650258123837,
+        "Langermann": 2.567272718373897,
+        "Langermann 2": 1.6875875278795878,
+        "Lévy": 3.4797883533430443,
+        "Lévy 13": 2.0454526558008954,
+        "MixedMichalewiczSphere": 3.5625572576870623,
+        "Rastrigin": 2.51161684667596,
+        "Rosenbrock": 1.833506616242577,
+        "Schaffer 2": 5.09080718858713,
+        "Schaffer 4": 4.725447911222446,
+        "SchwefelSin": 2.155558674318715,
+        "Shubert": 1.8734748468639786,
+        "Styblinski-Tang": 2.5678804484194413,
+        "Weierstrass": 2.8323758339164145
+      },
+      "avg_error_rate": 2.233846625017106,
+      "weighted_avg_error_rate": 2.926600981149541,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.4821971604311231,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.23079001016140624,
+          "average distance to final point": 0.27135401734719367,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.14538968028515972,
+          "lucky jump": 1.4943935107819264
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.9596473665740931,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4089984386853418,
+          "average distance to final point": 0.24229627508670248,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09461364618636611,
+          "lucky jump": 0.09936266711784811
+        },
+        "Drop-Wave": {
+          "final loss": 0.35592405040567743,
+          "boundary violation": 0.005032232052015228,
+          "final distance to global minimum": 0.2306444230274309,
+          "average distance to final point": 0.23494040028713978,
+          "convergence": 0.218939015319192,
+          "oscillation": 0.11646281169106633,
+          "lucky jump": 1.254129643742694
+        },
+        "EggHolder": {
+          "final loss": 1.0724022322275013,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7896979507514277,
+          "average distance to final point": 0.07975234819148792,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.14798120687502386,
+          "min movement": 0.2962353684566471
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5944176351423223,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1403575065042033,
+          "average distance to final point": 0.09996365291947454,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09034753656388257,
+          "min movement": 0.2731708667968985
+        },
+        "Griewank": {
+          "final loss": 0.04105412684125207,
+          "boundary violation": 0.007664153741194824,
+          "final distance to global minimum": 0.08604494357920961,
+          "average distance to final point": 0.1928094223106739,
+          "convergence": 0.24027346441664563,
+          "oscillation": 0.06693057298594643
+        },
+        "Langermann": {
+          "final loss": 0.8037395726961601,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4261949613636984,
+          "average distance to final point": 0.21219086033675846,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.17434101960548998,
+          "lucky jump": 0.6012452050216186
+        },
+        "Langermann 2": {
+          "final loss": 0.5386243640270183,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.444095408150547,
+          "average distance to final point": 0.3137030387721919,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.12535385755336964,
+          "lucky jump": 0.33814664199618655
+        },
+        "Lévy": {
+          "final loss": 0.48100951597912,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8857313435851851,
+          "average distance to final point": 0.21413118944931622,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.23070184500727248,
+          "lucky jump": 1.2823303281984095,
+          "min movement": 0.036323031773569395
+        },
+        "Lévy 13": {
+          "final loss": 0.2783927487824064,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5228712854539485,
+          "average distance to final point": 0.14361293770530634,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06919703257543125
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.9442057199745103,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.660570149242081,
+          "average distance to final point": 0.09424661273288847,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09164785329254574,
+          "min movement": 0.23480673719917822
+        },
+        "Rastrigin": {
+          "final loss": 0.30791734690098577,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.47215128582974675,
+          "average distance to final point": 0.22786578180143896,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.12363978644217946,
+          "lucky jump": 0.14804321181169997,
+          "min movement": 0.04523271898108476
+        },
+        "Rosenbrock": {
+          "final loss": 0.04969788430798848,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0515807071887324,
+          "average distance to final point": 0.10352560646418263,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00406881031262779,
+          "min movement": 0.2750725086188745
+        },
+        "Schaffer 2": {
+          "final loss": 1.0678335627811193,
+          "boundary violation": 0.014137533548268185,
+          "final distance to global minimum": 0.794624862900899,
+          "average distance to final point": 0.19989468713580552,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09321135834217488,
+          "lucky jump": 0.10689399085981661,
+          "min movement": 0.2020691209634838
+        },
+        "Schaffer 4": {
+          "final loss": 0.7750489502507718,
+          "boundary violation": 0.009047031619851357,
+          "final distance to global minimum": 0.8080480701289211,
+          "average distance to final point": 0.18722700710646753,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09031325322162939,
+          "lucky jump": 0.16696825203282042,
+          "min movement": 0.23903517585739226
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992368263004164,
+          "average distance to final point": 0.0384212230304842,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.32290290314802317
+        },
+        "Shubert": {
+          "final loss": 1.050708817708169,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3512416440340995,
+          "average distance to final point": 0.09211751272172308,
+          "convergence": 0.09210938576665825,
+          "oscillation": 0.12211729742287072,
+          "lucky jump": 0.041063176987239824,
+          "min movement": 0.1241170122232182
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833320578543606,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.203133780276971,
+          "average distance to final point": 0.05503891300006862,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0026131744952491505,
+          "min movement": 0.21122020077497178
+        },
+        "Weierstrass": {
+          "final loss": 0.4900947187694667,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.23962410250603414,
+          "average distance to final point": 0.22967846443656145,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08700017144118923,
+          "lucky jump": 0.02022936045478454
+        }
+      }
+    },
+    "dadaptsgd": {
+      "error_rates": {
+        "Ackley": 1.6044076189778298,
+        "Cross-in-Tray": 10.921393459643788,
+        "Drop-Wave": 4.746865824682167,
+        "EggHolder": 2.4496772644735207,
+        "Gramacy & Lee 2D": 2.120266665527479,
+        "Griewank": 11.23591904480221,
+        "Langermann": 9.552053225068247,
+        "Langermann 2": 2.388484220949623,
+        "Lévy": 0.8734184288276138,
+        "Lévy 13": 0.779306928320729,
+        "MixedMichalewiczSphere": 0.6794416975337509,
+        "Rastrigin": 1.9350766021990122,
+        "Rosenbrock": 0.9511986103968686,
+        "Schaffer 2": 2.990244152015925,
+        "Schaffer 4": 8.288975643835624,
+        "SchwefelSin": 2.2158416884107375,
+        "Shubert": 5.972453192970507,
+        "Styblinski-Tang": 2.1013116977569752,
+        "Weierstrass": 1.9868441523867757
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.4066114284667446,
+        "Cross-in-Tray": 5.460696729821894,
+        "Drop-Wave": 7.12029873702325,
+        "EggHolder": 1.9597418115788168,
+        "Gramacy & Lee 2D": 5.300666663818697,
+        "Griewank": 16.853878567203317,
+        "Langermann": 9.552053225068247,
+        "Langermann 2": 1.9107873767596986,
+        "Lévy": 0.8734184288276138,
+        "Lévy 13": 1.1689603924810936,
+        "MixedMichalewiczSphere": 1.0191625463006264,
+        "Rastrigin": 2.9026149032985185,
+        "Rosenbrock": 0.9511986103968686,
+        "Schaffer 2": 5.382439473628665,
+        "Schaffer 4": 14.920156158904122,
+        "SchwefelSin": 1.7726733507285901,
+        "Shubert": 5.972453192970507,
+        "Styblinski-Tang": 2.5215740373083704,
+        "Weierstrass": 3.9736883047735514
+      },
+      "avg_error_rate": 3.883851585198915,
+      "weighted_avg_error_rate": 4.8433196810189045,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.5855407032676869,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2912800076655448,
+          "average distance to final point": 0.33901218116229265,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03901362753213418
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.6057434435808602,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.921714112791924,
+          "average distance to final point": 0.01515794446939866,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.002777759982790954,
+          "min movement": 0.42727435881081705,
+          "final proximity": 7.599164740657826
+        },
+        "Drop-Wave": {
+          "final loss": 1.7266184482745857,
+          "boundary violation": 0.012931855119083133,
+          "final position out-of-bounds": 1.1498294924365389,
+          "final distance to global minimum": 1.0752348230264368,
+          "average distance to final point": 0.0653849603205518,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.044790331467900055,
+          "min movement": 0.32251481468689946
+        },
+        "EggHolder": {
+          "final loss": 0.9726715278346603,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.757313526660357,
+          "average distance to final point": 0.17490361587233147,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04480339406170668,
+          "lucky jump": 0.05405226670471272,
+          "min movement": 0.09637183398958123
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5324079771645044,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.951204108866361,
+          "average distance to final point": 0.22217173777768084,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05174316072364268,
+          "min movement": 0.013178581645118469
+        },
+        "Griewank": {
+          "final loss": 1.273361160849146,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0037658931093016,
+          "average distance to final point": 0.006342501920845797,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.001263051978497489,
+          "min movement": 0.43567609128220974,
+          "final proximity": 8.165949246312039
+        },
+        "Langermann": {
+          "final loss": 1.0630657935885264,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9313096271067784,
+          "average distance to final point": 0.041924170255055127,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05040892796219398,
+          "min movement": 0.4167097729929127,
+          "final proximity": 6.69907383381261
+        },
+        "Langermann 2": {
+          "final loss": 1.0890421963222452,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7023966528394673,
+          "average distance to final point": 0.22127856779544644,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.026205704642293114
+        },
+        "Lévy": {
+          "final loss": 0.00019994071549143627,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.018623072004212884,
+          "average distance to final point": 0.16769681804854017,
+          "convergence": 0.22802737008006194,
+          "oscillation": 0.00807761507321912,
+          "lucky jump": 0.4507936129060882
+        },
+        "Lévy 13": {
+          "final loss": 0.008193528301970728,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.05653537008581392,
+          "average distance to final point": 0.35261630419791234,
+          "convergence": 0.34700139527261553,
+          "oscillation": 0.014960330462416552
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.005372343921217621,
+          "boundary violation": 0.10097296001657807,
+          "final distance to global minimum": 0.03355709790240429,
+          "average distance to final point": 0.2027796317181001,
+          "convergence": 0.250379000772445,
+          "oscillation": 0.02907936450661668,
+          "lucky jump": 0.0573012986963892
+        },
+        "Rastrigin": {
+          "final loss": 0.4505771263905075,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6082584757642159,
+          "average distance to final point": 0.20144765035083992,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.070299798432407,
+          "lucky jump": 0.23574393804829624,
+          "min movement": 0.01918851386257445
+        },
+        "Rosenbrock": {
+          "final loss": 0.0040252901942081365,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.36051549183125603,
+          "average distance to final point": 0.21248622505989,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00248664674044617,
+          "lucky jump": 0.022123857220896905
+        },
+        "Schaffer 2": {
+          "final loss": 1.0571404785966625,
+          "boundary violation": 0.4815445870508844,
+          "final distance to global minimum": 0.7796044952946677,
+          "average distance to final point": 0.2699297646179159,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0215301221380207,
+          "min movement": 0.030933604967602335
+        },
+        "Schaffer 4": {
+          "final loss": 0.879935241047227,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9914137484296204,
+          "average distance to final point": 0.07014644584543855,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007960615703355498,
+          "min movement": 0.4085947668961434,
+          "final proximity": 5.581363726563668
+        },
+        "SchwefelSin": {
+          "final loss": 0.809252648751503,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6599365371217378,
+          "average distance to final point": 0.17647689437851533,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05415992758948084,
+          "lucky jump": 0.16645458121932943
+        },
+        "Shubert": {
+          "final loss": 1.0894888695497942,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.44930495208108623,
+          "average distance to final point": 0.09135686483362163,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.030649314743615437,
+          "min movement": 0.3094392877889378,
+          "final proximity": 3.652652804623281
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833351215001804,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.202970960567141,
+          "average distance to final point": 0.10109919664039253,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.012726707789272223,
+          "min movement": 0.11662022125998031
+        },
+        "Weierstrass": {
+          "final loss": 0.7459607587092049,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5507064008480723,
+          "average distance to final point": 0.3130256888491518,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.012159395781797037,
+          "min movement": 0.015430808848378297
+        }
+      }
+    },
+    "simplifiedademamix": {
+      "error_rates": {
+        "Ackley": 0.9783915684002733,
+        "Cross-in-Tray": 2.6078496751349967,
+        "Drop-Wave": 2.333665697740482,
+        "EggHolder": 2.1771268627053986,
+        "Gramacy & Lee 2D": 1.0566254989764192,
+        "Griewank": 0.6953478910366822,
+        "Langermann": 1.5981392556765954,
+        "Langermann 2": 2.3932096116308084,
+        "Lévy": 1.8811836398071364,
+        "Lévy 13": 0.8873610104274116,
+        "MixedMichalewiczSphere": 1.6066851953384527,
+        "Rastrigin": 0.6560139109378341,
+        "Rosenbrock": 0.6312068702209466,
+        "Schaffer 2": 2.1322931357818966,
+        "Schaffer 4": 1.871760620140049,
+        "SchwefelSin": 2.710391222543276,
+        "Shubert": 0.5675939571836287,
+        "Styblinski-Tang": 1.7236675008547986,
+        "Weierstrass": 1.354793457748714
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.46758735260041,
+        "Cross-in-Tray": 1.3039248375674983,
+        "Drop-Wave": 3.5004985466107232,
+        "EggHolder": 1.7417014901643189,
+        "Gramacy & Lee 2D": 2.6415637474410483,
+        "Griewank": 1.0430218365550232,
+        "Langermann": 1.5981392556765954,
+        "Langermann 2": 1.9145676893046468,
+        "Lévy": 1.8811836398071364,
+        "Lévy 13": 1.3310415156411173,
+        "MixedMichalewiczSphere": 2.410027793007679,
+        "Rastrigin": 0.9840208664067511,
+        "Rosenbrock": 0.6312068702209466,
+        "Schaffer 2": 3.838127644407414,
+        "Schaffer 4": 3.3691691162520883,
+        "SchwefelSin": 2.1683129780346206,
+        "Shubert": 0.5675939571836287,
+        "Styblinski-Tang": 2.0684010010257583,
+        "Weierstrass": 2.709586915497428
+      },
+      "avg_error_rate": 1.571752978015042,
+      "weighted_avg_error_rate": 1.9562987922844648,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.4375682991458929,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.10204172417216552,
+          "average distance to final point": 0.15987689350891218,
+          "convergence": 0.27890465157330263,
+          "oscillation": 0.0
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.3734771226758828,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6773403294852722,
+          "average distance to final point": 0.2030249505214204,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004446173102250172
+        },
+        "Drop-Wave": {
+          "final loss": 1.2247349936038847,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4352705810584723,
+          "average distance to final point": 0.1482117727081633,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.029905145674542343,
+          "lucky jump": 0.14598210534524828
+        },
+        "EggHolder": {
+          "final loss": 0.9075396197462651,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.614224607920063,
+          "average distance to final point": 0.15901775121952624,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.14678378446937285
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.19229911380504852,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0818248205526206,
+          "average distance to final point": 0.11653878157296181,
+          "convergence": 0.12298826232865899,
+          "oscillation": 0.025523081094863637,
+          "lucky jump": 0.5174514396222656
+        },
+        "Griewank": {
+          "final loss": 0.10866144088928821,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.15939210746755877,
+          "average distance to final point": 0.22407794426774055,
+          "convergence": 0.20321639841209466,
+          "oscillation": 0.0
+        },
+        "Langermann": {
+          "final loss": 0.5999996342907238,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5259695591800972,
+          "average distance to final point": 0.07863378281112804,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01687197723964012,
+          "min movement": 0.027103202804834907
+        },
+        "Langermann 2": {
+          "final loss": 1.0674408673623275,
+          "boundary violation": 0.039323758278075056,
+          "final distance to global minimum": 0.6866162004242446,
+          "average distance to final point": 0.2425581812752016,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006511573285298202,
+          "min movement": 0.001197931655490238
+        },
+        "Lévy": {
+          "final loss": 0.45723890046109267,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8413505359112999,
+          "average distance to final point": 0.22102151244659843,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.012011591637974214
+        },
+        "Lévy 13": {
+          "final loss": 0.07893854783804054,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2634616630163293,
+          "average distance to final point": 0.23641064778449347,
+          "convergence": 0.3038664926393006,
+          "oscillation": 0.0046836591492477805
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.6205144998569156,
+          "boundary violation": 0.018485565343905733,
+          "final distance to global minimum": 0.3099540961531889,
+          "average distance to final point": 0.2995649914061157,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008604943228155413
+        },
+        "Rastrigin": {
+          "final loss": 0.09268771421452052,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.06749403018549317,
+          "average distance to final point": 0.17661504099489683,
+          "convergence": 0.31230110626054364,
+          "oscillation": 0.006916019282379975
+        },
+        "Rosenbrock": {
+          "final loss": 0.03751519638861884,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.15272751444863644,
+          "average distance to final point": 0.27696832102223173,
+          "convergence": 0.15565730307524658,
+          "oscillation": 0.008338535286212981
+        },
+        "Schaffer 2": {
+          "final loss": 0.9004183559726476,
+          "boundary violation": 0.02603158163294908,
+          "final distance to global minimum": 0.5555927955376613,
+          "average distance to final point": 0.2740731118267882,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.003314996413957787,
+          "min movement": 0.023301195047721407
+        },
+        "Schaffer 4": {
+          "final loss": 0.6285085884589839,
+          "boundary violation": 0.03189595874457425,
+          "final distance to global minimum": 0.542195832885955,
+          "average distance to final point": 0.3160726795713277,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.003526461129036912
+        },
+        "SchwefelSin": {
+          "final loss": 0.9102294053771386,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.086172358455263,
+          "average distance to final point": 0.08031960070906966,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2841087586516331
+        },
+        "Shubert": {
+          "final loss": 0.12770494282145,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08593111573463642,
+          "average distance to final point": 0.05611568860763774,
+          "convergence": 0.08387188031499483,
+          "oscillation": 0.011704297448964776,
+          "min movement": 0.20226603225594492
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.294098278113273,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8685048280470464,
+          "average distance to final point": 0.20128005359571863,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010181422546871882,
+          "lucky jump": 4.1819201717241815e-5
+        },
+        "Weierstrass": {
+          "final loss": 0.5412439598087685,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.23259862003148102,
+          "average distance to final point": 0.2313897785582932,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        }
+      }
+    },
+    "adafactor": {
+      "error_rates": {
+        "Ackley": 8.788435881385452,
+        "Cross-in-Tray": 10.919197666015439,
+        "Drop-Wave": 10.173779879678781,
+        "EggHolder": 6.253326067066455,
+        "Gramacy & Lee 2D": 2.5754869823380546,
+        "Griewank": 11.234518181515694,
+        "Langermann": 9.984751244036413,
+        "Langermann 2": 9.93538555609864,
+        "Lévy": 5.005799426568728,
+        "Lévy 13": 5.916473231734192,
+        "MixedMichalewiczSphere": 10.640087876357644,
+        "Rastrigin": 9.510087509066116,
+        "Rosenbrock": 1.8660332862137605,
+        "Schaffer 2": 10.113636497720481,
+        "Schaffer 4": 9.898352015058471,
+        "SchwefelSin": 7.7626980309293145,
+        "Shubert": 8.413451955122053,
+        "Styblinski-Tang": 2.4001729176836566,
+        "Weierstrass": 11.129904643339769
+      },
+      "weighted_error_rates": {
+        "Ackley": 13.182653822078176,
+        "Cross-in-Tray": 5.459598833007719,
+        "Drop-Wave": 15.26066981951817,
+        "EggHolder": 5.002660853653165,
+        "Gramacy & Lee 2D": 6.438717455845136,
+        "Griewank": 16.85177727227354,
+        "Langermann": 9.984751244036413,
+        "Langermann 2": 7.948308444878911,
+        "Lévy": 5.005799426568728,
+        "Lévy 13": 8.874709847601288,
+        "MixedMichalewiczSphere": 15.960131814536465,
+        "Rastrigin": 14.265131263599173,
+        "Rosenbrock": 1.8660332862137605,
+        "Schaffer 2": 18.20454569589687,
+        "Schaffer 4": 17.81703362710525,
+        "SchwefelSin": 6.210158424743452,
+        "Shubert": 8.413451955122053,
+        "Styblinski-Tang": 2.880207501220388,
+        "Weierstrass": 22.259809286679538
+      },
+      "avg_error_rate": 8.027451518312057,
+      "weighted_avg_error_rate": 10.625586835504116,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.3290862324958155,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9743020274527128,
+          "average distance to final point": 0.03488570405301166,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.40796188191674104,
+          "final proximity": 5.692638936117
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.6057434435808602,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9217163082507215,
+          "average distance to final point": 0.012990424979990898,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00047645683996056805,
+          "min movement": 0.4297521923226848,
+          "final proximity": 7.59895774069105
+        },
+        "Drop-Wave": {
+          "final loss": 1.7045085260507171,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9858146049290625,
+          "average distance to final point": 0.02006367355117862,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.002991856518400951,
+          "min movement": 0.4183166929617101,
+          "final proximity": 6.692523426317541
+        },
+        "EggHolder": {
+          "final loss": 1.072040087592381,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7734480316658789,
+          "average distance to final point": 0.08636343943109819,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.38350575476083826,
+          "final proximity": 3.5884076542660868
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.6393886742981584,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1795930591814043,
+          "average distance to final point": 0.0867934734069176,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3201506761014029
+        },
+        "Griewank": {
+          "final loss": 1.2733612421153528,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0037660230231613,
+          "average distance to final point": 0.005557222350192895,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00031335709719976685,
+          "min movement": 0.4360189463682763,
+          "final proximity": 8.16594029121134
+        },
+        "Langermann": {
+          "final loss": 1.0542555798553077,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.938601291941446,
+          "average distance to final point": 0.025143699818357183,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0004265550493629533,
+          "min movement": 0.42590703432107874,
+          "final proximity": 7.190855983700689
+        },
+        "Langermann 2": {
+          "final loss": 1.0078845371519953,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0575371898971488,
+          "average distance to final point": 0.020823981483628795,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0013422730545837873,
+          "min movement": 0.4231641506486826,
+          "final proximity": 7.075072324512428
+        },
+        "Lévy": {
+          "final loss": 0.45544947302373395,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.024039212961258,
+          "average distance to final point": 0.08087632917889453,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.37169507424895826,
+          "final proximity": 2.7241782378057113
+        },
+        "Lévy 13": {
+          "final loss": 0.9959271557734009,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0422434884956489,
+          "average distance to final point": 0.08809953977415172,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.37638665982552194,
+          "final proximity": 3.064255288515297
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 1.246157617860001,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9169564133848142,
+          "average distance to final point": 0.011531657918798023,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0013180343850743344,
+          "min movement": 0.4301826293543048,
+          "final proximity": 7.68438042410448
+        },
+        "Rastrigin": {
+          "final loss": 1.1422796478375188,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9716066361737312,
+          "average distance to final point": 0.024037013095205683,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.41887368835425465,
+          "final proximity": 6.603729424255235
+        },
+        "Rosenbrock": {
+          "final loss": 0.051129136989348116,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0876297644968926,
+          "average distance to final point": 0.08331507403494832,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.29439821134240013
+        },
+        "Schaffer 2": {
+          "final loss": 1.1464889251815682,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9963614131748394,
+          "average distance to final point": 0.017029645341337215,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004105572183652858,
+          "min movement": 0.42224512899863736,
+          "final proximity": 7.177844713490276
+        },
+        "Schaffer 4": {
+          "final loss": 0.8172844001247158,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9919440039659356,
+          "average distance to final point": 0.045051493693603735,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004292791220728424,
+          "min movement": 0.42648050192244114,
+          "final proximity": 7.263737724780874
+        },
+        "SchwefelSin": {
+          "final loss": 1.271484290160301,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1285653669141942,
+          "average distance to final point": 0.07067622185504038,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.39599515131584195,
+          "final proximity": 4.5464159013337655
+        },
+        "Shubert": {
+          "final loss": 1.0885220928495662,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5049665934837851,
+          "average distance to final point": 0.042196815030180884,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.4120263428733416,
+          "final proximity": 6.016179011535009
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3650546151567671,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2625067021514096,
+          "average distance to final point": 0.12907662789885302,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2939738731264554
+        },
+        "Weierstrass": {
+          "final loss": 1.5599242365581616,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0410877470791164,
+          "average distance to final point": 0.0365800231443321,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0013121277213912984,
+          "min movement": 0.4316295503199038,
+          "final proximity": 7.709809859166692
+        }
+      }
+    },
+    "adashift": {
+      "error_rates": {
+        "Ackley": 1.2777703978452608,
+        "Cross-in-Tray": 2.5381414837922303,
+        "Drop-Wave": 0.6314304148271997,
+        "EggHolder": 1.8301958910557494,
+        "Gramacy & Lee 2D": 1.7204318419164941,
+        "Griewank": 0.597232772143833,
+        "Langermann": 1.8484226279158786,
+        "Langermann 2": 2.9367086463440386,
+        "Lévy": 0.3592690270559121,
+        "Lévy 13": 0.4203897245429789,
+        "MixedMichalewiczSphere": 0.3821912606234339,
+        "Rastrigin": 0.6662473938923773,
+        "Rosenbrock": 0.4761425440685022,
+        "Schaffer 2": 1.4552877836460052,
+        "Schaffer 4": 0.8499139269785874,
+        "SchwefelSin": 2.2747628936416544,
+        "Shubert": 0.5715801215431876,
+        "Styblinski-Tang": 0.4877341757434057,
+        "Weierstrass": 1.2598791619389602
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.916655596767891,
+        "Cross-in-Tray": 1.2690707418961151,
+        "Drop-Wave": 0.9471456222407997,
+        "EggHolder": 1.4641567128445996,
+        "Gramacy & Lee 2D": 4.301079604791235,
+        "Griewank": 0.8958491582157495,
+        "Langermann": 1.8484226279158786,
+        "Langermann 2": 2.349366917075231,
+        "Lévy": 0.3592690270559121,
+        "Lévy 13": 0.6305845868144684,
+        "MixedMichalewiczSphere": 0.5732868909351508,
+        "Rastrigin": 0.999371090838566,
+        "Rosenbrock": 0.4761425440685022,
+        "Schaffer 2": 2.6195180105628095,
+        "Schaffer 4": 1.5298450685614573,
+        "SchwefelSin": 1.8198103149133236,
+        "Shubert": 0.5715801215431876,
+        "Styblinski-Tang": 0.5852810108920868,
+        "Weierstrass": 2.5197583238779204
+      },
+      "avg_error_rate": 1.1886174783955625,
+      "weighted_avg_error_rate": 1.4566417879900466,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.39274093006661887,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24672277781786078,
+          "average distance to final point": 0.24174236993581288,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04700322067479694
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.3717022728773762,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6897589426761709,
+          "average distance to final point": 0.09886800404963955,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010685776088808396,
+          "min movement": 0.017565388750063818
+        },
+        "Drop-Wave": {
+          "final loss": 0.2583549596879972,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.05425077369056323,
+          "average distance to final point": 0.11563919295905423,
+          "convergence": 0.12298826232865899,
+          "oscillation": 0.08019722616092602
+        },
+        "EggHolder": {
+          "final loss": 0.6794547950458648,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4350409127997192,
+          "average distance to final point": 0.11976967268242476,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05926670362327042,
+          "lucky jump": 0.18710270755429922
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.48437999121755787,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7074124890223136,
+          "average distance to final point": 0.11801140196266133,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06106686036379024
+        },
+        "Griewank": {
+          "final loss": 0.06276298838947403,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.15483164572586366,
+          "average distance to final point": 0.1888621838769153,
+          "convergence": 0.17499790618443667,
+          "oscillation": 0.015778047967143327
+        },
+        "Langermann": {
+          "final loss": 0.8094634132712423,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.47474891284324333,
+          "average distance to final point": 0.07842004583941171,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07291244470852512,
+          "min movement": 0.06331671190328503
+        },
+        "Langermann 2": {
+          "final loss": 1.0779600720627354,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.115527724095235,
+          "average distance to final point": 0.04367224560262332,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.023095495881566154,
+          "min movement": 0.3268920093517072
+        },
+        "Lévy": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.013051652443394032,
+          "average distance to final point": 0.1444807150024153,
+          "convergence": 0.20173665961010276,
+          "oscillation": 0.0
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.011351140834864777,
+          "average distance to final point": 0.1690971650231385,
+          "convergence": 0.22802737008006194,
+          "oscillation": 0.011914048604913685
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.017650775458213322,
+          "average distance to final point": 0.138252882924549,
+          "convergence": 0.20566280106030363,
+          "oscillation": 0.02062480118036791
+        },
+        "Rastrigin": {
+          "final loss": 0.08044646239035218,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24635876904911627,
+          "average distance to final point": 0.14929865974569992,
+          "convergence": 0.12893894858448918,
+          "oscillation": 0.06120455412271977
+        },
+        "Rosenbrock": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.01498176557712001,
+          "average distance to final point": 0.09333860437291425,
+          "convergence": 0.11597006554165615,
+          "oscillation": 0.017224168439501173,
+          "lucky jump": 0.23462794013731064
+        },
+        "Schaffer 2": {
+          "final loss": 0.2596803135990017,
+          "boundary violation": 0.47349700412461737,
+          "final distance to global minimum": 0.07531063331909274,
+          "average distance to final point": 0.31726836638251354,
+          "convergence": 0.3027281292110204,
+          "oscillation": 0.026803337009759516
+        },
+        "Schaffer 4": {
+          "final loss": 0.0355070221211814,
+          "boundary violation": 0.15705147810699635,
+          "final distance to global minimum": 0.1359830007638065,
+          "average distance to final point": 0.2565999711969235,
+          "convergence": 0.2428317958127243,
+          "oscillation": 0.021940658976955317
+        },
+        "SchwefelSin": {
+          "final loss": 0.9418656218806829,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8183087115434673,
+          "average distance to final point": 0.07602338309551689,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008948850984613444,
+          "min movement": 0.08005522678720246
+        },
+        "Shubert": {
+          "final loss": 0.024745488222242183,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09229711311800172,
+          "average distance to final point": 0.0504499303471627,
+          "convergence": 0.09210938576665825,
+          "oscillation": 0.06949581390572933,
+          "min movement": 0.24248239018339343
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.014217235634659046,
+          "average distance to final point": 0.15778158184425173,
+          "convergence": 0.15317045977915544,
+          "oscillation": 0.025713883402753955,
+          "lucky jump": 0.1368510150825856
+        },
+        "Weierstrass": {
+          "final loss": 0.5003983992602099,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2513699318211416,
+          "average distance to final point": 0.26633818539867987,
+          "convergence": 0.22261104439105772,
+          "oscillation": 0.019161601067870983
+        }
+      }
+    },
+    "racs": {
+      "error_rates": {
+        "Ackley": 2.711946832524334,
+        "Cross-in-Tray": 1.6884241658887293,
+        "Drop-Wave": 2.0331517191146475,
+        "EggHolder": 2.9288242449450204,
+        "Gramacy & Lee 2D": 2.407832661192203,
+        "Griewank": 0.8783133674417727,
+        "Langermann": 2.4832609621220327,
+        "Langermann 2": 2.7715874827534153,
+        "Lévy": 2.4923408366412523,
+        "Lévy 13": 0.6959162787237602,
+        "MixedMichalewiczSphere": 2.30642128299033,
+        "Rastrigin": 2.0598315953657202,
+        "Rosenbrock": 1.5441450687130662,
+        "Schaffer 2": 8.047606902723182,
+        "Schaffer 4": 6.998705149258126,
+        "SchwefelSin": 2.6930173668723665,
+        "Shubert": 0.8210795337376665,
+        "Styblinski-Tang": 2.1400659214192626,
+        "Weierstrass": 7.320628993280014
+      },
+      "weighted_error_rates": {
+        "Ackley": 4.067920248786502,
+        "Cross-in-Tray": 0.8442120829443647,
+        "Drop-Wave": 3.0497275786719715,
+        "EggHolder": 2.343059395956016,
+        "Gramacy & Lee 2D": 6.0195816529805075,
+        "Griewank": 1.3174700511626591,
+        "Langermann": 2.4832609621220327,
+        "Langermann 2": 2.2172699862027323,
+        "Lévy": 2.4923408366412523,
+        "Lévy 13": 1.0438744180856403,
+        "MixedMichalewiczSphere": 3.459631924485495,
+        "Rastrigin": 3.0897473930485804,
+        "Rosenbrock": 1.5441450687130662,
+        "Schaffer 2": 14.485692424901726,
+        "Schaffer 4": 12.597669268664626,
+        "SchwefelSin": 2.1544138934978934,
+        "Shubert": 0.8210795337376665,
+        "Styblinski-Tang": 2.568079105703115,
+        "Weierstrass": 14.641257986560028
+      },
+      "avg_error_rate": 2.895952650826679,
+      "weighted_avg_error_rate": 4.275812305940309,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.195176600802764,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7359084842609424,
+          "average distance to final point": 0.06982081657575132,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13274485217038742,
+          "min movement": 0.22873497936431772
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.7896627673465704,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.34860439616537126,
+          "average distance to final point": 0.09603965048744768,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10038901441366205,
+          "min movement": 0.004167238125506699
+        },
+        "Drop-Wave": {
+          "final loss": 0.35366232447545726,
+          "boundary violation": 0.0015343637143612847,
+          "final distance to global minimum": 0.23144030722872574,
+          "average distance to final point": 0.09257980842420922,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0652182934497769,
+          "lucky jump": 0.9391555224719459
+        },
+        "EggHolder": {
+          "final loss": 1.2106230431672858,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7730445199539535,
+          "average distance to final point": 0.08809446472799735,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.16583359538548453,
+          "min movement": 0.3416675223601276
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.577926465900121,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0997808144902874,
+          "average distance to final point": 0.04412694810419112,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05424318953197815,
+          "lucky jump": 0.016600458307788307,
+          "min movement": 0.2655936855076664
+        },
+        "Griewank": {
+          "final loss": 0.10752809020303908,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09768551110930623,
+          "average distance to final point": 0.2785383744023328,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04500029237692328
+        },
+        "Langermann": {
+          "final loss": 0.9633026286726736,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8133343332769221,
+          "average distance to final point": 0.024379131701777332,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027734987828999108,
+          "min movement": 0.3049487812914893
+        },
+        "Langermann 2": {
+          "final loss": 0.9059183447038869,
+          "boundary violation": 0.0019587997476656453,
+          "final distance to global minimum": 0.9667823611304454,
+          "average distance to final point": 0.1604136138507805,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0937016274168135,
+          "min movement": 0.29325163655365216
+        },
+        "Lévy": {
+          "final loss": 0.5749919881779836,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9889905489224311,
+          "average distance to final point": 0.08284579006873304,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.15635927923076606,
+          "min movement": 0.3395921308911675
+        },
+        "Lévy 13": {
+          "final loss": 0.016926367987155487,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.051062981038832604,
+          "average distance to final point": 0.2134625859116329,
+          "convergence": 0.3392350424679376,
+          "oscillation": 0.0693435467172551,
+          "lucky jump": 0.005885754600946573
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.9126753446440447,
+          "boundary violation": 4.97831793181596e-6,
+          "final distance to global minimum": 0.6131396463145478,
+          "average distance to final point": 0.12256821753726421,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10007763713743753,
+          "lucky jump": 0.007072330058114774,
+          "min movement": 0.20132202963081827
+        },
+        "Rastrigin": {
+          "final loss": 0.5733937356619693,
+          "boundary violation": 0.001943429470240564,
+          "final distance to global minimum": 0.5738897276823745,
+          "average distance to final point": 0.20856398617356753,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.14163042283490943,
+          "lucky jump": 0.1179607629926002,
+          "min movement": 0.09288843119988772
+        },
+        "Rosenbrock": {
+          "final loss": 0.0374589993742662,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8049045348553869,
+          "average distance to final point": 0.3001067495055727,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0350604583864486,
+          "min movement": 0.017053227241220402
+        },
+        "Schaffer 2": {
+          "final loss": 1.1590447212973938,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9974075697346999,
+          "average distance to final point": 0.008524318806967366,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011705165272507482,
+          "min movement": 0.40291471503518844,
+          "final proximity": 5.118449313226254
+        },
+        "Schaffer 4": {
+          "final loss": 0.844403787835486,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9942946837445602,
+          "average distance to final point": 0.008290255609969259,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01204721376863243,
+          "min movement": 0.39401970598400315,
+          "final proximity": 4.396088402965304
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992368263004164,
+          "average distance to final point": 0.026869195622718247,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.33302395452976125
+        },
+        "Shubert": {
+          "final loss": 0.32840171812149843,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0437635829367935,
+          "average distance to final point": 0.04768837640207785,
+          "convergence": 0.06986856066195289,
+          "oscillation": 0.09587760265950618,
+          "lucky jump": 0.06435759406551732,
+          "min movement": 0.1711220988903204
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.20314189215954,
+          "average distance to final point": 0.03427339126721018,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.23475630834773004
+        },
+        "Weierstrass": {
+          "final loss": 1.4101364286181346,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9948761702676655,
+          "average distance to final point": 0.036390493972502075,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.013287781119498097,
+          "min movement": 0.38990087273197216,
+          "final proximity": 4.12647614722007
+        }
+      }
+    },
+    "diffgrad": {
+      "error_rates": {
+        "Ackley": 3.1075491372685016,
+        "Cross-in-Tray": 3.068398945773295,
+        "Drop-Wave": 4.153562430405055,
+        "EggHolder": 2.5837027105726236,
+        "Gramacy & Lee 2D": 2.2158297858644707,
+        "Griewank": 0.7826112474490675,
+        "Langermann": 2.4506133819620985,
+        "Langermann 2": 2.951448377755327,
+        "Lévy": 2.281103091088654,
+        "Lévy 13": 1.3805200525322434,
+        "MixedMichalewiczSphere": 2.9579531565782147,
+        "Rastrigin": 2.5907975838574355,
+        "Rosenbrock": 1.78723443647532,
+        "Schaffer 2": 2.8494414316941,
+        "Schaffer 4": 2.554740217993138,
+        "SchwefelSin": 2.666959368094628,
+        "Shubert": 1.6884227672093324,
+        "Styblinski-Tang": 2.1129437277499385,
+        "Weierstrass": 2.5557161797890373
+      },
+      "weighted_error_rates": {
+        "Ackley": 4.661323705902753,
+        "Cross-in-Tray": 1.5341994728866475,
+        "Drop-Wave": 6.230343645607582,
+        "EggHolder": 2.0669621684580988,
+        "Gramacy & Lee 2D": 5.539574464661177,
+        "Griewank": 1.1739168711736012,
+        "Langermann": 2.4506133819620985,
+        "Langermann 2": 2.361158702204262,
+        "Lévy": 2.281103091088654,
+        "Lévy 13": 2.0707800787983652,
+        "MixedMichalewiczSphere": 4.436929734867322,
+        "Rastrigin": 3.8861963757861533,
+        "Rosenbrock": 1.78723443647532,
+        "Schaffer 2": 5.12899457704938,
+        "Schaffer 4": 4.598532392387648,
+        "SchwefelSin": 2.1335674944757024,
+        "Shubert": 1.6884227672093324,
+        "Styblinski-Tang": 2.5355324732999263,
+        "Weierstrass": 5.111432359578075
+      },
+      "avg_error_rate": 2.459976212111183,
+      "weighted_avg_error_rate": 3.2461483259932686,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.3226548087318633,
+          "boundary violation": 0.005776925231926881,
+          "final distance to global minimum": 0.9673439031512354,
+          "average distance to final point": 0.03259064654337413,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.19771178623744665,
+          "min movement": 0.23190996802248376
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.5128008161050868,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.81471798577219,
+          "average distance to final point": 0.043403376845391625,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0013540119813820052,
+          "lucky jump": 0.12704146562581559,
+          "min movement": 0.21952019009325793
+        },
+        "Drop-Wave": {
+          "final loss": 1.7266180948246674,
+          "boundary violation": 0.006395924255314496,
+          "final position out-of-bounds": 0.6395034867299417,
+          "final distance to global minimum": 1.0752591400748421,
+          "average distance to final point": 0.02297152146975498,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010932140729441143,
+          "min movement": 0.3223210229709223
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778635905249678,
+          "average distance to final point": 0.04576005717113661,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0059043112959981155,
+          "lucky jump": 0.07586585125559081,
+          "min movement": 0.2890930253155546
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5492002911079704,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0560519846682725,
+          "average distance to final point": 0.05460324039129318,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0029611066783111137,
+          "min movement": 0.20345206366845203
+        },
+        "Griewank": {
+          "final loss": 0.02653710184558058,
+          "boundary violation": 0.01129386491952232,
+          "final distance to global minimum": 0.14462561616408548,
+          "average distance to final point": 0.24343717710134824,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007156388068359697
+        },
+        "Langermann": {
+          "final loss": 0.9632953947230894,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8134643749315531,
+          "average distance to final point": 0.030369458866904786,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006974124397455635,
+          "min movement": 0.2869489296929245
+        },
+        "Langermann 2": {
+          "final loss": 1.0907780424906883,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.156625183869826,
+          "average distance to final point": 0.026937775861092677,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004778296313961065,
+          "min movement": 0.3227679798695878
+        },
+        "Lévy": {
+          "final loss": 0.33636391683954336,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8637047654513316,
+          "average distance to final point": 0.14536110429186536,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.5313434676583471,
+          "min movement": 0.054768737497395255
+        },
+        "Lévy 13": {
+          "final loss": 0.30312525007011965,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6096864044549641,
+          "average distance to final point": 0.1086695421443736,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00947775651261495
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.8736384475105002,
+          "boundary violation": 0.045504480451218014,
+          "final distance to global minimum": 0.597351625356932,
+          "average distance to final point": 0.07773759576716432,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005803702898834933,
+          "lucky jump": 0.8262518213610416,
+          "min movement": 0.18210438388235248
+        },
+        "Rastrigin": {
+          "final loss": 1.0182252854101392,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9181110450573507,
+          "average distance to final point": 0.03567630921026078,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0053053995675459925,
+          "min movement": 0.26391844526196695
+        },
+        "Rosenbrock": {
+          "final loss": 0.050177146019952566,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0633850632015283,
+          "average distance to final point": 0.07487612992889717,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0004960612928263674,
+          "min movement": 0.24873893668194466
+        },
+        "Schaffer 2": {
+          "final loss": 1.153929184324116,
+          "boundary violation": 0.013950928510793622,
+          "final distance to global minimum": 0.9909625690567787,
+          "average distance to final point": 0.055525487479000865,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011803901846259058,
+          "min movement": 0.2737082611269807
+        },
+        "Schaffer 4": {
+          "final loss": 0.838488388200745,
+          "boundary violation": 0.0001568199958347762,
+          "final distance to global minimum": 1.0010176076441095,
+          "average distance to final point": 0.026726043041245116,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01315068005043425,
+          "min movement": 0.3256395797105979
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992312555209134,
+          "average distance to final point": 0.02839097638625113,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3054497457679928
+        },
+        "Shubert": {
+          "final loss": 0.8015655649139665,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.22618090708465896,
+          "average distance to final point": 0.032441161556938436,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006577102197363238,
+          "lucky jump": 0.02940576125244324,
+          "min movement": 0.2426911708537908
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031594899743634,
+          "average distance to final point": 0.053759133397054466,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.18813077473373876
+        },
+        "Weierstrass": {
+          "final loss": 1.1010041376811495,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8157470935624975,
+          "average distance to final point": 0.09658341479975142,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006348960888469589,
+          "min movement": 0.18647147350699825
+        }
+      }
+    },
+    "grokfastadamw": {
+      "error_rates": {
+        "Ackley": 1.1058381495810947,
+        "Cross-in-Tray": 2.6012377601467325,
+        "Drop-Wave": 6.696745203471013,
+        "EggHolder": 1.5252723718685726,
+        "Gramacy & Lee 2D": 0.15894619128557097,
+        "Griewank": 0.9121498540251719,
+        "Langermann": 1.5346476626188565,
+        "Langermann 2": 2.9829701173659044,
+        "Lévy": 0.3049283234216182,
+        "Lévy 13": 0.7267566191823497,
+        "MixedMichalewiczSphere": 1.7724442796543687,
+        "Rastrigin": 1.5401359215889403,
+        "Rosenbrock": 0.2431287197772542,
+        "Schaffer 2": 1.4794356935686013,
+        "Schaffer 4": 2.0488225217348006,
+        "SchwefelSin": 1.5893239490018511,
+        "Shubert": 0.3947316718399533,
+        "Styblinski-Tang": 0.21372524661479364,
+        "Weierstrass": 0.7952481665014334
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.6587572243716422,
+        "Cross-in-Tray": 1.3006188800733662,
+        "Drop-Wave": 10.04511780520652,
+        "EggHolder": 1.220217897494858,
+        "Gramacy & Lee 2D": 0.3973654782139274,
+        "Griewank": 1.368224781037758,
+        "Langermann": 1.5346476626188565,
+        "Langermann 2": 2.3863760938927236,
+        "Lévy": 0.3049283234216182,
+        "Lévy 13": 1.0901349287735245,
+        "MixedMichalewiczSphere": 2.658666419481553,
+        "Rastrigin": 2.3102038823834103,
+        "Rosenbrock": 0.2431287197772542,
+        "Schaffer 2": 2.6629842484234825,
+        "Schaffer 4": 3.687880539122641,
+        "SchwefelSin": 1.271459159201481,
+        "Shubert": 0.3947316718399533,
+        "Styblinski-Tang": 0.25647029593775234,
+        "Weierstrass": 1.5904963330028667
+      },
+      "avg_error_rate": 1.5066572854341516,
+      "weighted_avg_error_rate": 1.914863702330273,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.39337350169124174,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24707311644985486,
+          "average distance to final point": 0.0872757545553302,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.028554677534496774
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.3717916527460003,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6904838544917771,
+          "average distance to final point": 0.08267926614542107,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01362004161633242,
+          "min movement": 0.0931018457970301
+        },
+        "Drop-Wave": {
+          "final loss": 1.7166520855832283,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.031060908382583,
+          "average distance to final point": 0.020043637986471602,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0026690295762872253,
+          "min movement": 0.36077441982339153,
+          "final proximity": 3.2159840227688807
+        },
+        "EggHolder": {
+          "final loss": 0.6794677975436162,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4345074083253423,
+          "average distance to final point": 0.03791918510778714,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.023816881541655774
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.008291456658157762,
+          "average distance to final point": 0.057090072187717306,
+          "convergence": 0.06032746449766283,
+          "oscillation": 0.033237197942033066
+        },
+        "Griewank": {
+          "final loss": 0.057643718039635,
+          "boundary violation": 0.13944830427988655,
+          "final distance to global minimum": 0.20775447533120434,
+          "average distance to final point": 0.14319770194768033,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014544555076594447
+        },
+        "Langermann": {
+          "final loss": 0.5898431764331759,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5286708460604251,
+          "average distance to final point": 0.039970339735154216,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02660220103993008
+        },
+        "Langermann 2": {
+          "final loss": 1.0980104315274934,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1925559122131462,
+          "average distance to final point": 0.04718291305602874,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0009765072892028076,
+          "min movement": 0.29468325392986194
+        },
+        "Lévy": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0008492526401872277,
+          "average distance to final point": 0.11417963300151907,
+          "convergence": 0.1898994377799119,
+          "oscillation": 0.0
+        },
+        "Lévy 13": {
+          "final loss": 0.04387129658589964,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.21042723384985046,
+          "average distance to final point": 0.11982882047664027,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.003068168919787992
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.7285771699823469,
+          "boundary violation": 0.06317304237340812,
+          "final distance to global minimum": 0.49896130264059685,
+          "average distance to final point": 0.11440817246530763,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.017763492842537944
+        },
+        "Rastrigin": {
+          "final loss": 0.3894844184904336,
+          "boundary violation": 0.10928082429187005,
+          "final distance to global minimum": 0.5641865760970914,
+          "average distance to final point": 0.11194621380276855,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.015676789556605637
+        },
+        "Rosenbrock": {
+          "final loss": 0.0,
+          "boundary violation": 0.023287092677633636,
+          "final distance to global minimum": 0.0325269387169061,
+          "average distance to final point": 0.11420997243955654,
+          "convergence": 0.05497839470895439,
+          "oscillation": 0.018126321234203532
+        },
+        "Schaffer 2": {
+          "final loss": 0.4383581513623041,
+          "boundary violation": 0.11573688429333276,
+          "final distance to global minimum": 0.3344108264171234,
+          "average distance to final point": 0.2249246437849029,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01644408836076693
+        },
+        "Schaffer 4": {
+          "final loss": 0.4501707430574394,
+          "boundary violation": 0.5843811019632771,
+          "final distance to global minimum": 0.3941912701189792,
+          "average distance to final point": 0.2560252737883144,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014493033456619111
+        },
+        "SchwefelSin": {
+          "final loss": 0.5905012227661073,
+          "boundary violation": 0.048115199298328436,
+          "final distance to global minimum": 0.5105673352497253,
+          "average distance to final point": 0.070715155315112,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.019863937022406897
+        },
+        "Shubert": {
+          "final loss": 0.0234177457280292,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0886920123382883,
+          "average distance to final point": 0.02200289027546303,
+          "convergence": 0.02814792681039511,
+          "oscillation": 0.031247715612685054,
+          "min movement": 0.20122338107509263
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.0,
+          "boundary violation": 0.00019301853636394383,
+          "final distance to global minimum": 0.0,
+          "average distance to final point": 0.08170769685696436,
+          "convergence": 0.13038877792567946,
+          "oscillation": 0.0014357532957858781
+        },
+        "Weierstrass": {
+          "final loss": 0.10011576842995457,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09180666549055169,
+          "average distance to final point": 0.25101303482303094,
+          "convergence": 0.3476426544510455,
+          "oscillation": 0.004670043306850705
+        }
+      }
+    },
+    "sm3": {
+      "error_rates": {
+        "Ackley": 2.511376542458594,
+        "Cross-in-Tray": 2.812643344824751,
+        "Drop-Wave": 1.0304389607512312,
+        "EggHolder": 3.2019936371437723,
+        "Gramacy & Lee 2D": 2.3790505651906586,
+        "Griewank": 0.9886690539833424,
+        "Langermann": 2.21755795663537,
+        "Langermann 2": 2.484384840059723,
+        "Lévy": 3.1050721951808606,
+        "Lévy 13": 1.5417864876367269,
+        "MixedMichalewiczSphere": 2.3735352405510115,
+        "Rastrigin": 2.5539426175812223,
+        "Rosenbrock": 1.8437583836855662,
+        "Schaffer 2": 2.879441846086395,
+        "Schaffer 4": 2.5736820527139357,
+        "SchwefelSin": 2.6829491511988577,
+        "Shubert": 1.3438525995723762,
+        "Styblinski-Tang": 2.146638646576516,
+        "Weierstrass": 2.1919578796505057
+      },
+      "weighted_error_rates": {
+        "Ackley": 3.767064813687891,
+        "Cross-in-Tray": 1.4063216724123755,
+        "Drop-Wave": 1.5456584411268468,
+        "EggHolder": 2.561594909715018,
+        "Gramacy & Lee 2D": 5.947626412976646,
+        "Griewank": 1.4830035809750135,
+        "Langermann": 2.21755795663537,
+        "Langermann 2": 1.9875078720477786,
+        "Lévy": 3.1050721951808606,
+        "Lévy 13": 2.3126797314550904,
+        "MixedMichalewiczSphere": 3.5603028608265173,
+        "Rastrigin": 3.8309139263718333,
+        "Rosenbrock": 1.8437583836855662,
+        "Schaffer 2": 5.182995322955511,
+        "Schaffer 4": 4.632627694885084,
+        "SchwefelSin": 2.1463593209590863,
+        "Shubert": 1.3438525995723762,
+        "Styblinski-Tang": 2.575966375891819,
+        "Weierstrass": 4.383915759301011
+      },
+      "avg_error_rate": 2.255933263235864,
+      "weighted_avg_error_rate": 2.938672622666405,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.0899230055045575,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7453271366141851,
+          "average distance to final point": 0.047854126532066825,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07162262287555723,
+          "min movement": 0.20708855158205589
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.4072408638198048,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7135752651582833,
+          "average distance to final point": 0.03626354392092166,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.036383424127438856,
+          "min movement": 0.2696191484481312
+        },
+        "Drop-Wave": {
+          "final loss": 0.04668837698148564,
+          "boundary violation": 0.04724109978972358,
+          "final distance to global minimum": 0.023480100171041258,
+          "average distance to final point": 0.12114054110397374,
+          "convergence": 0.12893894858448918,
+          "oscillation": 0.10138928930763193,
+          "lucky jump": 0.5615606048128859
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778455699406577,
+          "average distance to final point": 0.03287494568206269,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05364038615599671,
+          "lucky jump": 0.6473578192515358,
+          "min movement": 0.3010590411041434
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5776025652260854,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1001825841862347,
+          "average distance to final point": 0.03890315608073093,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.057215633434690834,
+          "min movement": 0.25558552691274555
+        },
+        "Griewank": {
+          "final loss": 0.14180635597096838,
+          "boundary violation": 0.00562016833860806,
+          "final distance to global minimum": 0.22575224958216772,
+          "average distance to final point": 0.23388904557277207,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03204013516865488
+        },
+        "Langermann": {
+          "final loss": 0.0719192717719817,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.33952218246427285,
+          "average distance to final point": 0.09774751172842686,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1010421585656284,
+          "lucky jump": 1.2577657327548888
+        },
+        "Langermann 2": {
+          "final loss": 0.6783760842212261,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9599382805117305,
+          "average distance to final point": 0.046857383412233965,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06399598847070961,
+          "lucky jump": 0.13963741538847144,
+          "min movement": 0.2460185887051798
+        },
+        "Lévy": {
+          "final loss": 0.3993848929734756,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9573546583199526,
+          "average distance to final point": 0.026283478012626843,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03378706071692285,
+          "lucky jump": 1.0577643519877924,
+          "min movement": 0.2809366538199193
+        },
+        "Lévy 13": {
+          "final loss": 0.3882882341685041,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6663523623647586,
+          "average distance to final point": 0.08892837094623729,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.003910793731027898,
+          "min movement": 0.04474562707602755
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.925510818518358,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7140500221645573,
+          "average distance to final point": 0.046304252240893184,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06866537527607416,
+          "min movement": 0.26944367300095784
+        },
+        "Rastrigin": {
+          "final loss": 0.8916810398704537,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8596176513945946,
+          "average distance to final point": 0.03446613528164436,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05287908386248746,
+          "lucky jump": 0.05594399378616853,
+          "min movement": 0.3097936140357023
+        },
+        "Rosenbrock": {
+          "final loss": 0.05175597076213017,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1041530314218586,
+          "average distance to final point": 0.04244561300574247,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2958426691456637
+        },
+        "Schaffer 2": {
+          "final loss": 1.1312491559583482,
+          "boundary violation": 0.02357652563814383,
+          "final distance to global minimum": 1.0005595101099503,
+          "average distance to final point": 0.05912518559830808,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03794167706890601,
+          "min movement": 0.27742869236256773
+        },
+        "Schaffer 4": {
+          "final loss": 0.8258430966753048,
+          "boundary violation": 0.0026944615419452673,
+          "final distance to global minimum": 1.0030814456055699,
+          "average distance to final point": 0.05401570267847875,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03289196631110972,
+          "min movement": 0.30559428055135607
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099236785932502,
+          "average distance to final point": 0.016801020317123678,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.33302395452976125
+        },
+        "Shubert": {
+          "final loss": 0.5891359489923372,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2354557868611888,
+          "average distance to final point": 0.05231596566737402,
+          "convergence": 0.07945966692414834,
+          "oscillation": 0.07678182819178592,
+          "lucky jump": 0.1457898818859309,
+          "min movement": 0.16491352104961118
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031419808138426,
+          "average distance to final point": 0.04084594312356972,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.23475639299432163
+        },
+        "Weierstrass": {
+          "final loss": 0.9343166815309084,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5653467794741818,
+          "average distance to final point": 0.16345884726141935,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05042780032676651,
+          "lucky jump": 0.07487540909779113,
+          "min movement": 0.053971262609267136
+        }
+      }
+    },
+    "adasmooth": {
+      "error_rates": {
+        "Ackley": 0.9640796956988019,
+        "Cross-in-Tray": 0.9223572738317289,
+        "Drop-Wave": 1.0875000102543186,
+        "EggHolder": 3.5740315654874704,
+        "Gramacy & Lee 2D": 2.546972523716474,
+        "Griewank": 0.7267958545292998,
+        "Langermann": 1.199307712280411,
+        "Langermann 2": 2.511514572146828,
+        "Lévy": 2.693807463871576,
+        "Lévy 13": 0.5619770492473267,
+        "MixedMichalewiczSphere": 1.1560817242000114,
+        "Rastrigin": 2.7572978088722615,
+        "Rosenbrock": 1.8424563902911482,
+        "Schaffer 2": 2.971196746377249,
+        "Schaffer 4": 2.6720112823512467,
+        "SchwefelSin": 2.7312351656295717,
+        "Shubert": 1.7035459326475029,
+        "Styblinski-Tang": 2.139607565261524,
+        "Weierstrass": 1.8907663216143782
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.4461195435482028,
+        "Cross-in-Tray": 0.46117863691586447,
+        "Drop-Wave": 1.631250015381478,
+        "EggHolder": 2.8592252523899764,
+        "Gramacy & Lee 2D": 6.3674313092911845,
+        "Griewank": 1.0901937817939498,
+        "Langermann": 1.199307712280411,
+        "Langermann 2": 2.009211657717463,
+        "Lévy": 2.693807463871576,
+        "Lévy 13": 0.84296557387099,
+        "MixedMichalewiczSphere": 1.7341225863000171,
+        "Rastrigin": 4.1359467133083925,
+        "Rosenbrock": 1.8424563902911482,
+        "Schaffer 2": 5.348154143479048,
+        "Schaffer 4": 4.809620308232244,
+        "SchwefelSin": 2.1849881325036575,
+        "Shubert": 1.7035459326475029,
+        "Styblinski-Tang": 2.5675290783138287,
+        "Weierstrass": 3.7815326432287564
+      },
+      "avg_error_rate": 1.9290811925425857,
+      "weighted_avg_error_rate": 2.5636098355455625,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.24812321666280476,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0725490885729547,
+          "average distance to final point": 0.21800961947668332,
+          "convergence": 0.3353008904043789,
+          "oscillation": 0.09009688058198032
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.08979175670713668,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.057148716413494116,
+          "average distance to final point": 0.23082228624151704,
+          "convergence": 0.3178275349237888,
+          "oscillation": 0.10474930346992037,
+          "lucky jump": 0.12201767607587193
+        },
+        "Drop-Wave": {
+          "final loss": 0.36163724205665726,
+          "boundary violation": 0.047910257099773,
+          "final distance to global minimum": 0.06370012017582971,
+          "average distance to final point": 0.24240897987271692,
+          "convergence": 0.2804211119693833,
+          "oscillation": 0.09142229907995844
+        },
+        "EggHolder": {
+          "final loss": 1.1469101708398441,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7596149898029941,
+          "average distance to final point": 0.07989920933720468,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.20165154551661862,
+          "lucky jump": 0.7437742224556075,
+          "min movement": 0.2926203281850303
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5968417914334632,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.144704137453676,
+          "average distance to final point": 0.07399413990538543,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.11089712480563804,
+          "min movement": 0.27097423076814037
+        },
+        "Griewank": {
+          "final loss": 0.08915292886384378,
+          "boundary violation": 0.006639051959546682,
+          "final distance to global minimum": 0.12237528700769154,
+          "average distance to final point": 0.21697071167327853,
+          "convergence": 0.2271320343559643,
+          "oscillation": 0.06452584066897504
+        },
+        "Langermann": {
+          "final loss": 0.3305376403607947,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.11193308527774243,
+          "average distance to final point": 0.25121893743092205,
+          "convergence": 0.3178275349237888,
+          "oscillation": 0.12041745733655226,
+          "lucky jump": 0.06737305695061087
+        },
+        "Langermann 2": {
+          "final loss": 0.8823284238754003,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8185596603531369,
+          "average distance to final point": 0.10473421429997978,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.12651506563241618,
+          "min movement": 0.22981610863572371
+        },
+        "Lévy": {
+          "final loss": 0.5485448571729644,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9899621005902136,
+          "average distance to final point": 0.08341059599783252,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.16663780281034565,
+          "lucky jump": 0.2186609610673371,
+          "min movement": 0.33703004688271143
+        },
+        "Lévy 13": {
+          "final loss": 0.010307922586792938,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.041257806702897935,
+          "average distance to final point": 0.19137167120016435,
+          "convergence": 0.2368274503258795,
+          "oscillation": 0.08221219843159198
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.18053873453289737,
+          "boundary violation": 0.08119088258324407,
+          "final distance to global minimum": 0.09740169323677732,
+          "average distance to final point": 0.22144915533590334,
+          "convergence": 0.2696646586264413,
+          "oscillation": 0.11640978003896524,
+          "lucky jump": 0.18942681984578272
+        },
+        "Rastrigin": {
+          "final loss": 1.0811870055618926,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9456923744807297,
+          "average distance to final point": 0.026168912456609524,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.052704663816698506,
+          "min movement": 0.30198375320615994
+        },
+        "Rosenbrock": {
+          "final loss": 0.05159229561565292,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099795349855626,
+          "average distance to final point": 0.04374290224309216,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2977647432266056
+        },
+        "Schaffer 2": {
+          "final loss": 1.134886459687862,
+          "boundary violation": 0.014701942609518768,
+          "final distance to global minimum": 0.9864422508888124,
+          "average distance to final point": 0.1388200039318987,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07415062453468929,
+          "min movement": 0.2726343653742967
+        },
+        "Schaffer 4": {
+          "final loss": 0.8355248905822216,
+          "boundary violation": 0.0016302354624404523,
+          "final distance to global minimum": 0.9976678672614486,
+          "average distance to final point": 0.12371482145917605,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06177619408815003,
+          "min movement": 0.30213617414763866
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099236785932502,
+          "average distance to final point": 0.06508703474783771,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.33302395452976125
+        },
+        "Shubert": {
+          "final loss": 0.8985572448960929,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1351193173943844,
+          "average distance to final point": 0.2553319579918564,
+          "convergence": 0.3136897545988604,
+          "oscillation": 0.10084765776630882
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.20314189215954,
+          "average distance to final point": 0.03381503510947192,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.23475630834773004
+        },
+        "Weierstrass": {
+          "final loss": 0.6822439804598885,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3544307044572481,
+          "average distance to final point": 0.25262275262370226,
+          "convergence": 0.28193111719149194,
+          "oscillation": 0.09577909490677308,
+          "lucky jump": 0.223758671975274
+        }
+      }
+    },
+    "adagc": {
+      "error_rates": {
+        "Ackley": 1.644489705677966,
+        "Cross-in-Tray": 2.01038464987755,
+        "Drop-Wave": 0.7875893127723438,
+        "EggHolder": 2.5018748854633515,
+        "Gramacy & Lee 2D": 1.4657939753505038,
+        "Griewank": 0.4512869228908659,
+        "Langermann": 1.7474412069895706,
+        "Langermann 2": 2.257324633891865,
+        "Lévy": 2.1417450108265146,
+        "Lévy 13": 0.2951223677238175,
+        "MixedMichalewiczSphere": 0.37878230266401564,
+        "Rastrigin": 1.1551788969499823,
+        "Rosenbrock": 1.4383556855738258,
+        "Schaffer 2": 1.908159023691617,
+        "Schaffer 4": 1.6855676144794791,
+        "SchwefelSin": 2.6608204365584864,
+        "Shubert": 0.4579313857072484,
+        "Styblinski-Tang": 2.0480486406693026,
+        "Weierstrass": 1.4819234354156399
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.466734558516949,
+        "Cross-in-Tray": 1.005192324938775,
+        "Drop-Wave": 1.1813839691585157,
+        "EggHolder": 2.0014999083706813,
+        "Gramacy & Lee 2D": 3.6644849383762597,
+        "Griewank": 0.6769303843362988,
+        "Langermann": 1.7474412069895706,
+        "Langermann 2": 1.805859707113492,
+        "Lévy": 2.1417450108265146,
+        "Lévy 13": 0.44268355158572625,
+        "MixedMichalewiczSphere": 0.5681734539960235,
+        "Rastrigin": 1.7327683454249736,
+        "Rosenbrock": 1.4383556855738258,
+        "Schaffer 2": 3.434686242644911,
+        "Schaffer 4": 3.0340217060630623,
+        "SchwefelSin": 2.128656349246789,
+        "Shubert": 0.4579313857072484,
+        "Styblinski-Tang": 2.457658368803163,
+        "Weierstrass": 2.9638468708312797
+      },
+      "avg_error_rate": 1.5009378996407339,
+      "weighted_avg_error_rate": 1.8605291562370556,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.4077357933916267,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2522132263420626,
+          "average distance to final point": 0.10133377179906237,
+          "convergence": 0.1102359072622532,
+          "oscillation": 0.0385077042561164,
+          "lucky jump": 0.7344633026268448
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.0098478236105453,
+          "boundary violation": 2.9317692739345326e-5,
+          "final distance to global minimum": 0.46265504528531187,
+          "average distance to final point": 0.09430852549439485,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01951434556265173,
+          "min movement": 0.07446849288173603
+        },
+        "Drop-Wave": {
+          "final loss": 0.12194356677068183,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.03770608988560744,
+          "average distance to final point": 0.18728163806626624,
+          "convergence": 0.29814090931447823,
+          "oscillation": 0.02442595878119368,
+          "lucky jump": 0.11809114995411633
+        },
+        "EggHolder": {
+          "final loss": 1.039654955951634,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778001708275775,
+          "average distance to final point": 0.04422174721143449,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008541266934870648,
+          "min movement": 0.28209564518766317
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.4099956770414373,
+          "boundary violation": 0.00015590014193779897,
+          "final distance to global minimum": 0.11780241102945883,
+          "average distance to final point": 0.18935457003524095,
+          "convergence": 0.33792752766845113,
+          "oscillation": 0.021050450343763513,
+          "lucky jump": 0.3895074390902145
+        },
+        "Griewank": {
+          "final loss": 0.0,
+          "boundary violation": 0.0030538365626089315,
+          "final distance to global minimum": 0.014978247899737493,
+          "average distance to final point": 0.15990363570184535,
+          "convergence": 0.2516190172652417,
+          "oscillation": 0.02173218546143241
+        },
+        "Langermann": {
+          "final loss": 0.13052617902930425,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3417325168488591,
+          "average distance to final point": 0.13388482384775793,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01971062409696354,
+          "lucky jump": 0.7720259638165146
+        },
+        "Langermann 2": {
+          "final loss": 0.7375486954492572,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9094485218266669,
+          "average distance to final point": 0.08273589524647308,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.029750734527442927,
+          "min movement": 0.14827968749185327
+        },
+        "Lévy": {
+          "final loss": 0.33629679189132744,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636031096264674,
+          "average distance to final point": 0.11242892950528563,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00723694638655952,
+          "lucky jump": 0.4726181340667031
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.023992752399473575,
+          "average distance to final point": 0.12841729469150726,
+          "convergence": 0.12599490305278857,
+          "oscillation": 0.01671741758004809
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 8.565833931982811e-5,
+          "final distance to global minimum": 0.02663864926299663,
+          "average distance to final point": 0.13026613365524994,
+          "convergence": 0.20370764377348985,
+          "oscillation": 0.018084217632959348
+        },
+        "Rastrigin": {
+          "final loss": 0.18458770698351035,
+          "boundary violation": 0.08462305544671961,
+          "final distance to global minimum": 0.3828405551018777,
+          "average distance to final point": 0.1325473331289968,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.021019146938706598
+        },
+        "Rosenbrock": {
+          "final loss": 0.03108284329341035,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7969543004797319,
+          "average distance to final point": 0.2607574424505122,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.8020208745677959,
+          "boundary violation": 0.01776231786987501,
+          "final distance to global minimum": 0.3623683263577636,
+          "average distance to final point": 0.2602676893826427,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.019860376017178934,
+          "lucky jump": 0.09631834014618962
+        },
+        "Schaffer 4": {
+          "final loss": 0.7494350305046492,
+          "boundary violation": 0.0027237860501650633,
+          "final distance to global minimum": 0.2683892321854675,
+          "average distance to final point": 0.2974587049045125,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.017999761484513543
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992270168744773,
+          "average distance to final point": 0.034044353926346894,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0010761645786175934,
+          "min movement": 0.29258551075957406
+        },
+        "Shubert": {
+          "final loss": 0.014040045159715209,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08638682692790092,
+          "average distance to final point": 0.07163416113507706,
+          "convergence": 0.07480745211179994,
+          "oscillation": 0.008993217607431893,
+          "min movement": 0.2020696827653234
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183332793129564,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031665822561615,
+          "average distance to final point": 0.06932764498900207,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.10766003476101141
+        },
+        "Weierstrass": {
+          "final loss": 0.6324804468372273,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2709258158038702,
+          "average distance to final point": 0.21974957394220251,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0092064994821685
+        }
+      }
+    },
+    "radam": {
+      "error_rates": {
+        "Ackley": 8.274827598687892,
+        "Cross-in-Tray": 3.078625001750789,
+        "Drop-Wave": 3.9989676896612387,
+        "EggHolder": 2.5251455137842993,
+        "Gramacy & Lee 2D": 1.3622127165414706,
+        "Griewank": 0.7716229399051895,
+        "Langermann": 2.0589536927169867,
+        "Langermann 2": 2.9900519059441644,
+        "Lévy": 1.711583533594113,
+        "Lévy 13": 1.3534164374620912,
+        "MixedMichalewiczSphere": 0.42973473083514807,
+        "Rastrigin": 2.2732408819610677,
+        "Rosenbrock": 0.7249226650245929,
+        "Schaffer 2": 2.5633996581775365,
+        "Schaffer 4": 1.9307177839248177,
+        "SchwefelSin": 2.6839682442895905,
+        "Shubert": 2.3784348380662244,
+        "Styblinski-Tang": 1.731970894491088,
+        "Weierstrass": 1.2039226053690562
+      },
+      "weighted_error_rates": {
+        "Ackley": 12.412241398031838,
+        "Cross-in-Tray": 1.5393125008753945,
+        "Drop-Wave": 5.998451534491858,
+        "EggHolder": 2.0201164110274394,
+        "Gramacy & Lee 2D": 3.4055317913536767,
+        "Griewank": 1.1574344098577842,
+        "Langermann": 2.0589536927169867,
+        "Langermann 2": 2.3920415247553315,
+        "Lévy": 1.711583533594113,
+        "Lévy 13": 2.030124656193137,
+        "MixedMichalewiczSphere": 0.6446020962527221,
+        "Rastrigin": 3.4098613229416017,
+        "Rosenbrock": 0.7249226650245929,
+        "Schaffer 2": 4.614119384719566,
+        "Schaffer 4": 3.475292011064672,
+        "SchwefelSin": 2.1471745954316726,
+        "Shubert": 2.3784348380662244,
+        "Styblinski-Tang": 2.0783650733893055,
+        "Weierstrass": 2.4078452107381123
+      },
+      "avg_error_rate": 2.31819575432565,
+      "weighted_avg_error_rate": 2.9792846658171594,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.4165108475997847,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9751920125921696,
+          "average distance to final point": 0.04638686902854549,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04735122837355107,
+          "min movement": 0.39238289313290703,
+          "final proximity": 5.047442648610762
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.5060243119086651,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.807418098677968,
+          "average distance to final point": 0.31305700122585733,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02785525961040438,
+          "min movement": 0.07470923097772275
+        },
+        "Drop-Wave": {
+          "final loss": 1.7372955490948518,
+          "boundary violation": 0.005881904426646238,
+          "final position out-of-bounds": 0.4316095283073618,
+          "final distance to global minimum": 1.0697776513675494,
+          "average distance to final point": 0.05192419537503147,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02928859981455054,
+          "min movement": 0.32362916192507596
+        },
+        "EggHolder": {
+          "final loss": 1.039655046097842,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7779134057500349,
+          "average distance to final point": 0.06275146337376569,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014158509445725416,
+          "min movement": 0.2811059897667604
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.3349219945701238,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4198930260249485,
+          "average distance to final point": 0.17728444548980804,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08055215110641893
+        },
+        "Griewank": {
+          "final loss": 0.03087288584993512,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.11144380038599838,
+          "average distance to final point": 0.27382553231962165,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005919621999463072
+        },
+        "Langermann": {
+          "final loss": 0.7667325377349656,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7545137890912483,
+          "average distance to final point": 0.13833665796373945,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02989930518064875,
+          "min movement": 0.019910303396213462
+        },
+        "Langermann 2": {
+          "final loss": 1.0942934065062824,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.15015200401744,
+          "average distance to final point": 0.05965843699033501,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006863065513581926,
+          "min movement": 0.32952389356635425
+        },
+        "Lévy": {
+          "final loss": 0.3363015507783265,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8637355945752709,
+          "average distance to final point": 0.1306220478703542,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010528768770175966,
+          "min movement": 0.020834472249814058
+        },
+        "Lévy 13": {
+          "final loss": 0.26486805411032877,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5676085134026121,
+          "average distance to final point": 0.13688720730253184,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03449156329644723
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.014643874684541586,
+          "average distance to final point": 0.18425905568621354,
+          "convergence": 0.21333333333333335,
+          "oscillation": 0.017498467131059556
+        },
+        "Rastrigin": {
+          "final loss": 0.814633250306667,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8216811110684447,
+          "average distance to final point": 0.08498983229234368,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.023555760750359513,
+          "min movement": 0.17881982819308131
+        },
+        "Rosenbrock": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.004989526154801646,
+          "average distance to final point": 0.11179966810294077,
+          "convergence": 0.12524927912125627,
+          "oscillation": 0.019979050409603728,
+          "lucky jump": 0.46290514123599047
+        },
+        "Schaffer 2": {
+          "final loss": 1.081148993134871,
+          "boundary violation": 0.01367389402137963,
+          "final distance to global minimum": 0.8395077453053605,
+          "average distance to final point": 0.2569514962837173,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.022556430082036904
+        },
+        "Schaffer 4": {
+          "final loss": 0.5861901835569844,
+          "boundary violation": 0.08940138836263616,
+          "final distance to global minimum": 0.5048882526286166,
+          "average distance to final point": 0.3805638025165242,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020113057509885346
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843264388914184,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099208528202783,
+          "average distance to final point": 0.05440617906582628,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005162382081184798,
+          "min movement": 0.29130361669820704
+        },
+        "Shubert": {
+          "final loss": 1.0911679298787205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.39265764454177343,
+          "average distance to final point": 0.15761683611396107,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04757861100705063,
+          "min movement": 0.33985271717454724
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.2192629446165167,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9736844344707186,
+          "average distance to final point": 0.17877398039502693,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010688435658654502
+        },
+        "Weierstrass": {
+          "final loss": 0.35963544472012604,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.17059123979982072,
+          "average distance to final point": 0.31284460776231343,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011290213736624678
+        }
+      }
+    },
+    "emofact": {
+      "error_rates": {
+        "Ackley": 0.9526416117542473,
+        "Cross-in-Tray": 0.2695267512577131,
+        "Drop-Wave": 2.7909480937136584,
+        "EggHolder": 2.041343540906545,
+        "Gramacy & Lee 2D": 1.6193866292329908,
+        "Griewank": 0.5691588135183869,
+        "Langermann": 1.368171121812407,
+        "Langermann 2": 1.6588670611581184,
+        "Lévy": 0.3254409598549355,
+        "Lévy 13": 0.34583120188437133,
+        "MixedMichalewiczSphere": 0.42742566320758707,
+        "Rastrigin": 0.5635619929700132,
+        "Rosenbrock": 1.4796880526857779,
+        "Schaffer 2": 0.6825734853876411,
+        "Schaffer 4": 0.8040468288379745,
+        "SchwefelSin": 2.618762680530644,
+        "Shubert": 0.4130458731513581,
+        "Styblinski-Tang": 2.0075714245682503,
+        "Weierstrass": 1.595504117508379
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.428962417631371,
+        "Cross-in-Tray": 0.13476337562885654,
+        "Drop-Wave": 4.186422140570487,
+        "EggHolder": 1.633074832725236,
+        "Gramacy & Lee 2D": 4.048466573082477,
+        "Griewank": 0.8537382202775804,
+        "Langermann": 1.368171121812407,
+        "Langermann 2": 1.3270936489264948,
+        "Lévy": 0.3254409598549355,
+        "Lévy 13": 0.5187468028265569,
+        "MixedMichalewiczSphere": 0.6411384948113806,
+        "Rastrigin": 0.8453429894550197,
+        "Rosenbrock": 1.4796880526857779,
+        "Schaffer 2": 1.228632273697754,
+        "Schaffer 4": 1.4472842919083542,
+        "SchwefelSin": 2.0950101444245153,
+        "Shubert": 0.4130458731513581,
+        "Styblinski-Tang": 2.4090857094819005,
+        "Weierstrass": 3.191008235016758
+      },
+      "avg_error_rate": 1.1859734686284735,
+      "weighted_avg_error_rate": 1.5565850609457483,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.3911095254826236,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24602695195646085,
+          "average distance to final point": 0.12760226059259294,
+          "convergence": 0.15317045977915544,
+          "oscillation": 0.034732413943414475
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.017777142414309135,
+          "average distance to final point": 0.10316572188351819,
+          "convergence": 0.1401640786499874,
+          "oscillation": 0.008419808309898379
+        },
+        "Drop-Wave": {
+          "final loss": 1.4460248514243834,
+          "boundary violation": 0.005967535767569307,
+          "final distance to global minimum": 0.6248232979298884,
+          "average distance to final point": 0.10755466911080283,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03653119711209811,
+          "lucky jump": 0.22048544301874531
+        },
+        "EggHolder": {
+          "final loss": 0.584418842260685,
+          "boundary violation": 0.006818369405135683,
+          "final distance to global minimum": 0.3216432014381686,
+          "average distance to final point": 0.12239596806342037,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024336068010413325,
+          "lucky jump": 0.6321699923785504
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.4146351575496964,
+          "boundary violation": 0.02694791653268922,
+          "final distance to global minimum": 0.535727682137574,
+          "average distance to final point": 0.15340009706983665,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04460092266035656,
+          "lucky jump": 0.09451375393266676
+        },
+        "Griewank": {
+          "final loss": 0.037775519062774245,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09560633010458176,
+          "average distance to final point": 0.16846337167416217,
+          "convergence": 0.25774672772626644,
+          "oscillation": 0.009566864950602242
+        },
+        "Langermann": {
+          "final loss": 0.27559343658779445,
+          "boundary violation": 0.022418001137453073,
+          "final distance to global minimum": 0.43490517817965413,
+          "average distance to final point": 0.09991718105138335,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024773300853899314,
+          "lucky jump": 0.16100292465205135
+        },
+        "Langermann 2": {
+          "final loss": 0.6368870665203343,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.536630853937747,
+          "average distance to final point": 0.11440674138587534,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.021381299963990564
+        },
+        "Lévy": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.011935095818432129,
+          "average distance to final point": 0.12604917896070214,
+          "convergence": 0.18745668507580118,
+          "oscillation": 0.0
+        },
+        "Lévy 13": {
+          "final loss": 0.0003165415589182951,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.039655068439724335,
+          "average distance to final point": 0.10513048184294473,
+          "convergence": 0.1721882050744341,
+          "oscillation": 0.028540904968349864
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.003081450666087702,
+          "final distance to global minimum": 0.020466941142983294,
+          "average distance to final point": 0.15105845771713902,
+          "convergence": 0.23855552776388023,
+          "oscillation": 0.014263285917496829
+        },
+        "Rastrigin": {
+          "final loss": 0.08004306639916298,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24727597122782966,
+          "average distance to final point": 0.0984312326017649,
+          "convergence": 0.11676850899644978,
+          "oscillation": 0.021043213744805857
+        },
+        "Rosenbrock": {
+          "final loss": 0.03723400320766095,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8435101272143395,
+          "average distance to final point": 0.17874682449176146,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.07063599842184466
+        },
+        "Schaffer 2": {
+          "final loss": 0.05147407203195799,
+          "boundary violation": 0.045444999497691665,
+          "final distance to global minimum": 0.12029599331416066,
+          "average distance to final point": 0.20292982435828355,
+          "convergence": 0.2463771295118586,
+          "oscillation": 0.01605146667368862
+        },
+        "Schaffer 4": {
+          "final loss": 0.032635256036768555,
+          "boundary violation": 0.07810449738743817,
+          "final distance to global minimum": 0.13350908804225453,
+          "average distance to final point": 0.23580555870976866,
+          "convergence": 0.3040085548648711,
+          "oscillation": 0.019983873796873546
+        },
+        "SchwefelSin": {
+          "final loss": 0.9418654316370232,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8183240620615351,
+          "average distance to final point": 0.06339654939480781,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01889613971332996,
+          "lucky jump": 0.34863281320014317,
+          "min movement": 0.07808658517363323
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08610326227956121,
+          "average distance to final point": 0.034854667997790745,
+          "convergence": 0.05884613803007369,
+          "oscillation": 0.02943023950039694,
+          "min movement": 0.20381156534353553
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833335284046377,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031715468409372,
+          "average distance to final point": 0.08248993745168194,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.05401548808499634
+        },
+        "Weierstrass": {
+          "final loss": 0.8074857087839915,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3526928160875686,
+          "average distance to final point": 0.17433039951091392,
+          "convergence": 0.24704774859633563,
+          "oscillation": 0.013947444529569305
+        }
+      }
+    },
+    "kate": {
+      "error_rates": {
+        "Ackley": 3.266319891311265,
+        "Cross-in-Tray": 4.7276414600487895,
+        "Drop-Wave": 3.5058580293519777,
+        "EggHolder": 2.951692458907134,
+        "Gramacy & Lee 2D": 2.550120998226973,
+        "Griewank": 2.3056678742777477,
+        "Langermann": 2.926537443662771,
+        "Langermann 2": 2.8706748057386804,
+        "Lévy": 2.2450251816048934,
+        "Lévy 13": 1.9164339484214301,
+        "MixedMichalewiczSphere": 4.00381185010072,
+        "Rastrigin": 3.0380960491326365,
+        "Rosenbrock": 1.8622914511951492,
+        "Schaffer 2": 2.8844583366398995,
+        "Schaffer 4": 2.5309048743819176,
+        "SchwefelSin": 2.721895477589854,
+        "Shubert": 2.247407647991844,
+        "Styblinski-Tang": 2.154822975290893,
+        "Weierstrass": 2.804416410763239
+      },
+      "weighted_error_rates": {
+        "Ackley": 4.899479836966897,
+        "Cross-in-Tray": 2.3638207300243947,
+        "Drop-Wave": 5.258787044027967,
+        "EggHolder": 2.3613539671257073,
+        "Gramacy & Lee 2D": 6.375302495567432,
+        "Griewank": 3.4585018114166215,
+        "Langermann": 2.926537443662771,
+        "Langermann 2": 2.2965398445909444,
+        "Lévy": 2.2450251816048934,
+        "Lévy 13": 2.8746509226321453,
+        "MixedMichalewiczSphere": 6.00571777515108,
+        "Rastrigin": 4.557144073698955,
+        "Rosenbrock": 1.8622914511951492,
+        "Schaffer 2": 5.19202500595182,
+        "Schaffer 4": 4.5556287738874515,
+        "SchwefelSin": 2.1775163820718832,
+        "Shubert": 2.247407647991844,
+        "Styblinski-Tang": 2.585787570349072,
+        "Weierstrass": 5.608832821526478
+      },
+      "avg_error_rate": 2.816530377086201,
+      "weighted_avg_error_rate": 3.6764395147075533,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.3961864211445218,
+          "boundary violation": 0.0009941546732158124,
+          "final distance to global minimum": 1.0502267813851875,
+          "average distance to final point": 0.018864429088502783,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02968579476356644,
+          "lucky jump": 0.1069789831671293,
+          "min movement": 0.3138222277389705
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.5737438626391,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8816337419742071,
+          "average distance to final point": 0.02307156119885034,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.003762339902921634,
+          "lucky jump": 1.6173957278304298,
+          "min movement": 0.27847312715310807
+        },
+        "Drop-Wave": {
+          "final loss": 1.646950050040142,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8424744653504534,
+          "average distance to final point": 0.03707677565407087,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.036864812773460404,
+          "lucky jump": 0.28042112056516355,
+          "min movement": 0.31250970561851543
+        },
+        "EggHolder": {
+          "final loss": 1.0396548207323137,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778455266216457,
+          "average distance to final point": 0.02547738583223694,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.025618106950128602,
+          "lucky jump": 0.43042001717599915,
+          "min movement": 0.30311550224463857
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.6390403877345937,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1776804198577664,
+          "average distance to final point": 0.05119006408100599,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3326490272034357
+        },
+        "Griewank": {
+          "final loss": 0.8527969500577142,
+          "boundary violation": 0.0001261208435241849,
+          "final distance to global minimum": 0.8240640965786628,
+          "average distance to final point": 0.05556067766448479,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0378208883661958,
+          "lucky jump": 0.015314659259485289,
+          "min movement": 0.17042338215750946
+        },
+        "Langermann": {
+          "final loss": 0.9329133558648737,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7168254631295936,
+          "average distance to final point": 0.03214330630600118,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.047028759435373865,
+          "lucky jump": 0.6068915963670798,
+          "min movement": 0.241173863209678
+        },
+        "Langermann 2": {
+          "final loss": 1.048952566148773,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1089471047736075,
+          "average distance to final point": 0.02213428937242582,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03762199401709464,
+          "min movement": 0.3034577520766083
+        },
+        "Lévy": {
+          "final loss": 0.39938685693620174,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9574204480633609,
+          "average distance to final point": 0.04015052908292478,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0022643516958236565,
+          "lucky jump": 0.20247731442953965,
+          "min movement": 0.2937645820468715
+        },
+        "Lévy 13": {
+          "final loss": 0.577477003570162,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8383241000097855,
+          "average distance to final point": 0.08126254768080389,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.06980919781050746
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.9273998839021456,
+          "boundary violation": 0.09329886619605213,
+          "final distance to global minimum": 0.7938128265260719,
+          "average distance to final point": 0.038887487359443924,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.050856537813043015,
+          "lucky jump": 1.4390364495733643,
+          "min movement": 0.31095869938042753
+        },
+        "Rastrigin": {
+          "final loss": 1.2545280219800405,
+          "boundary violation": 0.005264272530446852,
+          "final distance to global minimum": 1.0172011638313072,
+          "average distance to final point": 0.02214773494945046,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03738138103369665,
+          "lucky jump": 0.05287915465705898,
+          "min movement": 0.29913322080046434
+        },
+        "Rosenbrock": {
+          "final loss": 0.055280137160471796,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2047672666586098,
+          "average distance to final point": 0.050792692768112636,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.20189025525778365
+        },
+        "Schaffer 2": {
+          "final loss": 1.1537493019656322,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0033228177013336,
+          "average distance to final point": 0.032229661891970636,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01450632669269813,
+          "min movement": 0.33108912903809407
+        },
+        "Schaffer 4": {
+          "final loss": 0.8177881598307957,
+          "boundary violation": 0.0008281264316932183,
+          "final distance to global minimum": 1.000346964648021,
+          "average distance to final point": 0.03053736459626124,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01614291520416546,
+          "min movement": 0.31570024432080956
+        },
+        "SchwefelSin": {
+          "final loss": 0.8890827988447799,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0976235511986256,
+          "average distance to final point": 0.04899367708385441,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.33663435111242257
+        },
+        "Shubert": {
+          "final loss": 1.0791648827699298,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.45447565036385235,
+          "average distance to final point": 0.023277254305992735,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3409287612018982
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031452166936472,
+          "average distance to final point": 0.04902362892981077,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.23475980002265318
+        },
+        "Weierstrass": {
+          "final loss": 1.1448484932388658,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9100084265953762,
+          "average distance to final point": 0.06500570875609751,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02526371628570529,
+          "min movement": 0.30972896653702314
+        }
+      }
+    },
+    "soap": {
+      "error_rates": {
+        "Ackley": 0.47089740051630125,
+        "Cross-in-Tray": 1.834025185326547,
+        "Drop-Wave": 1.6373966861673954,
+        "EggHolder": 2.5083422596892153,
+        "Gramacy & Lee 2D": 0.6749849112167084,
+        "Griewank": 0.6161088000496537,
+        "Langermann": 1.5739475397229155,
+        "Langermann 2": 2.708364819597241,
+        "Lévy": 1.6770774091117533,
+        "Lévy 13": 0.49626954187644684,
+        "MixedMichalewiczSphere": 0.40401581386063357,
+        "Rastrigin": 0.3399637989503582,
+        "Rosenbrock": 0.5708465173725286,
+        "Schaffer 2": 2.084518368970456,
+        "Schaffer 4": 2.0842431000942123,
+        "SchwefelSin": 2.528244634887346,
+        "Shubert": 0.4226410021011366,
+        "Styblinski-Tang": 1.9373871117515946,
+        "Weierstrass": 1.0283100680808739
+      },
+      "weighted_error_rates": {
+        "Ackley": 0.7063461007744518,
+        "Cross-in-Tray": 0.9170125926632735,
+        "Drop-Wave": 2.456095029251093,
+        "EggHolder": 2.006673807751372,
+        "Gramacy & Lee 2D": 1.6874622780417712,
+        "Griewank": 0.9241632000744806,
+        "Langermann": 1.5739475397229155,
+        "Langermann 2": 2.166691855677793,
+        "Lévy": 1.6770774091117533,
+        "Lévy 13": 0.7444043128146702,
+        "MixedMichalewiczSphere": 0.6060237207909503,
+        "Rastrigin": 0.5099456984255373,
+        "Rosenbrock": 0.5708465173725286,
+        "Schaffer 2": 3.752133064146821,
+        "Schaffer 4": 3.7516375801695823,
+        "SchwefelSin": 2.022595707909877,
+        "Shubert": 0.4226410021011366,
+        "Styblinski-Tang": 2.3248645341019136,
+        "Weierstrass": 2.0566201361617478
+      },
+      "avg_error_rate": 1.347241314175964,
+      "weighted_avg_error_rate": 1.6251148466875616,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.1521711963185817,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.054725993231021106,
+          "average distance to final point": 0.10462088594012771,
+          "convergence": 0.12893894858448918,
+          "oscillation": 0.030440376442081613
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.9110780593465565,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4123941592189633,
+          "average distance to final point": 0.14961765030145144,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011374217109404578
+        },
+        "Drop-Wave": {
+          "final loss": 0.700520097140664,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3365096551802789,
+          "average distance to final point": 0.13502026917578205,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03829542858055578,
+          "lucky jump": 0.07749013673994355
+        },
+        "EggHolder": {
+          "final loss": 1.0397191840685878,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7767746311658059,
+          "average distance to final point": 0.05522317019602103,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011854425521777038,
+          "min movement": 0.2752097493868522
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.03298265550426771,
+          "average distance to final point": 0.12616094894159804,
+          "convergence": 0.1274744871391589,
+          "oscillation": 0.02924989196310491,
+          "lucky jump": 0.3591169276685789
+        },
+        "Griewank": {
+          "final loss": 0.06403489006935978,
+          "boundary violation": 0.01751685897300555,
+          "final distance to global minimum": 0.11987275068091265,
+          "average distance to final point": 0.1968760866496611,
+          "convergence": 0.20760255356284596,
+          "oscillation": 0.0102056601138687
+        },
+        "Langermann": {
+          "final loss": 0.5897558803930799,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5290477312662227,
+          "average distance to final point": 0.08114032815324126,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024442500560200506
+        },
+        "Langermann 2": {
+          "final loss": 1.0118583993336738,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0602151579625119,
+          "average distance to final point": 0.109295695928367,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.030371453439414973,
+          "min movement": 0.14706301358310223
+        },
+        "Lévy": {
+          "final loss": 0.336981592117591,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8624807313009086,
+          "average distance to final point": 0.12805398634308254,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Lévy 13": {
+          "final loss": 0.03276271917431808,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.14983787590263975,
+          "average distance to final point": 0.21033561346615565,
+          "convergence": 0.10333333333333333,
+          "oscillation": 0.0
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.053589818602687876,
+          "boundary violation": 0.0224717856089022,
+          "final distance to global minimum": 0.05613354619367046,
+          "average distance to final point": 0.13520285264094048,
+          "convergence": 0.11991449828236961,
+          "oscillation": 0.016703312532063003
+        },
+        "Rastrigin": {
+          "final loss": 0.014762740318209037,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.026831607906298984,
+          "average distance to final point": 0.11884570194355948,
+          "convergence": 0.16291933384829668,
+          "oscillation": 0.016604414933993995
+        },
+        "Rosenbrock": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07171369192561189,
+          "average distance to final point": 0.21798678932924392,
+          "convergence": 0.2447362633215465,
+          "oscillation": 0.03640977279612619
+        },
+        "Schaffer 2": {
+          "final loss": 0.9052441304735059,
+          "boundary violation": 0.0057836049197248236,
+          "final distance to global minimum": 0.5726613127320297,
+          "average distance to final point": 0.2393832422632787,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011884979231745623
+        },
+        "Schaffer 4": {
+          "final loss": 0.5826350647661331,
+          "boundary violation": 0.28844869161756387,
+          "final distance to global minimum": 0.5233865369251913,
+          "average distance to final point": 0.2606972955643938,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0074108411073956085,
+          "min movement": 0.07210357076336331
+        },
+        "SchwefelSin": {
+          "final loss": 0.9418883558446072,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8188047854939072,
+          "average distance to final point": 0.07444321294551455,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020926008646024914,
+          "lucky jump": 0.2412711335415835,
+          "min movement": 0.08135003906553753
+        },
+        "Shubert": {
+          "final loss": 0.08328738307490634,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09005794265290058,
+          "average distance to final point": 0.09672133282628706,
+          "convergence": 0.11991449828236961,
+          "oscillation": 0.03265984526467305
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.22021579008358222,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9779202847241668,
+          "average distance to final point": 0.18080045930611074,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010152016440512193,
+          "lucky jump": 0.19873746184705146
+        },
+        "Weierstrass": {
+          "final loss": 0.2770163591580889,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.13659077866822916,
+          "average distance to final point": 0.25822305539544077,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00691877550894372
+        }
+      }
+    },
+    "ranger": {
+      "error_rates": {
+        "Ackley": 2.918355516423417,
+        "Cross-in-Tray": 3.3269050740696664,
+        "Drop-Wave": 3.7590468670568944,
+        "EggHolder": 2.344073088831358,
+        "Gramacy & Lee 2D": 2.767828975012969,
+        "Griewank": 1.11053683189992,
+        "Langermann": 3.220508641326387,
+        "Langermann 2": 2.7900760116471846,
+        "Lévy": 4.4311018093798005,
+        "Lévy 13": 2.4923748669419523,
+        "MixedMichalewiczSphere": 2.918312416448977,
+        "Rastrigin": 3.513936932216537,
+        "Rosenbrock": 1.93757979656442,
+        "Schaffer 2": 3.723954149538826,
+        "Schaffer 4": 3.7559191959393594,
+        "SchwefelSin": 2.470242728491776,
+        "Shubert": 0.8358762938393658,
+        "Styblinski-Tang": 2.3097251737968914,
+        "Weierstrass": 6.253623642768341
+      },
+      "weighted_error_rates": {
+        "Ackley": 4.377533274635125,
+        "Cross-in-Tray": 1.6634525370348332,
+        "Drop-Wave": 5.638570300585341,
+        "EggHolder": 1.8752584710650866,
+        "Gramacy & Lee 2D": 6.919572437532423,
+        "Griewank": 1.66580524784988,
+        "Langermann": 3.220508641326387,
+        "Langermann 2": 2.2320608093177476,
+        "Lévy": 4.4311018093798005,
+        "Lévy 13": 3.7385623004129283,
+        "MixedMichalewiczSphere": 4.377468624673465,
+        "Rastrigin": 5.270905398324805,
+        "Rosenbrock": 1.93757979656442,
+        "Schaffer 2": 6.703117469169888,
+        "Schaffer 4": 6.7606545526908475,
+        "SchwefelSin": 1.9761941827934209,
+        "Shubert": 0.8358762938393658,
+        "Styblinski-Tang": 2.7716702085562694,
+        "Weierstrass": 12.507247285536682
+      },
+      "avg_error_rate": 2.993683053273371,
+      "weighted_avg_error_rate": 4.152796823225722,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.2186108126716326,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8618452165285151,
+          "average distance to final point": 0.03678093958189647,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027853672956961093,
+          "lucky jump": 0.12801514167724612,
+          "min movement": 0.29568863365699394
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.5051545069092473,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8041989086018224,
+          "average distance to final point": 0.10254806674151967,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03271261871628148,
+          "lucky jump": 0.24752444033973603,
+          "min movement": 0.2852054334108884
+        },
+        "Drop-Wave": {
+          "final loss": 1.646950050040142,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.842474237654303,
+          "average distance to final point": 0.028722196300680826,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.022387297049762923,
+          "lucky jump": 0.614768655003023,
+          "min movement": 0.254183331658812
+        },
+        "EggHolder": {
+          "final loss": 0.9620502405683125,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7668270250626132,
+          "average distance to final point": 0.11902977793822761,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04295973561163518,
+          "min movement": 0.1036452103003982
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.6403070210605801,
+          "boundary violation": 0.09970211876218564,
+          "final distance to global minimum": 1.1732193973274692,
+          "average distance to final point": 0.14448763272502216,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03338512575771475,
+          "min movement": 0.32716658002982585
+        },
+        "Griewank": {
+          "final loss": 0.1378319516898304,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.32265755168725896,
+          "average distance to final point": 0.26034976362360324,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04013646554905622
+        },
+        "Langermann": {
+          "final loss": 0.9853838105791822,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0495529702225843,
+          "average distance to final point": 0.040788062950243675,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02108941552427684,
+          "lucky jump": 0.5265825753394066,
+          "min movement": 0.24755070736052195
+        },
+        "Langermann 2": {
+          "final loss": 0.7513407976410151,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9512927621346429,
+          "average distance to final point": 0.03785792041172359,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020929386282185505,
+          "lucky jump": 0.42039391090559186,
+          "min movement": 0.2587001349218544
+        },
+        "Lévy": {
+          "final loss": 0.4529916499329854,
+          "boundary violation": 0.016069984293635615,
+          "final distance to global minimum": 1.0162439294854215,
+          "average distance to final point": 0.10041385208686789,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.022642806520485205,
+          "min movement": 0.36253858507100456,
+          "final proximity": 2.110639902639229
+        },
+        "Lévy 13": {
+          "final loss": 0.7322717331507472,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9671353632410532,
+          "average distance to final point": 0.16384443951365918,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.030900787605315307,
+          "min movement": 0.2486614440810065
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.9080519168569474,
+          "boundary violation": 0.05442629756710924,
+          "final distance to global minimum": 0.7447964839924384,
+          "average distance to final point": 0.1230280858921043,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03258042356961759,
+          "lucky jump": 0.43534701414472826,
+          "min movement": 0.2705210950758603
+        },
+        "Rastrigin": {
+          "final loss": 1.1856663376687857,
+          "boundary violation": 0.06939784721525578,
+          "final distance to global minimum": 0.9895139492102277,
+          "average distance to final point": 0.03264504185850034,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020916345705710677,
+          "lucky jump": 0.6086273912336174,
+          "min movement": 0.25760891997426827
+        },
+        "Rosenbrock": {
+          "final loss": 0.052358772217226755,
+          "boundary violation": 0.004247940991829749,
+          "final distance to global minimum": 1.120446479428201,
+          "average distance to final point": 0.10556676050665906,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.016537290048629083,
+          "min movement": 0.2888614540217031
+        },
+        "Schaffer 2": {
+          "final loss": 1.1388071006098643,
+          "boundary violation": 0.11051356961152103,
+          "final distance to global minimum": 1.0115016384091837,
+          "average distance to final point": 0.014036386129420217,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.016002453595590358,
+          "lucky jump": 0.8420367103552228,
+          "min movement": 0.24149519147785214
+        },
+        "Schaffer 4": {
+          "final loss": 0.8513215325424348,
+          "boundary violation": 0.005164244345862146,
+          "final distance to global minimum": 0.9841406813074998,
+          "average distance to final point": 0.073609435261882,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.018267432389673065,
+          "lucky jump": 1.2166865048117605,
+          "min movement": 0.2571682659300756
+        },
+        "SchwefelSin": {
+          "final loss": 0.5115417040434836,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2523183685107084,
+          "average distance to final point": 0.07815902678479986,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.022864112561562386,
+          "min movement": 0.25579841724105007
+        },
+        "Shubert": {
+          "final loss": 0.15042733032923,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09935248870920337,
+          "average distance to final point": 0.10974749803277663,
+          "convergence": 0.18534122937640485,
+          "oscillation": 0.04279019905776234,
+          "lucky jump": 0.030202553175488544,
+          "min movement": 0.2180149951585
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31901413511647503,
+          "boundary violation": 0.007532104086051222,
+          "final distance to global minimum": 1.2037949194983988,
+          "average distance to final point": 0.16112466513634968,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03408613244884257,
+          "min movement": 0.23461211816060298
+        },
+        "Weierstrass": {
+          "final loss": 1.6843801643010168,
+          "boundary violation": 0.169232773850755,
+          "final distance to global minimum": 1.0975820273338144,
+          "average distance to final point": 0.032653723861628396,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.019161635964697034,
+          "lucky jump": 0.07127142199453966,
+          "min movement": 0.29710366634093505,
+          "final proximity": 2.532677129770783
+        }
+      }
+    },
+    "adatam": {
+      "error_rates": {
+        "Ackley": 2.1951837799238807,
+        "Cross-in-Tray": 2.986565787030158,
+        "Drop-Wave": 3.2452961917979284,
+        "EggHolder": 2.338147642565153,
+        "Gramacy & Lee 2D": 1.5399397537614212,
+        "Griewank": 0.5746127911396152,
+        "Langermann": 1.9044484783303721,
+        "Langermann 2": 2.8982986196841534,
+        "Lévy": 1.0732259343905448,
+        "Lévy 13": 0.8437651842011796,
+        "MixedMichalewiczSphere": 1.5416720468223146,
+        "Rastrigin": 0.5615052597580266,
+        "Rosenbrock": 1.3647375689031194,
+        "Schaffer 2": 2.7880381268461547,
+        "Schaffer 4": 0.7298385649859103,
+        "SchwefelSin": 2.4974196879304245,
+        "Shubert": 1.6514381920399224,
+        "Styblinski-Tang": 2.0232090482155973,
+        "Weierstrass": 2.2048745423922678
+      },
+      "weighted_error_rates": {
+        "Ackley": 3.2927756698858213,
+        "Cross-in-Tray": 1.493282893515079,
+        "Drop-Wave": 4.867944287696893,
+        "EggHolder": 1.8705181140521223,
+        "Gramacy & Lee 2D": 3.8498493844035533,
+        "Griewank": 0.8619191867094227,
+        "Langermann": 1.9044484783303721,
+        "Langermann 2": 2.318638895747323,
+        "Lévy": 1.0732259343905448,
+        "Lévy 13": 1.2656477763017695,
+        "MixedMichalewiczSphere": 2.3125080702334717,
+        "Rastrigin": 0.8422578896370398,
+        "Rosenbrock": 1.3647375689031194,
+        "Schaffer 2": 5.018468628323078,
+        "Schaffer 4": 1.3137094169746386,
+        "SchwefelSin": 1.9979357503443396,
+        "Shubert": 1.6514381920399224,
+        "Styblinski-Tang": 2.427850857858717,
+        "Weierstrass": 4.4097490847845355
+      },
+      "avg_error_rate": 1.840116694774639,
+      "weighted_avg_error_rate": 2.3229950568490403,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.0050600057592798,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6748776129719752,
+          "average distance to final point": 0.10813035734641588,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02768674988638021,
+          "min movement": 0.02986795460965819
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.5905626084321736,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9015865079161787,
+          "average distance to final point": 0.14121486690517715,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.003640704426457693
+        },
+        "Drop-Wave": {
+          "final loss": 1.646951060072406,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8425147214702182,
+          "average distance to final point": 0.05580245633537339,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.039057060809511025,
+          "min movement": 0.31140979376024847
+        },
+        "EggHolder": {
+          "final loss": 0.7123694371905188,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5575933839048038,
+          "average distance to final point": 0.12632816253816842,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.015120020444456522,
+          "lucky jump": 0.577175539137034
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.40542682041651495,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.33780495031095625,
+          "average distance to final point": 0.1110677406098402,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02482858422472785,
+          "lucky jump": 0.3112505588492108
+        },
+        "Griewank": {
+          "final loss": 0.04615164072206263,
+          "boundary violation": 0.0016193990128754452,
+          "final distance to global minimum": 0.10733337476486222,
+          "average distance to final point": 0.1377671251845159,
+          "convergence": 0.25653061981342756,
+          "oscillation": 0.025210631641871265
+        },
+        "Langermann": {
+          "final loss": 0.2969781696248768,
+          "boundary violation": 0.0028082876332552855,
+          "final distance to global minimum": 0.4698245175298283,
+          "average distance to final point": 0.09401250413873302,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.017412493246062408,
+          "lucky jump": 0.6738514068074449
+        },
+        "Langermann 2": {
+          "final loss": 1.0817156190753863,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1682525931330998,
+          "average distance to final point": 0.06638249806900998,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020755977271196612,
+          "min movement": 0.21163083278528905
+        },
+        "Lévy": {
+          "final loss": 0.13958800706499488,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.434911240044621,
+          "average distance to final point": 0.14326384788137367,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005901740049383881
+        },
+        "Lévy 13": {
+          "final loss": 0.06599844221376089,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2620903683830654,
+          "average distance to final point": 0.16018598619473523,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005929288059446934
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.5596128889625138,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.47018345294937886,
+          "average distance to final point": 0.09931896051258605,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014332067179354115,
+          "min movement": 0.048663577868310444
+        },
+        "Rastrigin": {
+          "final loss": 0.08005549361692252,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2471290882122719,
+          "average distance to final point": 0.10047176338850404,
+          "convergence": 0.11676850899644978,
+          "oscillation": 0.017080405543878362
+        },
+        "Rosenbrock": {
+          "final loss": 0.02817393538006042,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7788719999055507,
+          "average distance to final point": 0.20813053426733708,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.23829873029708548,
+          "boundary violation": 1.641758403218534,
+          "final distance to global minimum": 0.23170048112077307,
+          "average distance to final point": 0.3008174050276929,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.025902007831898104
+        },
+        "Schaffer 4": {
+          "final loss": 0.0359160221347408,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1363423743023872,
+          "average distance to final point": 0.19521615655902896,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.012802912639582114
+        },
+        "SchwefelSin": {
+          "final loss": 0.8092478771343343,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.65974047457482,
+          "average distance to final point": 0.07210897580188139,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020434436604428775,
+          "lucky jump": 0.5863268244647891
+        },
+        "Shubert": {
+          "final loss": 0.9153139193147626,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.22904664841093775,
+          "average distance to final point": 0.13776664218224918,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.019749882781801606
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833397782374795,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2032658719985838,
+          "average distance to final point": 0.08887483859545732,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005621845958284695,
+          "min movement": 0.05755141448935239
+        },
+        "Weierstrass": {
+          "final loss": 0.9638932691702353,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6440954249546721,
+          "average distance to final point": 0.17440405376855583,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.013009946936488345,
+          "min movement": 0.05991074821214516
+        }
+      }
+    },
+    "emolynx": {
+      "error_rates": {
+        "Ackley": 1.7538376579980015,
+        "Cross-in-Tray": 1.7701859536036864,
+        "Drop-Wave": 1.9822012676799083,
+        "EggHolder": 2.425746713222053,
+        "Gramacy & Lee 2D": 2.0907225985865328,
+        "Griewank": 0.6181835105414828,
+        "Langermann": 2.4360841408145038,
+        "Langermann 2": 3.0385655223170085,
+        "Lévy": 1.721736637601646,
+        "Lévy 13": 0.5867192043088616,
+        "MixedMichalewiczSphere": 2.2304250739240277,
+        "Rastrigin": 1.2153282495732776,
+        "Rosenbrock": 0.7203901258676048,
+        "Schaffer 2": 1.6403709998763116,
+        "Schaffer 4": 1.4367388012790665,
+        "SchwefelSin": 2.148362040224018,
+        "Shubert": 2.0362456047471955,
+        "Styblinski-Tang": 0.5358905807073167,
+        "Weierstrass": 1.5437391750048777
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.630756486997002,
+        "Cross-in-Tray": 0.8850929768018432,
+        "Drop-Wave": 2.9733019015198625,
+        "EggHolder": 1.9405973705776427,
+        "Gramacy & Lee 2D": 5.226806496466332,
+        "Griewank": 0.9272752658122242,
+        "Langermann": 2.4360841408145038,
+        "Langermann 2": 2.430852417853607,
+        "Lévy": 1.721736637601646,
+        "Lévy 13": 0.8800788064632924,
+        "MixedMichalewiczSphere": 3.3456376108860413,
+        "Rastrigin": 1.8229923743599163,
+        "Rosenbrock": 0.7203901258676048,
+        "Schaffer 2": 2.952667799777361,
+        "Schaffer 4": 2.5861298423023196,
+        "SchwefelSin": 1.7186896321792144,
+        "Shubert": 2.0362456047471955,
+        "Styblinski-Tang": 0.64306869684878,
+        "Weierstrass": 3.0874783500097553
+      },
+      "avg_error_rate": 1.6806038872567044,
+      "weighted_avg_error_rate": 2.156099080941376,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.732644872075486,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.20305190872019702,
+          "average distance to final point": 0.33521230459060763,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13336747326153955
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.9702490149422646,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1755957862296968,
+          "average distance to final point": 0.15669868489064215,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.11808136819091163
+        },
+        "Drop-Wave": {
+          "final loss": 0.7241862914139705,
+          "boundary violation": 0.0909238429396998,
+          "final distance to global minimum": 0.3409587642994168,
+          "average distance to final point": 0.3267554389869214,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1498158306897285
+        },
+        "EggHolder": {
+          "final loss": 0.9610998725278839,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7014086285653781,
+          "average distance to final point": 0.21595521746336604,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13481729351344515,
+          "min movement": 0.06290460180180912
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5347029536727562,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9476613730802593,
+          "average distance to final point": 0.23423043739227842,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007028939819412133,
+          "min movement": 0.017537795271655488
+        },
+        "Griewank": {
+          "final loss": 0.09491793877095778,
+          "boundary violation": 0.0007750713294848693,
+          "final distance to global minimum": 0.19398962890984794,
+          "average distance to final point": 0.15285213500721237,
+          "convergence": 0.15379544965281847,
+          "oscillation": 0.02185328687116138
+        },
+        "Langermann": {
+          "final loss": 1.2219677691608015,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.48980846954465024,
+          "average distance to final point": 0.14161537072164257,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13473181702953793,
+          "min movement": 0.09839961500770036
+        },
+        "Langermann 2": {
+          "final loss": 1.0934088210705575,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0840386447902715,
+          "average distance to final point": 0.08091264068127617,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10957956651858042,
+          "min movement": 0.3210647499061514
+        },
+        "Lévy": {
+          "final loss": 0.08545515295748217,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2055695012575439,
+          "average distance to final point": 0.23551109781300308,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.19981623253955338,
+          "lucky jump": 0.6458235536838923
+        },
+        "Lévy 13": {
+          "final loss": 0.056635604349363475,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.11757074786094009,
+          "average distance to final point": 0.17378522790130663,
+          "convergence": 0.11991449828236961,
+          "oscillation": 0.11881312591488186
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.7523828012529461,
+          "boundary violation": 0.01581387586128233,
+          "final distance to global minimum": 0.7534256742070202,
+          "average distance to final point": 0.23436069779296212,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.12488092545964548
+        },
+        "Rastrigin": {
+          "final loss": 0.35696234614157796,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.13835883706725763,
+          "average distance to final point": 0.22437203513662632,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.14607393187764459
+        },
+        "Rosenbrock": {
+          "final loss": 0.006145082805192475,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.06625400583323443,
+          "average distance to final point": 0.28438046553200924,
+          "convergence": 0.32799534447019263,
+          "oscillation": 0.035615227226975944
+        },
+        "Schaffer 2": {
+          "final loss": 0.455511326724938,
+          "boundary violation": 0.00928754624875988,
+          "final distance to global minimum": 0.3744823768583876,
+          "average distance to final point": 0.26870829992332124,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.18282035077073386
+        },
+        "Schaffer 4": {
+          "final loss": 0.4724605871607359,
+          "boundary violation": 0.004074683524313192,
+          "final distance to global minimum": 0.45576914852491834,
+          "average distance to final point": 0.20181575594132337,
+          "convergence": 0.12389708621146318,
+          "oscillation": 0.1787215399163125
+        },
+        "SchwefelSin": {
+          "final loss": 0.6526394524827427,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5618105102259462,
+          "average distance to final point": 0.28987012112628713,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.21622606981776482,
+          "lucky jump": 0.07825478722110589
+        },
+        "Shubert": {
+          "final loss": 0.9699014343349843,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2564600120658807,
+          "average distance to final point": 0.11605970898577002,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.12024379403946325,
+          "min movement": 0.22401955597092602
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.03562333728173474,
+          "average distance to final point": 0.19669480764108893,
+          "convergence": 0.22078133401995112,
+          "oscillation": 0.0827911017645418
+        },
+        "Weierstrass": {
+          "final loss": 0.632094427835785,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.26023836264008715,
+          "average distance to final point": 0.1103950433961107,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1914502417827237
+        }
+      }
+    },
+    "adahessian": {
+      "error_rates": {
+        "Ackley": 1.1009717804557257,
+        "Cross-in-Tray": 1.6781917853100836,
+        "Drop-Wave": 1.9317900937448462,
+        "EggHolder": 1.3001675139938067,
+        "Gramacy & Lee 2D": 2.6251792994731087,
+        "Griewank": 0.459630047873669,
+        "Langermann": 1.3318326667126474,
+        "Langermann 2": 2.9490667713843073,
+        "Lévy": 3.3588389268033687,
+        "Lévy 13": 1.67453878307528,
+        "MixedMichalewiczSphere": 0.3699956656066083,
+        "Rastrigin": 2.02835177578312,
+        "Rosenbrock": 1.7606728277670547,
+        "Schaffer 2": 2.8529461975858132,
+        "Schaffer 4": 2.5330341626856643,
+        "SchwefelSin": 2.6478348648946666,
+        "Shubert": 0.5001688345382438,
+        "Styblinski-Tang": 2.067484913740256,
+        "Weierstrass": 10.087985193644787
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.6514576706835886,
+        "Cross-in-Tray": 0.8390958926550418,
+        "Drop-Wave": 2.8976851406172695,
+        "EggHolder": 1.0401340111950454,
+        "Gramacy & Lee 2D": 6.562948248682772,
+        "Griewank": 0.6894450718105035,
+        "Langermann": 1.3318326667126474,
+        "Langermann 2": 2.3592534171074457,
+        "Lévy": 3.3588389268033687,
+        "Lévy 13": 2.51180817461292,
+        "MixedMichalewiczSphere": 0.5549934984099124,
+        "Rastrigin": 3.0425276636746803,
+        "Rosenbrock": 1.7606728277670547,
+        "Schaffer 2": 5.135303155654464,
+        "Schaffer 4": 4.559461492834195,
+        "SchwefelSin": 2.118267891915733,
+        "Shubert": 0.5001688345382438,
+        "Styblinski-Tang": 2.480981896488307,
+        "Weierstrass": 20.175970387289574
+      },
+      "avg_error_rate": 2.276772742372266,
+      "weighted_avg_error_rate": 3.3458340457606717,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.3910639904728156,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24633188361578606,
+          "average distance to final point": 0.090126694067012,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.023888112949940823
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.6227017101214503,
+          "boundary violation": 0.012324997722476527,
+          "final distance to global minimum": 0.27893723151734057,
+          "average distance to final point": 0.1250318738743408,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008416595479574332,
+          "lucky jump": 0.27140902852595206,
+          "min movement": 0.009809248718777894
+        },
+        "Drop-Wave": {
+          "final loss": 0.9831907523659971,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.42182531462049944,
+          "average distance to final point": 0.09863458860624508,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.036212284411782855,
+          "lucky jump": 0.03851091618228244,
+          "min movement": 0.003855138207867759
+        },
+        "EggHolder": {
+          "final loss": 0.5295735867384189,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.04349866467449863,
+          "average distance to final point": 0.11806421058642723,
+          "convergence": 0.11676850899644978,
+          "oscillation": 0.016593874030447417,
+          "lucky jump": 0.4756686689675649
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.6875837873151555,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1737800961184817,
+          "average distance to final point": 0.07586395789557926,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.33839035879372076
+        },
+        "Griewank": {
+          "final loss": 0.0,
+          "boundary violation": 0.0011368892341073627,
+          "final distance to global minimum": 0.07094589755238957,
+          "average distance to final point": 0.175842277086714,
+          "convergence": 0.17331676725154985,
+          "oscillation": 0.03838821674890826
+        },
+        "Langermann": {
+          "final loss": 0.3071359906749505,
+          "boundary violation": 4.744682493962422e-5,
+          "final distance to global minimum": 0.4965557521822233,
+          "average distance to final point": 0.15817633824046598,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020356039439896768
+        },
+        "Langermann 2": {
+          "final loss": 1.0944975290685872,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1574379524203275,
+          "average distance to final point": 0.03666848196813424,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.013045505052813402,
+          "min movement": 0.2978562035242733
+        },
+        "Lévy": {
+          "final loss": 0.34586034498663726,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8778565268940028,
+          "average distance to final point": 0.06647667341920278,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007379780008058319,
+          "lucky jump": 1.5600459983986021,
+          "min movement": 0.15165850374669415
+        },
+        "Lévy 13": {
+          "final loss": 0.47283029889726913,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7668346020469403,
+          "average distance to final point": 0.07637709056676167,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00893569221413793
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 4.748447265836373e-5,
+          "final distance to global minimum": 0.021561224089371365,
+          "average distance to final point": 0.12670582506708486,
+          "convergence": 0.19572422247919108,
+          "oscillation": 0.025956909498302583
+        },
+        "Rastrigin": {
+          "final loss": 0.7539348190483554,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.790393142336347,
+          "average distance to final point": 0.06178265931570573,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011079202453755151,
+          "min movement": 0.06160085327878565
+        },
+        "Rosenbrock": {
+          "final loss": 0.04892654240022805,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.033139290863832,
+          "average distance to final point": 0.10005218043454016,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0007068113140874353,
+          "min movement": 0.22828690340419588
+        },
+        "Schaffer 2": {
+          "final loss": 1.1343605749245387,
+          "boundary violation": 0.028925334717044938,
+          "final distance to global minimum": 0.9907305591586296,
+          "average distance to final point": 0.07570884500878002,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011655144894962787,
+          "min movement": 0.26200463953168585
+        },
+        "Schaffer 4": {
+          "final loss": 0.8189144792366695,
+          "boundary violation": 0.0012338214009044429,
+          "final distance to global minimum": 0.9988365772097053,
+          "average distance to final point": 0.03899339529272656,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00822925825810535,
+          "min movement": 0.31726553193738205
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992248773639934,
+          "average distance to final point": 0.040662157750712954,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2740604393604896
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09016100683608583,
+          "average distance to final point": 0.04935416776643542,
+          "convergence": 0.1102359072622532,
+          "oscillation": 0.0073712409035044685,
+          "min movement": 0.24304651176996478
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183332793129564,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031998270474311,
+          "average distance to final point": 0.06315424460224515,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.13323646342745193
+        },
+        "Weierstrass": {
+          "final loss": 1.4312422101555715,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0228732306272197,
+          "average distance to final point": 0.044155012660579675,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0016746875389405122,
+          "min movement": 0.4224043448568661,
+          "final proximity": 6.8160746084554376
+        }
+      }
+    },
+    "sophiah": {
+      "error_rates": {
+        "Ackley": 0.7177116740174904,
+        "Cross-in-Tray": 1.4517427380545012,
+        "Drop-Wave": 1.7672051843974061,
+        "EggHolder": 1.908737809226597,
+        "Gramacy & Lee 2D": 1.7209849373658581,
+        "Griewank": 0.6671411017910924,
+        "Langermann": 2.673241254147061,
+        "Langermann 2": 2.676248013246188,
+        "Lévy": 0.5465148463981654,
+        "Lévy 13": 0.6388649858960634,
+        "MixedMichalewiczSphere": 0.61104546368732,
+        "Rastrigin": 0.629895743458124,
+        "Rosenbrock": 0.519603653382842,
+        "Schaffer 2": 1.490924002668323,
+        "Schaffer 4": 1.3658594953697007,
+        "SchwefelSin": 2.4226378003969247,
+        "Shubert": 0.899336329824658,
+        "Styblinski-Tang": 0.5012349872737015,
+        "Weierstrass": 1.4812305610270187
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.0765675110262356,
+        "Cross-in-Tray": 0.7258713690272506,
+        "Drop-Wave": 2.650807776596109,
+        "EggHolder": 1.5269902473812778,
+        "Gramacy & Lee 2D": 4.302462343414645,
+        "Griewank": 1.0007116526866386,
+        "Langermann": 2.673241254147061,
+        "Langermann 2": 2.1409984105969504,
+        "Lévy": 0.5465148463981654,
+        "Lévy 13": 0.9582974788440952,
+        "MixedMichalewiczSphere": 0.9165681955309801,
+        "Rastrigin": 0.9448436151871861,
+        "Rosenbrock": 0.519603653382842,
+        "Schaffer 2": 2.6836632048029814,
+        "Schaffer 4": 2.4585470916654613,
+        "SchwefelSin": 1.9381102403175399,
+        "Shubert": 0.899336329824658,
+        "Styblinski-Tang": 0.6014819847284418,
+        "Weierstrass": 2.9624611220540373
+      },
+      "avg_error_rate": 1.2994821358752124,
+      "weighted_avg_error_rate": 1.6593199119796083,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.12638956916972136,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.04897552087593712,
+          "average distance to final point": 0.19773104158846386,
+          "convergence": 0.3178275349237888,
+          "oscillation": 0.026788007459579165
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.814127159966857,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.19703643316626102,
+          "average distance to final point": 0.19446359893770798,
+          "convergence": 0.22623378867752034,
+          "oscillation": 0.019881757306154896
+        },
+        "Drop-Wave": {
+          "final loss": 0.7149559379721258,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.33418621610361854,
+          "average distance to final point": 0.2748942232228003,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09360770774869019
+        },
+        "EggHolder": {
+          "final loss": 0.7142525857610353,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5616142387624413,
+          "average distance to final point": 0.24880653446514495,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.034503350887804096
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.47068561257282904,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6742139550724786,
+          "average distance to final point": 0.19696793285931313,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02955633751106595
+        },
+        "Griewank": {
+          "final loss": 0.04561614609178518,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07173167129715771,
+          "average distance to final point": 0.21824292313157925,
+          "convergence": 0.32497065582164747,
+          "oscillation": 0.006579705448922728
+        },
+        "Langermann": {
+          "final loss": 1.07474709874577,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8152845025823496,
+          "average distance to final point": 0.20391221812806468,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05405243085401524,
+          "min movement": 0.17568390448669086
+        },
+        "Langermann 2": {
+          "final loss": 0.9495844749279355,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0177360547685441,
+          "average distance to final point": 0.150823883770346,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0449397893541716,
+          "min movement": 0.1636027110750193
+        },
+        "Lévy": {
+          "final loss": 0.008356409238264091,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.06727475505885347,
+          "average distance to final point": 0.19045159144084295,
+          "convergence": 0.2804211119693833,
+          "oscillation": 1.0978690821662506e-5
+        },
+        "Lévy 13": {
+          "final loss": 0.05191186163466692,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1129733165764287,
+          "average distance to final point": 0.2095233636310135,
+          "convergence": 0.2487178854536281,
+          "oscillation": 0.01573855860032611
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.011861075764249123,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.03404946435039256,
+          "average distance to final point": 0.23221956586693002,
+          "convergence": 0.3232809177664838,
+          "oscillation": 0.009634439939264636
+        },
+        "Rastrigin": {
+          "final loss": 0.08189097870563262,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.06350750759042481,
+          "average distance to final point": 0.17333091502122056,
+          "convergence": 0.2617675838833549,
+          "oscillation": 0.049398758257491106
+        },
+        "Rosenbrock": {
+          "final loss": 0.0004587426620201435,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.040245192622413134,
+          "average distance to final point": 0.24438226166346802,
+          "convergence": 0.19033284996067973,
+          "oscillation": 0.04418460647426096
+        },
+        "Schaffer 2": {
+          "final loss": 0.266680918086287,
+          "boundary violation": 0.275246144862391,
+          "final distance to global minimum": 0.25347236758418273,
+          "average distance to final point": 0.32604202064744064,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01992145213785039
+        },
+        "Schaffer 4": {
+          "final loss": 0.358233294413942,
+          "boundary violation": 0.021829742888500345,
+          "final distance to global minimum": 0.35159550966576747,
+          "average distance to final point": 0.27341706036009694,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011222788691222596
+        },
+        "SchwefelSin": {
+          "final loss": 0.9976167929511806,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9426658541980664,
+          "average distance to final point": 0.12369577894303951,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.009098274954466901
+        },
+        "Shubert": {
+          "final loss": 0.06157880417357372,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08120641502526682,
+          "average distance to final point": 0.2145178106781803,
+          "convergence": 0.31230110626054364,
+          "oscillation": 0.027949070758778064,
+          "min movement": 0.20178312292831557
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.005524161696978769,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.05644807609292106,
+          "average distance to final point": 0.2044362745680623,
+          "convergence": 0.218939015319192,
+          "oscillation": 0.01588745959654736
+        },
+        "Weierstrass": {
+          "final loss": 0.6147861925847641,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.32059644857265757,
+          "average distance to final point": 0.16079721103219258,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.035489609487233294
+        }
+      }
+    },
+    "ademamix": {
+      "error_rates": {
+        "Ackley": 1.2231202596632818,
+        "Cross-in-Tray": 2.030175229012358,
+        "Drop-Wave": 2.7553331411614828,
+        "EggHolder": 2.5038689834395407,
+        "Gramacy & Lee 2D": 1.805697472140939,
+        "Griewank": 0.610201255269959,
+        "Langermann": 1.3365169527056726,
+        "Langermann 2": 2.758845769345692,
+        "Lévy": 1.9363638703337194,
+        "Lévy 13": 0.4668314277771117,
+        "MixedMichalewiczSphere": 0.44070199476108707,
+        "Rastrigin": 1.023283825523744,
+        "Rosenbrock": 1.417992572058984,
+        "Schaffer 2": 1.8832433572177385,
+        "Schaffer 4": 1.1204376516745578,
+        "SchwefelSin": 2.6608205923070596,
+        "Shubert": 0.3826315605606477,
+        "Styblinski-Tang": 2.050596790019291,
+        "Weierstrass": 1.0709570963030925
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.8346803894949226,
+        "Cross-in-Tray": 1.015087614506179,
+        "Drop-Wave": 4.132999711742224,
+        "EggHolder": 2.0030951867516325,
+        "Gramacy & Lee 2D": 4.514243680352347,
+        "Griewank": 0.9153018829049386,
+        "Langermann": 1.3365169527056726,
+        "Langermann 2": 2.2070766154765535,
+        "Lévy": 1.9363638703337194,
+        "Lévy 13": 0.7002471416656675,
+        "MixedMichalewiczSphere": 0.6610529921416306,
+        "Rastrigin": 1.534925738285616,
+        "Rosenbrock": 1.417992572058984,
+        "Schaffer 2": 3.3898380429919293,
+        "Schaffer 4": 2.016787773014204,
+        "SchwefelSin": 2.128656473845648,
+        "Shubert": 0.3826315605606477,
+        "Styblinski-Tang": 2.460716148023149,
+        "Weierstrass": 2.141914192606185
+      },
+      "avg_error_rate": 1.5514536737513662,
+      "weighted_avg_error_rate": 1.9331646599716763,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.16909296201316945,
+          "boundary violation": 0.005460744476357379,
+          "final distance to global minimum": 0.058295582455048824,
+          "average distance to final point": 0.1329256675155,
+          "convergence": 0.18320508075688774,
+          "oscillation": 0.047568540638064274,
+          "lucky jump": 0.6265716818082543
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.0272417904782412,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4688767204432879,
+          "average distance to final point": 0.1794039252229178,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005091693517739348
+        },
+        "Drop-Wave": {
+          "final loss": 0.6997568345297506,
+          "boundary violation": 0.4555727902396037,
+          "final distance to global minimum": 0.33720363084749505,
+          "average distance to final point": 0.14489751797860043,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0475980898937532,
+          "lucky jump": 0.7207431783221081
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778439671362585,
+          "average distance to final point": 0.04393982254782508,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010937249357428328,
+          "min movement": 0.2819320693886524
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5052458819959987,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7824218352393096,
+          "average distance to final point": 0.0773312608486673,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.025361679718354836,
+          "lucky jump": 0.065775714988437
+        },
+        "Griewank": {
+          "final loss": 0.09377096194749526,
+          "boundary violation": 0.010072060353613497,
+          "final distance to global minimum": 0.14015511247958284,
+          "average distance to final point": 0.2119710100555767,
+          "convergence": 0.1401640786499874,
+          "oscillation": 0.014068031783703373
+        },
+        "Langermann": {
+          "final loss": 0.13776825314055677,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2750104741237432,
+          "average distance to final point": 0.10455965298891984,
+          "convergence": 0.14284823243501688,
+          "oscillation": 0.045309878567080415,
+          "lucky jump": 0.6310204614503554
+        },
+        "Langermann 2": {
+          "final loss": 0.9762728877066903,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0444053687821895,
+          "average distance to final point": 0.04423932900563564,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.028796037518895916,
+          "min movement": 0.3155710469821094
+        },
+        "Lévy": {
+          "final loss": 0.3363042415831199,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636434761268489,
+          "average distance to final point": 0.10699203627918595,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008384150683727226,
+          "lucky jump": 0.27147886631066637
+        },
+        "Lévy 13": {
+          "final loss": 0.018810410503472954,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.11798506127011935,
+          "average distance to final point": 0.10885893191631431,
+          "convergence": 0.18745668507580118,
+          "oscillation": 0.03372033901140385
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.028621629523816472,
+          "final distance to global minimum": 0.020013329639428194,
+          "average distance to final point": 0.13535163076313297,
+          "convergence": 0.2368274503258795,
+          "oscillation": 0.019887954508829922
+        },
+        "Rastrigin": {
+          "final loss": 0.16414898904145853,
+          "boundary violation": 0.009545628277341057,
+          "final distance to global minimum": 0.3599145212990684,
+          "average distance to final point": 0.11361451524499344,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.026499072310711348
+        },
+        "Rosenbrock": {
+          "final loss": 0.025132188758435522,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7597124947435073,
+          "average distance to final point": 0.2835867892068702,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.809497431295002,
+          "boundary violation": 0.10763509233627912,
+          "final distance to global minimum": 0.28382381641705523,
+          "average distance to final point": 0.3124650932608947,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020260824558336187
+        },
+        "Schaffer 4": {
+          "final loss": 0.0,
+          "boundary violation": 0.36900625484809274,
+          "final distance to global minimum": 0.10687968776734816,
+          "average distance to final point": 0.3034769902103078,
+          "convergence": 0.3206994505907158,
+          "oscillation": 0.020375268258093028
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843263403433406,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992193469211768,
+          "average distance to final point": 0.034553795170369425,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.29316001052200136
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08644453760873519,
+          "average distance to final point": 0.11609000394312674,
+          "convergence": 0.14284823243501688,
+          "oscillation": 0.03724878657376889
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183332793129564,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.203083556917581,
+          "average distance to final point": 0.06955410226094016,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0030200613908452985,
+          "min movement": 0.1070446907867967
+        },
+        "Weierstrass": {
+          "final loss": 0.2957859281072737,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.15669374421330537,
+          "average distance to final point": 0.259107687029365,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00980863760297732
+        }
+      }
+    },
+    "kron": {
+      "error_rates": {
+        "Ackley": 0.7809262923211567,
+        "Cross-in-Tray": 0.9261633134250785,
+        "Drop-Wave": 0.9034438031484615,
+        "EggHolder": 1.0961946337189774,
+        "Gramacy & Lee 2D": 1.699862884864405,
+        "Griewank": 0.7420963508865748,
+        "Langermann": 1.0846076531200706,
+        "Langermann 2": 1.9833263906351923,
+        "Lévy": 0.7070464761010781,
+        "Lévy 13": 0.6033847548015581,
+        "MixedMichalewiczSphere": 0.5897091009036618,
+        "Rastrigin": 0.8579017401319904,
+        "Rosenbrock": 0.6248351574823999,
+        "Schaffer 2": 2.735514838858265,
+        "Schaffer 4": 2.5557933554940457,
+        "SchwefelSin": 1.9199166606199474,
+        "Shubert": 0.9702099746978051,
+        "Styblinski-Tang": 2.138620634945125,
+        "Weierstrass": 1.0034514684754063
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.1713894384817352,
+        "Cross-in-Tray": 0.46308165671253926,
+        "Drop-Wave": 1.3551657047226922,
+        "EggHolder": 0.876955706975182,
+        "Gramacy & Lee 2D": 4.249657212161012,
+        "Griewank": 1.113144526329862,
+        "Langermann": 1.0846076531200706,
+        "Langermann 2": 1.586661112508154,
+        "Lévy": 0.7070464761010781,
+        "Lévy 13": 0.9050771322023371,
+        "MixedMichalewiczSphere": 0.8845636513554926,
+        "Rastrigin": 1.2868526101979856,
+        "Rosenbrock": 0.6248351574823999,
+        "Schaffer 2": 4.923926709944877,
+        "Schaffer 4": 4.600428039889282,
+        "SchwefelSin": 1.535933328495958,
+        "Shubert": 0.9702099746978051,
+        "Styblinski-Tang": 2.56634476193415,
+        "Weierstrass": 2.0069029369508127
+      },
+      "avg_error_rate": 1.2591055518226948,
+      "weighted_avg_error_rate": 1.7322517784349172,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.17598463254153993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.05960825380868985,
+          "average distance to final point": 0.20256440251232702,
+          "convergence": 0.25855491105868406,
+          "oscillation": 0.08421409239991587
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.33052203116013534,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.10429826426899645,
+          "average distance to final point": 0.21373818642007883,
+          "convergence": 0.19572422247919108,
+          "oscillation": 0.08188060909667684
+        },
+        "Drop-Wave": {
+          "final loss": 0.3763766454947194,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.06492130993532691,
+          "average distance to final point": 0.20235129009616376,
+          "convergence": 0.16991182163263766,
+          "oscillation": 0.08988273598961383
+        },
+        "EggHolder": {
+          "final loss": 0.5307416856548918,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.06157161594934048,
+          "average distance to final point": 0.24105192553369453,
+          "convergence": 0.23508902300206647,
+          "oscillation": 0.02774038357898414
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.6259355855833365,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3047980749564517,
+          "average distance to final point": 0.3330085769814182,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08655954799302748
+        },
+        "Griewank": {
+          "final loss": 0.08680602072254864,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.11042472456398335,
+          "average distance to final point": 0.2481006152941512,
+          "convergence": 0.2613677324489565,
+          "oscillation": 0.03539725785693508
+        },
+        "Langermann": {
+          "final loss": 0.22518943915638112,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.11251274220643281,
+          "average distance to final point": 0.29990701557498506,
+          "convergence": 0.3418386676965933,
+          "oscillation": 0.10515978848567814
+        },
+        "Langermann 2": {
+          "final loss": 0.8205323225894585,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4042807853154241,
+          "average distance to final point": 0.306029887185021,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10292229619511757
+        },
+        "Lévy": {
+          "final loss": 0.01649237139346606,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08487954431095057,
+          "average distance to final point": 0.2657899896519338,
+          "convergence": 0.2804211119693833,
+          "oscillation": 0.05946345877534427
+        },
+        "Lévy 13": {
+          "final loss": 0.04496466822331546,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.10273754554255891,
+          "average distance to final point": 0.20805130165525104,
+          "convergence": 0.218939015319192,
+          "oscillation": 0.02869222406124061
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.005866748990158128,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.01933114909599266,
+          "average distance to final point": 0.22721455546040062,
+          "convergence": 0.2804211119693833,
+          "oscillation": 0.056875535387727126
+        },
+        "Rastrigin": {
+          "final loss": 0.20193731011970364,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.10006232815353815,
+          "average distance to final point": 0.22658207970447175,
+          "convergence": 0.21708378687080318,
+          "oscillation": 0.11223623528347366
+        },
+        "Rosenbrock": {
+          "final loss": 0.00996197171375416,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.11585283683584964,
+          "average distance to final point": 0.2694872992641251,
+          "convergence": 0.16818719422671313,
+          "oscillation": 0.061345855441957836
+        },
+        "Schaffer 2": {
+          "final loss": 1.1378290854665203,
+          "boundary violation": 0.017886448275249447,
+          "final distance to global minimum": 0.8848745062268601,
+          "average distance to final point": 0.1468715468815063,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0383170007231295,
+          "min movement": 0.1601751519348274
+        },
+        "Schaffer 4": {
+          "final loss": 0.8227381078317819,
+          "boundary violation": 0.01820113939200163,
+          "final distance to global minimum": 0.9713910601168617,
+          "average distance to final point": 0.09237842377982829,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.040973919702063974,
+          "min movement": 0.2605496053213371
+        },
+        "SchwefelSin": {
+          "final loss": 0.6499472740368152,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.577744632615038,
+          "average distance to final point": 0.32187908913060614,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020784565487316872
+        },
+        "Shubert": {
+          "final loss": 0.1724357169634706,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07509427834148762,
+          "average distance to final point": 0.16946000854218318,
+          "convergence": 0.2908607860979129,
+          "oscillation": 0.10572886337930952,
+          "min movement": 0.15663032137344127
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.20314189215954,
+          "average distance to final point": 0.03282812595471997,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2347562871860827
+        },
+        "Weierstrass": {
+          "final loss": 0.2281844924958704,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.14000948112152015,
+          "average distance to final point": 0.23795418578042407,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04774220972742039
+        }
+      }
+    },
+    "emonavi": {
+      "error_rates": {
+        "Ackley": 0.5517489051377155,
+        "Cross-in-Tray": 1.0765379334158474,
+        "Drop-Wave": 2.1381306761528456,
+        "EggHolder": 2.143370389917408,
+        "Gramacy & Lee 2D": 1.6194250360596494,
+        "Griewank": 0.5076896023775577,
+        "Langermann": 1.0049134246629425,
+        "Langermann 2": 0.9572722435373792,
+        "Lévy": 0.3254409711340287,
+        "Lévy 13": 0.3918306983228868,
+        "MixedMichalewiczSphere": 0.3492542617981086,
+        "Rastrigin": 0.7641319530988202,
+        "Rosenbrock": 1.4796879311795124,
+        "Schaffer 2": 1.06291215578013,
+        "Schaffer 4": 0.7722706251750526,
+        "SchwefelSin": 2.61480993622764,
+        "Shubert": 0.4091746090112328,
+        "Styblinski-Tang": 2.0075714379387226,
+        "Weierstrass": 1.1990907728224567
+      },
+      "weighted_error_rates": {
+        "Ackley": 0.8276233577065732,
+        "Cross-in-Tray": 0.5382689667079237,
+        "Drop-Wave": 3.207196014229268,
+        "EggHolder": 1.7146963119339267,
+        "Gramacy & Lee 2D": 4.048562590149124,
+        "Griewank": 0.7615344035663365,
+        "Langermann": 1.0049134246629425,
+        "Langermann 2": 0.7658177948299034,
+        "Lévy": 0.3254409711340287,
+        "Lévy 13": 0.5877460474843302,
+        "MixedMichalewiczSphere": 0.5238813926971628,
+        "Rastrigin": 1.1461979296482303,
+        "Rosenbrock": 1.4796879311795124,
+        "Schaffer 2": 1.913241880404234,
+        "Schaffer 4": 1.3900871253150948,
+        "SchwefelSin": 2.091847948982112,
+        "Shubert": 0.4091746090112328,
+        "Styblinski-Tang": 2.409085725526467,
+        "Weierstrass": 2.3981815456449134
+      },
+      "avg_error_rate": 1.1250138717763125,
+      "weighted_avg_error_rate": 1.4496413668849113,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.10439962300881574,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.043500831379177936,
+          "average distance to final point": 0.15273553256556097,
+          "convergence": 0.2095273049389239,
+          "oscillation": 0.04158561324523692
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.41971766798736987,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.19213174862640856,
+          "average distance to final point": 0.1110351871040558,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0040922303478418435
+        },
+        "Drop-Wave": {
+          "final loss": 0.9831907523659971,
+          "boundary violation": 0.005967535767569307,
+          "final distance to global minimum": 0.4218029351778144,
+          "average distance to final point": 0.09844957049916739,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.045343006783713766,
+          "lucky jump": 0.23381577620841248
+        },
+        "EggHolder": {
+          "final loss": 0.6794505857782647,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.43486293958598626,
+          "average distance to final point": 0.12237925775121107,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02795003318255649,
+          "lucky jump": 0.5291664742692186
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.41463660604026764,
+          "boundary violation": 0.026945025928457513,
+          "final distance to global minimum": 0.5357314664959918,
+          "average distance to final point": 0.1534010242398281,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04464497239144491,
+          "lucky jump": 0.09450484161348832
+        },
+        "Griewank": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07106709072863486,
+          "average distance to final point": 0.1652129978388756,
+          "convergence": 0.2491340034577409,
+          "oscillation": 0.0222755103523063
+        },
+        "Langermann": {
+          "final loss": 0.07032955389830356,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3387434953128134,
+          "average distance to final point": 0.07922642115156511,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.021036659913654696,
+          "lucky jump": 0.14601619503643448
+        },
+        "Langermann 2": {
+          "final loss": 0.44018216279906,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.27787364388639063,
+          "average distance to final point": 0.10782478790722101,
+          "convergence": 0.1102359072622532,
+          "oscillation": 0.021155741682454366
+        },
+        "Lévy": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.011935095818432129,
+          "average distance to final point": 0.1260491902397954,
+          "convergence": 0.18745668507580118,
+          "oscillation": 0.0
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.03804014054822821,
+          "average distance to final point": 0.1158839552304465,
+          "convergence": 0.14548880187520585,
+          "oscillation": 0.03284997290441526,
+          "lucky jump": 0.05956782776459094
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.021879624587368765,
+          "average distance to final point": 0.1223570973718379,
+          "convergence": 0.19368529694616646,
+          "oscillation": 0.01133224289273551
+        },
+        "Rastrigin": {
+          "final loss": 0.08004346074215876,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24728312031861413,
+          "average distance to final point": 0.08724427268787603,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Rosenbrock": {
+          "final loss": 0.03723399801961016,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8435100632880044,
+          "average distance to final point": 0.1787468640899806,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.07063590643174619
+        },
+        "Schaffer 2": {
+          "final loss": 0.011777129453242226,
+          "boundary violation": 0.07307777973879989,
+          "final distance to global minimum": 0.05675005142881436,
+          "average distance to final point": 0.12075993360460739,
+          "convergence": 0.1511553843518929,
+          "oscillation": 0.011246613729571218,
+          "lucky jump": 0.638145263473202
+        },
+        "Schaffer 4": {
+          "final loss": 0.10165305752981724,
+          "boundary violation": 0.01676864895732491,
+          "final distance to global minimum": 0.1934818831491465,
+          "average distance to final point": 0.21692170280703427,
+          "convergence": 0.2211482753224387,
+          "oscillation": 0.02229705740929106
+        },
+        "SchwefelSin": {
+          "final loss": 0.9418655267588557,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8182983985621323,
+          "average distance to final point": 0.06557472232583539,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.016065522771861844,
+          "lucky jump": 0.3434744159314753,
+          "min movement": 0.07997025052730802
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08607191948975809,
+          "average distance to final point": 0.039123489182526686,
+          "convergence": 0.05884613803007369,
+          "oscillation": 0.027608475236049642,
+          "min movement": 0.19752458707282472
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833335284046377,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031715468409372,
+          "average distance to final point": 0.08248991257956437,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.05401552632758632
+        },
+        "Weierstrass": {
+          "final loss": 0.41307431276325507,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1811584151768758,
+          "average distance to final point": 0.24936986664202138,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005927078890133169
+        }
+      }
+    },
+    "ranger21": {
+      "error_rates": {
+        "Ackley": 0.8672846656562303,
+        "Cross-in-Tray": 0.5918809402103274,
+        "Drop-Wave": 0.8420605947001258,
+        "EggHolder": 2.8438285658563505,
+        "Gramacy & Lee 2D": 1.7901803573274704,
+        "Griewank": 0.5493310655918732,
+        "Langermann": 1.3956884788085753,
+        "Langermann 2": 2.2828563273919316,
+        "Lévy": 3.0529261609837013,
+        "Lévy 13": 0.7388171197365604,
+        "MixedMichalewiczSphere": 0.6011748501024865,
+        "Rastrigin": 0.5001512667487858,
+        "Rosenbrock": 1.866308807520209,
+        "Schaffer 2": 2.7898578121325803,
+        "Schaffer 4": 2.5372128273603036,
+        "SchwefelSin": 2.743295065296598,
+        "Shubert": 0.8513093695447352,
+        "Styblinski-Tang": 2.2117950348399473,
+        "Weierstrass": 1.6059293790142852
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.3009269984843455,
+        "Cross-in-Tray": 0.2959404701051637,
+        "Drop-Wave": 1.2630908920501889,
+        "EggHolder": 2.2750628526850805,
+        "Gramacy & Lee 2D": 4.475450893318676,
+        "Griewank": 0.8239965983878097,
+        "Langermann": 1.3956884788085753,
+        "Langermann 2": 1.8262850619135453,
+        "Lévy": 3.0529261609837013,
+        "Lévy 13": 1.1082256796048406,
+        "MixedMichalewiczSphere": 0.9017622751537298,
+        "Rastrigin": 0.7502269001231787,
+        "Rosenbrock": 1.866308807520209,
+        "Schaffer 2": 5.021744061838644,
+        "Schaffer 4": 4.566983089248547,
+        "SchwefelSin": 2.1946360522372785,
+        "Shubert": 0.8513093695447352,
+        "Styblinski-Tang": 2.654154041807937,
+        "Weierstrass": 3.2118587580285705
+      },
+      "avg_error_rate": 1.6137836152012146,
+      "weighted_avg_error_rate": 2.0966619706234084,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.014414786003763565,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.009015423757029175,
+          "average distance to final point": 0.15231770512067333,
+          "convergence": 0.18955210486664983,
+          "oscillation": 0.09729312016490332,
+          "lucky jump": 0.4046915257432111
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.017690106477778137,
+          "average distance to final point": 0.1840570738092457,
+          "convergence": 0.28343476287477265,
+          "oscillation": 0.1066989970485309
+        },
+        "Drop-Wave": {
+          "final loss": 0.010107102522703876,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.010943132663852606,
+          "average distance to final point": 0.14149938699151157,
+          "convergence": 0.22078133401995112,
+          "oscillation": 0.11134897684279617,
+          "lucky jump": 0.3473806616593106
+        },
+        "EggHolder": {
+          "final loss": 1.0921790655536114,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7976096499110009,
+          "average distance to final point": 0.1638960322964286,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1289510981350469,
+          "lucky jump": 0.0667834909821668,
+          "min movement": 0.2448481296279248
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.4786655003929978,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6361343633568874,
+          "average distance to final point": 0.19574443734270955,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13007495688470444
+        },
+        "Griewank": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0027036886035648,
+          "average distance to final point": 0.20513820209541941,
+          "convergence": 0.244102781024871,
+          "oscillation": 0.09738639386801794
+        },
+        "Langermann": {
+          "final loss": 0.1334319461549184,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3849604236286654,
+          "average distance to final point": 0.18382914186610724,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1395363697518047,
+          "lucky jump": 0.2043694980569084
+        },
+        "Langermann 2": {
+          "final loss": 0.5839907440955794,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8595270791343991,
+          "average distance to final point": 0.1523047636977368,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1228762184709634,
+          "min movement": 0.21459642264308176
+        },
+        "Lévy": {
+          "final loss": 0.39948529411818035,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9570411729680014,
+          "average distance to final point": 0.11804950981214729,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.2025078984815683,
+          "lucky jump": 0.7767281877813852,
+          "min movement": 0.24955299847224754
+        },
+        "Lévy 13": {
+          "final loss": 0.018612955387849593,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.13981102692223404,
+          "average distance to final point": 0.2146208705164542,
+          "convergence": 0.27431554614680365,
+          "oscillation": 0.09145672076321884
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.012058342256842363,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.030951988926215413,
+          "average distance to final point": 0.19578848439497878,
+          "convergence": 0.22980943922860553,
+          "oscillation": 0.13256659529584447
+        },
+        "Rastrigin": {
+          "final loss": 0.0037118639955161744,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.013417854315880563,
+          "average distance to final point": 0.16904928424978283,
+          "convergence": 0.22802737008006194,
+          "oscillation": 0.08594489410754433
+        },
+        "Rosenbrock": {
+          "final loss": 0.05007522202441568,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0608056207954886,
+          "average distance to final point": 0.08303205196448761,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01559869169708837,
+          "min movement": 0.3072361216885578
+        },
+        "Schaffer 2": {
+          "final loss": 1.0916370340087718,
+          "boundary violation": 0.02217699871699706,
+          "final distance to global minimum": 0.8609241576667255,
+          "average distance to final point": 0.14308658013342032,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09384000330528412,
+          "lucky jump": 0.008810351145884817,
+          "min movement": 0.2198215878053255
+        },
+        "Schaffer 4": {
+          "final loss": 0.7998137223987238,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8924963134793908,
+          "average distance to final point": 0.13864126739547603,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0885813680849338,
+          "min movement": 0.2681190566516079
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843264388914184,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099217651454051,
+          "average distance to final point": 0.059700280108303055,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02886720022366342,
+          "min movement": 0.3216223952689911
+        },
+        "Shubert": {
+          "final loss": 0.011162956039247445,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08553380907009682,
+          "average distance to final point": 0.1535645848343032,
+          "convergence": 0.28493214231600283,
+          "oscillation": 0.12566173770150332,
+          "min movement": 0.1904541395835816
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031149410995405,
+          "average distance to final point": 0.08454298470731338,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04279427126869025,
+          "min movement": 0.21344850811962116
+        },
+        "Weierstrass": {
+          "final loss": 0.5309924990970945,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.389071944562576,
+          "average distance to final point": 0.2302525138811983,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10605132212324529
+        }
+      }
+    },
+    "adai": {
+      "error_rates": {
+        "Ackley": 1.0265751732738764,
+        "Cross-in-Tray": 2.50772273593574,
+        "Drop-Wave": 3.112611483185166,
+        "EggHolder": 5.232110132922449,
+        "Gramacy & Lee 2D": 1.6844926851542763,
+        "Griewank": 2.1183770356950054,
+        "Langermann": 1.9707218907482915,
+        "Langermann 2": 2.943584449098206,
+        "Lévy": 2.966118187338616,
+        "Lévy 13": 1.434114261489028,
+        "MixedMichalewiczSphere": 0.3273015880284434,
+        "Rastrigin": 1.1549905375200293,
+        "Rosenbrock": 1.7584463217323563,
+        "Schaffer 2": 2.6522508497828223,
+        "Schaffer 4": 1.9743170596511646,
+        "SchwefelSin": 2.6706867343440894,
+        "Shubert": 1.8521898248146456,
+        "Styblinski-Tang": 2.1000107427069965,
+        "Weierstrass": 1.6595200965794112
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.5398627599108146,
+        "Cross-in-Tray": 1.25386136796787,
+        "Drop-Wave": 4.668917224777749,
+        "EggHolder": 4.185688106337959,
+        "Gramacy & Lee 2D": 4.211231712885691,
+        "Griewank": 3.1775655535425082,
+        "Langermann": 1.9707218907482915,
+        "Langermann 2": 2.354867559278565,
+        "Lévy": 2.966118187338616,
+        "Lévy 13": 2.1511713922335423,
+        "MixedMichalewiczSphere": 0.4909523820426651,
+        "Rastrigin": 1.7324858062800441,
+        "Rosenbrock": 1.7584463217323563,
+        "Schaffer 2": 4.77405152960908,
+        "Schaffer 4": 3.553770707372096,
+        "SchwefelSin": 2.1365493874752715,
+        "Shubert": 1.8521898248146456,
+        "Styblinski-Tang": 2.520012891248396,
+        "Weierstrass": 3.3190401931588225
+      },
+      "avg_error_rate": 2.1655864100000324,
+      "weighted_avg_error_rate": 2.664079199934473,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.20017410828948465,
+          "boundary violation": 0.14545613392891457,
+          "final distance to global minimum": 0.06431575804343627,
+          "average distance to final point": 0.2264339889107163,
+          "convergence": 0.23508902300206647,
+          "oscillation": 0.04573215593768452,
+          "lucky jump": 0.10937400516157368
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.3671705411436947,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6888361054565219,
+          "average distance to final point": 0.06427505629943671,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020611736315279006,
+          "lucky jump": 0.017268197370636795
+        },
+        "Drop-Wave": {
+          "final loss": 1.575552405509594,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7385641569732209,
+          "average distance to final point": 0.05092508647682939,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05431291329799572,
+          "lucky jump": 0.11198162869236994,
+          "min movement": 0.2317141928849844
+        },
+        "EggHolder": {
+          "final loss": 1.1364095869836612,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8344531948616845,
+          "average distance to final point": 0.03422386048348251,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007291479726089725,
+          "min movement": 0.33865823242339704,
+          "final proximity": 2.5315126790939626
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.48295807582052613,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.617546145295219,
+          "average distance to final point": 0.09435441248421872,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027653242165237322,
+          "lucky jump": 0.11241971003890362
+        },
+        "Griewank": {
+          "final loss": 0.6751657419276682,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7330923433663605,
+          "average distance to final point": 0.16846699939119752,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.19209085165960801
+        },
+        "Langermann": {
+          "final loss": 0.8059196903792267,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6136035896732159,
+          "average distance to final point": 0.10569774424186257,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02867858551619243,
+          "lucky jump": 0.06726118158762276
+        },
+        "Langermann 2": {
+          "final loss": 1.0919061567866453,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1449098550657606,
+          "average distance to final point": 0.0299904764714946,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.003205185247249566,
+          "min movement": 0.32401167617688503
+        },
+        "Lévy": {
+          "final loss": 0.3462941550759677,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8796081095670351,
+          "average distance to final point": 0.06301870479090979,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007106098364192979,
+          "lucky jump": 1.1732258414912833,
+          "min movement": 0.14730417869905615
+        },
+        "Lévy 13": {
+          "final loss": 0.2866949201211451,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5875980457879194,
+          "average distance to final point": 0.19473081963748493,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.015529376592307572
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.004684373615883723,
+          "boundary violation": 0.00012668986189163622,
+          "final distance to global minimum": 0.015330571873244504,
+          "average distance to final point": 0.1254557084177343,
+          "convergence": 0.16760892959528875,
+          "oscillation": 0.014095314664400426
+        },
+        "Rastrigin": {
+          "final loss": 0.2522989271605809,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.45062414625492403,
+          "average distance to final point": 0.07671833600681409,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0161733860382737,
+          "min movement": 0.00961464270926507
+        },
+        "Rosenbrock": {
+          "final loss": 0.04891568017746136,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0328230759996955,
+          "average distance to final point": 0.060096795933952625,
+          "convergence": 0.34956109935017127,
+          "oscillation": 9.9413122040434e-5,
+          "min movement": 0.26695025714903514
+        },
+        "Schaffer 2": {
+          "final loss": 1.0357540738834936,
+          "boundary violation": 0.07002055484294574,
+          "final distance to global minimum": 0.755932464035651,
+          "average distance to final point": 0.20701376640860195,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.021023111937619788,
+          "min movement": 0.21294577932433909
+        },
+        "Schaffer 4": {
+          "final loss": 1.1449584213817643,
+          "boundary violation": 0.08988816538722855,
+          "final distance to global minimum": 0.050706310378688405,
+          "average distance to final point": 0.32993322613899867,
+          "convergence": 0.3414490841441765,
+          "oscillation": 0.01738185222030803
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843263403433406,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992224149058443,
+          "average distance to final point": 0.04001530029514075,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2975615794495925
+        },
+        "Shubert": {
+          "final loss": 1.001955063720257,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3138558612583583,
+          "average distance to final point": 0.09384917142118239,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03902446182741939,
+          "min movement": 0.05394416723725714
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183332793129564,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2030846207948835,
+          "average distance to final point": 0.05592646655969706,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.000860882808561495,
+          "min movement": 0.1722443938807272
+        },
+        "Weierstrass": {
+          "final loss": 0.6268699159069491,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3104818246350723,
+          "average distance to final point": 0.28906959674499677,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.013786557883439772,
+          "lucky jump": 0.0697511020587823
+        }
+      }
+    },
+    "spam": {
+      "error_rates": {
+        "Ackley": 1.4666491692561,
+        "Cross-in-Tray": 1.4910043641912523,
+        "Drop-Wave": 2.0074975976552296,
+        "EggHolder": 2.5038280599585874,
+        "Gramacy & Lee 2D": 1.8041249680820821,
+        "Griewank": 0.6144255574324164,
+        "Langermann": 1.6753958544338943,
+        "Langermann 2": 2.897547022002996,
+        "Lévy": 1.9325439093599721,
+        "Lévy 13": 0.3906306355626205,
+        "MixedMichalewiczSphere": 0.40643624193096684,
+        "Rastrigin": 1.0338744693520479,
+        "Rosenbrock": 1.4352219726959174,
+        "Schaffer 2": 1.1933394836141227,
+        "Schaffer 4": 0.979719890418475,
+        "SchwefelSin": 2.6606714588800933,
+        "Shubert": 0.35395427475763297,
+        "Styblinski-Tang": 2.0511405822525974,
+        "Weierstrass": 0.9169979070388317
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.1999737538841497,
+        "Cross-in-Tray": 0.7455021820956261,
+        "Drop-Wave": 3.0112463964828446,
+        "EggHolder": 2.00306244796687,
+        "Gramacy & Lee 2D": 4.510312420205206,
+        "Griewank": 0.9216383361486247,
+        "Langermann": 1.6753958544338943,
+        "Langermann 2": 2.318037617602397,
+        "Lévy": 1.9325439093599721,
+        "Lévy 13": 0.5859459533439307,
+        "MixedMichalewiczSphere": 0.6096543628964503,
+        "Rastrigin": 1.5508117040280718,
+        "Rosenbrock": 1.4352219726959174,
+        "Schaffer 2": 2.148011070505421,
+        "Schaffer 4": 1.763495802753255,
+        "SchwefelSin": 2.1285371671040747,
+        "Shubert": 0.35395427475763297,
+        "Styblinski-Tang": 2.461368698703117,
+        "Weierstrass": 1.8339958140776633
+      },
+      "avg_error_rate": 1.463947548361886,
+      "weighted_avg_error_rate": 1.7994057757392166,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.6013642555395076,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.38286269862521516,
+          "average distance to final point": 0.1014429025961291,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03141821314507696
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.6843387016852996,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.29821404559347586,
+          "average distance to final point": 0.15475479641526096,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004135721147044559
+        },
+        "Drop-Wave": {
+          "final loss": 0.9831916813854811,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.42178553827661114,
+          "average distance to final point": 0.09499228183959821,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03936651093965875,
+          "lucky jump": 0.11473985584134029,
+          "min movement": 0.003860630022369015
+        },
+        "EggHolder": {
+          "final loss": 1.0396548207323137,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778615978764333,
+          "average distance to final point": 0.043904446460367584,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010803393937733023,
+          "min movement": 0.2820427016015681
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5052455144283983,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7823481139175301,
+          "average distance to final point": 0.07706401224748613,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02579477014282794,
+          "lucky jump": 0.06337609054467311,
+          "min movement": 0.0007353674509950071
+        },
+        "Griewank": {
+          "final loss": 0.04826278678181937,
+          "boundary violation": 0.00032307375238955653,
+          "final distance to global minimum": 0.18643907129508783,
+          "average distance to final point": 0.1992159202437184,
+          "convergence": 0.16991182163263766,
+          "oscillation": 0.010272883726763663
+        },
+        "Langermann": {
+          "final loss": 0.2385694009000293,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.48811654305721647,
+          "average distance to final point": 0.1139993936991865,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02743638286117256,
+          "lucky jump": 0.45771303456611834
+        },
+        "Langermann 2": {
+          "final loss": 1.066511311878821,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.104195650211857,
+          "average distance to final point": 0.05407146673565404,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01366478723531003,
+          "min movement": 0.3095427065911825
+        },
+        "Lévy": {
+          "final loss": 0.336296838892931,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636281666496937,
+          "average distance to final point": 0.10413545828412335,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0056625059122324805,
+          "lucky jump": 0.27325984027082034
+        },
+        "Lévy 13": {
+          "final loss": 0.0013515257477370029,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.044971754545284105,
+          "average distance to final point": 0.11504530863964582,
+          "convergence": 0.20760255356284596,
+          "oscillation": 0.02165949306710765
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 7.734059185482623e-5,
+          "final distance to global minimum": 0.022844873556080007,
+          "average distance to final point": 0.13415405321285107,
+          "convergence": 0.2315802455024842,
+          "oscillation": 0.017779729067696783
+        },
+        "Rastrigin": {
+          "final loss": 0.16414675910222562,
+          "boundary violation": 0.014575157498839027,
+          "final distance to global minimum": 0.35993463834811784,
+          "average distance to final point": 0.11722549347540517,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.028431321577288955
+        },
+        "Rosenbrock": {
+          "final loss": 0.03039221716399548,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7926882579030723,
+          "average distance to final point": 0.2625803982786786,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.4231088687269464,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.17400627475188202,
+          "average distance to final point": 0.26459877612495486,
+          "convergence": 0.3035822131223294,
+          "oscillation": 0.028043350888009994
+        },
+        "Schaffer 4": {
+          "final loss": 0.11605241605235528,
+          "boundary violation": 0.16449955061092228,
+          "final distance to global minimum": 0.08706175584133184,
+          "average distance to final point": 0.2962955111107314,
+          "convergence": 0.29929285068270844,
+          "oscillation": 0.016517806120425842
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843263403433406,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992229800604278,
+          "average distance to final point": 0.03404724317444766,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0009356978522155139,
+          "min movement": 0.29257809809949
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08489916900299962,
+          "average distance to final point": 0.10543656138683433,
+          "convergence": 0.12599490305278857,
+          "oscillation": 0.03762364131501045
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183333283312961,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031553232490237,
+          "average distance to final point": 0.06928456709789123,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0030228537150873806,
+          "min movement": 0.10778341050912768
+        },
+        "Weierstrass": {
+          "final loss": 0.16913022396895755,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08675334557671795,
+          "average distance to final point": 0.30268212127624333,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008871116866741635
+        }
+      }
+    },
+    "adopt": {
+      "error_rates": {
+        "Ackley": 1.4144900414863455,
+        "Cross-in-Tray": 2.8137023220100574,
+        "Drop-Wave": 1.8343765700277095,
+        "EggHolder": 1.4966031623185847,
+        "Gramacy & Lee 2D": 1.9520574593335003,
+        "Griewank": 0.6406177612799003,
+        "Langermann": 2.75401112977596,
+        "Langermann 2": 2.366081717596652,
+        "Lévy": 0.34071629627195754,
+        "Lévy 13": 0.3503103312186329,
+        "MixedMichalewiczSphere": 0.3621817902528953,
+        "Rastrigin": 1.0606723394381334,
+        "Rosenbrock": 1.3439758098821712,
+        "Schaffer 2": 0.6062702154591777,
+        "Schaffer 4": 0.9105480776119281,
+        "SchwefelSin": 1.795919056675,
+        "Shubert": 1.4978094700675297,
+        "Styblinski-Tang": 2.0101281084615095,
+        "Weierstrass": 1.246966091518683
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.121735062229518,
+        "Cross-in-Tray": 1.4068511610050287,
+        "Drop-Wave": 2.7515648550415643,
+        "EggHolder": 1.1972825298548677,
+        "Gramacy & Lee 2D": 4.880143648333751,
+        "Griewank": 0.9609266419198506,
+        "Langermann": 2.75401112977596,
+        "Langermann 2": 1.8928653740773218,
+        "Lévy": 0.34071629627195754,
+        "Lévy 13": 0.5254654968279494,
+        "MixedMichalewiczSphere": 0.543272685379343,
+        "Rastrigin": 1.5910085091572002,
+        "Rosenbrock": 1.3439758098821712,
+        "Schaffer 2": 1.09128638782652,
+        "Schaffer 4": 1.6389865397014707,
+        "SchwefelSin": 1.4367352453400002,
+        "Shubert": 1.4978094700675297,
+        "Styblinski-Tang": 2.412153730153811,
+        "Weierstrass": 2.493932183037366
+      },
+      "avg_error_rate": 1.4103914605624384,
+      "weighted_avg_error_rate": 1.7305643555727992,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.6449776800302415,
+          "boundary violation": 0.029250844484192053,
+          "final distance to global minimum": 0.21137485161199088,
+          "average distance to final point": 0.23181660855258482,
+          "convergence": 0.2487178854536281,
+          "oscillation": 0.04835217135370822
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.5128011158011385,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8147077391222277,
+          "average distance to final point": 0.1094894016750217,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027142966061498457
+        },
+        "Drop-Wave": {
+          "final loss": 0.8831786695881749,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0975929744987172,
+          "average distance to final point": 0.2523571227788109,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.11927509541025644,
+          "lucky jump": 0.1324116084015789
+        },
+        "EggHolder": {
+          "final loss": 0.5895785481000769,
+          "boundary violation": 0.015841561419859995,
+          "final distance to global minimum": 0.3268323302161327,
+          "average distance to final point": 0.1730878497723906,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04170177345995326
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5122365248572495,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.905786701778712,
+          "average distance to final point": 0.12121030464536689,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06326282870200063
+        },
+        "Griewank": {
+          "final loss": 0.06809792497997612,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.21936402506906114,
+          "average distance to final point": 0.21297869790526008,
+          "convergence": 0.11835087584324713,
+          "oscillation": 0.021826237482355938
+        },
+        "Langermann": {
+          "final loss": 1.0775047519604264,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9841548139298181,
+          "average distance to final point": 0.2574510742644469,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04515483624008021,
+          "min movement": 0.040184554031017526
+        },
+        "Langermann 2": {
+          "final loss": 1.0943089807098638,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7203220843255215,
+          "average distance to final point": 0.17402943693673462,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027860116274360632
+        },
+        "Lévy": {
+          "final loss": 0.00028074239196417363,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.014886365682483096,
+          "average distance to final point": 0.12381252858740754,
+          "convergence": 0.20173665961010276,
+          "oscillation": 0.0
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.009897841343614388,
+          "average distance to final point": 0.12003161874896408,
+          "convergence": 0.17666533864014847,
+          "oscillation": 0.043715532485906004
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.02099413531374083,
+          "average distance to final point": 0.12704678582258142,
+          "convergence": 0.18104754549331284,
+          "oscillation": 0.03309332362326023
+        },
+        "Rastrigin": {
+          "final loss": 0.17610265176502396,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.22821083031124945,
+          "average distance to final point": 0.16650293107817277,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09076234330156378,
+          "lucky jump": 0.04953248363195224
+        },
+        "Rosenbrock": {
+          "final loss": 0.027051388011898915,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7722544582286155,
+          "average distance to final point": 0.1950270901576565,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 8.177413382913764e-5
+        },
+        "Schaffer 2": {
+          "final loss": 0.004574609502855245,
+          "boundary violation": 0.00021935735328339548,
+          "final distance to global minimum": 0.03521159856773917,
+          "average distance to final point": 0.2687601676600291,
+          "convergence": 0.28343476287477265,
+          "oscillation": 0.014069719500498123
+        },
+        "Schaffer 4": {
+          "final loss": 0.0,
+          "boundary violation": 0.1913280175028476,
+          "final distance to global minimum": 0.09003310373953392,
+          "average distance to final point": 0.29882646489311393,
+          "convergence": 0.30992937850345925,
+          "oscillation": 0.020431112972973415
+        },
+        "SchwefelSin": {
+          "final loss": 0.6653596393616377,
+          "boundary violation": 0.024981620024066613,
+          "final distance to global minimum": 0.5150965220972203,
+          "average distance to final point": 0.12968510451299428,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08074706409601085,
+          "lucky jump": 0.0304880072328992
+        },
+        "Shubert": {
+          "final loss": 0.9064735765656573,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1335935735276019,
+          "average distance to final point": 0.24353092443752006,
+          "convergence": 0.11354451150103323,
+          "oscillation": 0.029210373249139773,
+          "min movement": 0.0714565107865774
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833337734962996,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031808997361146,
+          "average distance to final point": 0.08978158494452662,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007880715029643808,
+          "lucky jump": 0.0002481904284831349,
+          "min movement": 0.04114224162293979
+        },
+        "Weierstrass": {
+          "final loss": 0.4502362946870979,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.19476429801144665,
+          "average distance to final point": 0.25978233216744856,
+          "convergence": 0.3366161574415004,
+          "oscillation": 0.005567009211189404
+        }
+      }
+    },
+    "emoneco": {
+      "error_rates": {
+        "Ackley": 2.258351202582734,
+        "Cross-in-Tray": 1.974127344459082,
+        "Drop-Wave": 2.6870734453858462,
+        "EggHolder": 2.2508877132122027,
+        "Gramacy & Lee 2D": 2.063150613383513,
+        "Griewank": 0.7788705799935166,
+        "Langermann": 2.3252089587955727,
+        "Langermann 2": 2.6678260615433724,
+        "Lévy": 2.4612448754800016,
+        "Lévy 13": 0.6633399532164428,
+        "MixedMichalewiczSphere": 2.237385681165979,
+        "Rastrigin": 2.2716882542316057,
+        "Rosenbrock": 1.8701833760668838,
+        "Schaffer 2": 1.9740865793210942,
+        "Schaffer 4": 1.6500952933259299,
+        "SchwefelSin": 2.420875356477858,
+        "Shubert": 2.283899841816323,
+        "Styblinski-Tang": 0.5692020215740055,
+        "Weierstrass": 1.6682505964295462
+      },
+      "weighted_error_rates": {
+        "Ackley": 3.387526803874101,
+        "Cross-in-Tray": 0.987063672229541,
+        "Drop-Wave": 4.03061016807877,
+        "EggHolder": 1.8007101705697623,
+        "Gramacy & Lee 2D": 5.157876533458783,
+        "Griewank": 1.1683058699902749,
+        "Langermann": 2.3252089587955727,
+        "Langermann 2": 2.134260849234698,
+        "Lévy": 2.4612448754800016,
+        "Lévy 13": 0.9950099298246642,
+        "MixedMichalewiczSphere": 3.3560785217489686,
+        "Rastrigin": 3.4075323813474085,
+        "Rosenbrock": 1.8701833760668838,
+        "Schaffer 2": 3.5533558427779695,
+        "Schaffer 4": 2.9701715279866736,
+        "SchwefelSin": 1.9367002851822865,
+        "Shubert": 2.283899841816323,
+        "Styblinski-Tang": 0.6830424258888065,
+        "Weierstrass": 3.3365011928590924
+      },
+      "avg_error_rate": 1.951355144655869,
+      "weighted_avg_error_rate": 2.5181728014321356,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.06771841972173,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5148641981750547,
+          "average distance to final point": 0.1788254161935178,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.14492916501338893,
+          "min movement": 0.002452904128870677
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.0108311428719385,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.33460828218954974,
+          "average distance to final point": 0.13193152380595158,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1471952962414708
+        },
+        "Drop-Wave": {
+          "final loss": 1.1931112329882447,
+          "boundary violation": 0.08570012162635407,
+          "final distance to global minimum": 0.4950966473142733,
+          "average distance to final point": 0.39179428160616037,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.17181006250064254
+        },
+        "EggHolder": {
+          "final loss": 0.8372849373196574,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5987735704912804,
+          "average distance to final point": 0.3245786175950465,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1406894884560474
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5296546465373615,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.768400985460186,
+          "average distance to final point": 0.23965285236086664,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.17588102967492802
+        },
+        "Griewank": {
+          "final loss": 0.09777230203811546,
+          "boundary violation": 0.008886216655985976,
+          "final distance to global minimum": 0.1514840744468658,
+          "average distance to final point": 0.17115027324548968,
+          "convergence": 0.34956109935017127,
+          "oscillation": 1.6614256888319983e-5
+        },
+        "Langermann": {
+          "final loss": 1.0278458453678525,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5352786327788147,
+          "average distance to final point": 0.16152750097875906,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.18207990608989685,
+          "min movement": 0.06891597423007807
+        },
+        "Langermann 2": {
+          "final loss": 1.0337096132980328,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.017489200626675,
+          "average distance to final point": 0.12165372712554264,
+          "convergence": 0.34956109935017127,
+          "oscillation": 7.272009921466881e-5,
+          "min movement": 0.14533970104373645
+        },
+        "Lévy": {
+          "final loss": 0.5106967744989895,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9917160418989028,
+          "average distance to final point": 0.08151436159637465,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.185971352129574,
+          "min movement": 0.34178524600598925
+        },
+        "Lévy 13": {
+          "final loss": 0.06680927274873999,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1860579169048786,
+          "average distance to final point": 0.12970962422259472,
+          "convergence": 0.12893894858448918,
+          "oscillation": 0.15182419075574022
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.8332258823887626,
+          "boundary violation": 0.01564623585526709,
+          "final distance to global minimum": 0.6882647130021309,
+          "average distance to final point": 0.22359489275232455,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1270928578173221
+        },
+        "Rastrigin": {
+          "final loss": 0.7415979388420504,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7375904647311831,
+          "average distance to final point": 0.2912894416403542,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.15164930966784704
+        },
+        "Rosenbrock": {
+          "final loss": 0.04931533930918961,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0419222509033803,
+          "average distance to final point": 0.13192092929673577,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2974637572074067
+        },
+        "Schaffer 2": {
+          "final loss": 0.7593441330657336,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4715621968453449,
+          "average distance to final point": 0.22211962182664058,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.17149952823320397
+        },
+        "Schaffer 4": {
+          "final loss": 0.511696048645968,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.47888214930982614,
+          "average distance to final point": 0.16193748076087625,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1480185152590883
+        },
+        "SchwefelSin": {
+          "final loss": 0.938121061500384,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6343521505299626,
+          "average distance to final point": 0.33480455809619786,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.16403648700114254
+        },
+        "Shubert": {
+          "final loss": 1.1196024196585812,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.37554390193974474,
+          "average distance to final point": 0.07823080652012772,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.17363786838418852,
+          "min movement": 0.18732374596350956
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.006869813761429953,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.061089253565186366,
+          "average distance to final point": 0.19681785679590444,
+          "convergence": 0.22078133401995112,
+          "oscillation": 0.08364376343153355
+        },
+        "Weierstrass": {
+          "final loss": 0.6198617758047729,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.39776088430363704,
+          "average distance to final point": 0.11716045873127806,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.18390637823968714
+        }
+      }
+    },
+    "lamb": {
+      "error_rates": {
+        "Ackley": 3.084503005002577,
+        "Cross-in-Tray": 2.7404838037729835,
+        "Drop-Wave": 4.558805517413218,
+        "EggHolder": 2.265201355282879,
+        "Gramacy & Lee 2D": 2.161853545983695,
+        "Griewank": 0.9337692056528853,
+        "Langermann": 2.468510919002724,
+        "Langermann 2": 2.9512225675061585,
+        "Lévy": 2.213353773582361,
+        "Lévy 13": 1.6417558981415523,
+        "MixedMichalewiczSphere": 2.301725023138484,
+        "Rastrigin": 2.1083397583030674,
+        "Rosenbrock": 1.3343429977640417,
+        "Schaffer 2": 2.2115400462517796,
+        "Schaffer 4": 1.9482682122021733,
+        "SchwefelSin": 2.706257150610557,
+        "Shubert": 2.135091218248026,
+        "Styblinski-Tang": 2.15153960745124,
+        "Weierstrass": 2.2738006373903312
+      },
+      "weighted_error_rates": {
+        "Ackley": 4.626754507503865,
+        "Cross-in-Tray": 1.3702419018864918,
+        "Drop-Wave": 6.838208276119826,
+        "EggHolder": 1.8121610842263032,
+        "Gramacy & Lee 2D": 5.404633864959237,
+        "Griewank": 1.400653808479328,
+        "Langermann": 2.468510919002724,
+        "Langermann 2": 2.360978054004927,
+        "Lévy": 2.213353773582361,
+        "Lévy 13": 2.4626338472123286,
+        "MixedMichalewiczSphere": 3.4525875347077255,
+        "Rastrigin": 3.162509637454601,
+        "Rosenbrock": 1.3343429977640417,
+        "Schaffer 2": 3.9807720832532034,
+        "Schaffer 4": 3.506882781963912,
+        "SchwefelSin": 2.1650057204884456,
+        "Shubert": 2.135091218248026,
+        "Styblinski-Tang": 2.581847528941488,
+        "Weierstrass": 4.5476012747806625
+      },
+      "avg_error_rate": 2.32580864435267,
+      "weighted_avg_error_rate": 3.043408990241026,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.338339035967213,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9801597855428565,
+          "average distance to final point": 0.035784398198597855,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.049120604655340336,
+          "min movement": 0.33153808128839796
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.3676935671911294,
+          "boundary violation": 0.00013506637526542955,
+          "final distance to global minimum": 0.6802537721078824,
+          "average distance to final point": 0.14941760829045914,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02089642298446333,
+          "min movement": 0.17252626747361274
+        },
+        "Drop-Wave": {
+          "final loss": 1.6934654399663804,
+          "boundary violation": 0.13595707791228018,
+          "final distance to global minimum": 0.8983663403494176,
+          "average distance to final point": 0.16672930025759572,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06674591092180183,
+          "lucky jump": 1.0748189374317214,
+          "min movement": 0.17316141122384943
+        },
+        "EggHolder": {
+          "final loss": 1.0130414080555905,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5868161569470021,
+          "average distance to final point": 0.15715382276386103,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.158628868166254
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5349372920479869,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0126528226855278,
+          "average distance to final point": 0.08614246598438102,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.023675480784909022,
+          "min movement": 0.15488438513071878
+        },
+        "Griewank": {
+          "final loss": 0.12168904384394306,
+          "boundary violation": 0.010227718164941854,
+          "final distance to global minimum": 0.2726288607956866,
+          "average distance to final point": 0.16550205076728836,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014160432730854268
+        },
+        "Langermann": {
+          "final loss": 0.9572939213880258,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7926716189373659,
+          "average distance to final point": 0.05586447401468614,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027814498507385776,
+          "min movement": 0.2853053068050888
+        },
+        "Langermann 2": {
+          "final loss": 1.096281976714154,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1419019113482296,
+          "average distance to final point": 0.06263546671469022,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03462903971131099,
+          "min movement": 0.2662130736676024
+        },
+        "Lévy": {
+          "final loss": 0.350417354276811,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8702738833514122,
+          "average distance to final point": 0.11504383984622182,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0396786067204059,
+          "lucky jump": 0.4835565535072865,
+          "min movement": 0.00482243653005239
+        },
+        "Lévy 13": {
+          "final loss": 0.41253426997782283,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6988925840617333,
+          "average distance to final point": 0.16473488337771072,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.016033061374114102
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.5875312697635706,
+          "boundary violation": 0.09340845766317951,
+          "final distance to global minimum": 0.5696139733362635,
+          "average distance to final point": 0.18693121269645047,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027472897377318076,
+          "lucky jump": 0.42715905376165775,
+          "min movement": 0.06004705918987232
+        },
+        "Rastrigin": {
+          "final loss": 0.5972932372640464,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6998785693539321,
+          "average distance to final point": 0.10377221717712831,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027227001423617274,
+          "lucky jump": 0.13524329799985357,
+          "min movement": 0.19536433573431883
+        },
+        "Rosenbrock": {
+          "final loss": 0.021676078672116995,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7321923733811436,
+          "average distance to final point": 0.23026249291312723,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0006509534474828253
+        },
+        "Schaffer 2": {
+          "final loss": 0.9170778586543807,
+          "boundary violation": 0.0040055564108577545,
+          "final distance to global minimum": 0.6259055046545625,
+          "average distance to final point": 0.21245697468260716,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02204409606987836,
+          "min movement": 0.08048895642932197
+        },
+        "Schaffer 4": {
+          "final loss": 0.5805058283593496,
+          "boundary violation": 0.15939039002297672,
+          "final distance to global minimum": 0.5400625881377769,
+          "average distance to final point": 0.2113034384666921,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020551666935182303,
+          "min movement": 0.08689320093002431
+        },
+        "SchwefelSin": {
+          "final loss": 0.8847127486831968,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0978234351536234,
+          "average distance to final point": 0.04164826091924288,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01879961852726861,
+          "min movement": 0.31371198797705385
+        },
+        "Shubert": {
+          "final loss": 1.0999201055854515,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3644446177968336,
+          "average distance to final point": 0.09122814748454133,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.057578127394957324,
+          "min movement": 0.17235912063607087
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183612310779547,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2047274822108236,
+          "average distance to final point": 0.05807725900389765,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020887602298097184,
+          "min movement": 0.19992493351029555
+        },
+        "Weierstrass": {
+          "final loss": 1.068070583107709,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6306590935629535,
+          "average distance to final point": 0.2211242066851158,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004385654684381374
+        }
+      }
+    },
+    "ranger25": {
+      "error_rates": {
+        "Ackley": 1.945797803168353,
+        "Cross-in-Tray": 1.3895280428758547,
+        "Drop-Wave": 2.4949717684333534,
+        "EggHolder": 2.1815559808931786,
+        "Gramacy & Lee 2D": 2.2028806072451865,
+        "Griewank": 0.6126267018182525,
+        "Langermann": 2.5712769954014996,
+        "Langermann 2": 2.26316857328182,
+        "Lévy": 1.925564077665732,
+        "Lévy 13": 1.8808120281404885,
+        "MixedMichalewiczSphere": 0.8620998837087045,
+        "Rastrigin": 1.8031266512192008,
+        "Rosenbrock": 0.7534907864819722,
+        "Schaffer 2": 2.808438338043288,
+        "Schaffer 4": 1.9430146384298528,
+        "SchwefelSin": 2.705513236613602,
+        "Shubert": 1.081077234832223,
+        "Styblinski-Tang": 2.183555585067859,
+        "Weierstrass": 1.0621955860237653
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.9186967047525294,
+        "Cross-in-Tray": 0.6947640214379274,
+        "Drop-Wave": 3.74245765265003,
+        "EggHolder": 1.745244784714543,
+        "Gramacy & Lee 2D": 5.507201518112966,
+        "Griewank": 0.9189400527273788,
+        "Langermann": 2.5712769954014996,
+        "Langermann 2": 1.8105348586254562,
+        "Lévy": 1.925564077665732,
+        "Lévy 13": 2.8212180422107327,
+        "MixedMichalewiczSphere": 1.2931498255630567,
+        "Rastrigin": 2.704689976828801,
+        "Rosenbrock": 0.7534907864819722,
+        "Schaffer 2": 5.055189008477918,
+        "Schaffer 4": 3.497426349173735,
+        "SchwefelSin": 2.1644105892908816,
+        "Shubert": 1.081077234832223,
+        "Styblinski-Tang": 2.6202667020814308,
+        "Weierstrass": 2.1243911720475306
+      },
+      "avg_error_rate": 1.8247733957549572,
+      "weighted_avg_error_rate": 2.418420544898755,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.04578861207789331,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.02455435132984421,
+          "average distance to final point": 0.2084766434425583,
+          "convergence": 0.2665282649143711,
+          "oscillation": 0.069316461149901,
+          "lucky jump": 1.3311334702537851
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.5442151825149396,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2336397323355972,
+          "average distance to final point": 0.19602452422046918,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06608750445467763
+        },
+        "Drop-Wave": {
+          "final loss": 0.5644610336015579,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0786820819239775,
+          "average distance to final point": 0.2991433125533194,
+          "convergence": 0.33000000000000007,
+          "oscillation": 0.07904970509875707,
+          "lucky jump": 1.1436356352557415
+        },
+        "EggHolder": {
+          "final loss": 0.8982948571319467,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6255514092347695,
+          "average distance to final point": 0.06938546796748582,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05010468763514692,
+          "lucky jump": 0.03771175406357319,
+          "min movement": 0.15094670551008507
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5457153109503974,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.019845929543237,
+          "average distance to final point": 0.108905693518787,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05655413082638653,
+          "lucky jump": 0.054284963796511855,
+          "min movement": 0.0680134792596958
+        },
+        "Griewank": {
+          "final loss": 0.07567748496801133,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.12102403151477895,
+          "average distance to final point": 0.17359576688798645,
+          "convergence": 0.18798239349298848,
+          "oscillation": 0.05434702495448729
+        },
+        "Langermann": {
+          "final loss": 0.7325768095478262,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1761142604665085,
+          "average distance to final point": 0.11928694477026881,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07169512684724366,
+          "min movement": 0.12204275441948145
+        },
+        "Langermann 2": {
+          "final loss": 0.5785331582494738,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9125033059955053,
+          "average distance to final point": 0.1213764984897748,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.054239356699045074,
+          "min movement": 0.24695515449784974
+        },
+        "Lévy": {
+          "final loss": 0.3373201138934147,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8654081625222745,
+          "average distance to final point": 0.12339757961811439,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06643407054829781,
+          "lucky jump": 0.16068250956146554,
+          "min movement": 0.02276054217199396
+        },
+        "Lévy 13": {
+          "final loss": 0.5352263981642781,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.821713115493516,
+          "average distance to final point": 0.12163698973641594,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05267442539610704
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.14353066168367673,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09306155850291635,
+          "average distance to final point": 0.2076829830344742,
+          "convergence": 0.27431554614680365,
+          "oscillation": 0.06898137674911992,
+          "lucky jump": 0.07452775759171375
+        },
+        "Rastrigin": {
+          "final loss": 0.01619482062693714,
+          "boundary violation": 0.11708742348945976,
+          "final distance to global minimum": 0.02810793677326774,
+          "average distance to final point": 0.23003918989414618,
+          "convergence": 0.2617675838833549,
+          "oscillation": 0.06787485524913044,
+          "lucky jump": 1.0820548413029047
+        },
+        "Rosenbrock": {
+          "final loss": 0.006372370370653733,
+          "boundary violation": 0.002130495768071461,
+          "final distance to global minimum": 0.06524170877479712,
+          "average distance to final point": 0.29323694699043984,
+          "convergence": 0.32598127281715983,
+          "oscillation": 0.06052799176085022
+        },
+        "Schaffer 2": {
+          "final loss": 1.2674573658795176,
+          "boundary violation": 0.038789949796225166,
+          "final distance to global minimum": 0.7358547711646443,
+          "average distance to final point": 0.24015774238423626,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05568206769817077,
+          "min movement": 0.12093534177032235
+        },
+        "Schaffer 4": {
+          "final loss": 0.558846329010538,
+          "boundary violation": 0.020378159158691133,
+          "final distance to global minimum": 0.2807123437905581,
+          "average distance to final point": 0.31902018962782003,
+          "convergence": 0.31865011426001233,
+          "oscillation": 0.06300261886164983,
+          "lucky jump": 0.38240488372058307
+        },
+        "SchwefelSin": {
+          "final loss": 0.8844468599804165,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.098280535761131,
+          "average distance to final point": 0.041900033108878285,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.048706719667680864,
+          "min movement": 0.28261798874532457
+        },
+        "Shubert": {
+          "final loss": 0.04157370976107445,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08873005462673693,
+          "average distance to final point": 0.16107321041649483,
+          "convergence": 0.18955210486664983,
+          "oscillation": 0.06600454693191694,
+          "lucky jump": 0.5341436082293499
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183334876408599,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2030160440714504,
+          "average distance to final point": 0.07164803900285877,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03229446841281039,
+          "min movement": 0.20870244658970868
+        },
+        "Weierstrass": {
+          "final loss": 0.20628765531993326,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.20838462618104936,
+          "average distance to final point": 0.2734182723295977,
+          "convergence": 0.31919759345949145,
+          "oscillation": 0.054907438733693345
+        }
+      }
+    },
+    "srmm": {
+      "error_rates": {
+        "Ackley": 4.53409529287227,
+        "Cross-in-Tray": 4.361005330811039,
+        "Drop-Wave": 4.771802535793046,
+        "EggHolder": 5.239910168913291,
+        "Gramacy & Lee 2D": 11.576238478140883,
+        "Griewank": 4.438704738106564,
+        "Langermann": 9.501506287876182,
+        "Langermann 2": 4.1345442614274175,
+        "Lévy": 5.7083889275779205,
+        "Lévy 13": 6.0205111902081425,
+        "MixedMichalewiczSphere": 1.7259768628942722,
+        "Rastrigin": 5.235861212848018,
+        "Rosenbrock": 6.329967965160302,
+        "Schaffer 2": 3.838997001014054,
+        "Schaffer 4": 3.7605278314860264,
+        "SchwefelSin": 3.5393772471161764,
+        "Shubert": 2.1305318360564156,
+        "Styblinski-Tang": 5.8555935185874946,
+        "Weierstrass": 6.453566851603415
+      },
+      "weighted_error_rates": {
+        "Ackley": 6.801142939308406,
+        "Cross-in-Tray": 2.1805026654055193,
+        "Drop-Wave": 7.157703803689568,
+        "EggHolder": 4.191928135130634,
+        "Gramacy & Lee 2D": 28.940596195352207,
+        "Griewank": 6.658057107159846,
+        "Langermann": 9.501506287876182,
+        "Langermann 2": 3.307635409141934,
+        "Lévy": 5.7083889275779205,
+        "Lévy 13": 9.030766785312213,
+        "MixedMichalewiczSphere": 2.588965294341408,
+        "Rastrigin": 7.853791819272027,
+        "Rosenbrock": 6.329967965160302,
+        "Schaffer 2": 6.910194601825298,
+        "Schaffer 4": 6.768950096674848,
+        "SchwefelSin": 2.8315017976929413,
+        "Shubert": 2.1305318360564156,
+        "Styblinski-Tang": 7.026712222304993,
+        "Weierstrass": 12.90713370320683
+      },
+      "avg_error_rate": 5.218795133604892,
+      "weighted_avg_error_rate": 7.30663039960471,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.39126486946476763,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24588724465200418,
+          "average distance to final point": 0.1885958906270843,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04788498085320195,
+          "lucky jump": 3.3109012079250406
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.1906848930280045,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5634496064015779,
+          "average distance to final point": 0.04612919030913429,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0317638691050518,
+          "lucky jump": 2.1658899317608626,
+          "min movement": 0.013526740856236319
+        },
+        "Drop-Wave": {
+          "final loss": 1.4478810997891198,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6261615399902064,
+          "average distance to final point": 0.14728968511971027,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06749911814102545,
+          "lucky jump": 2.0137267914009294,
+          "min movement": 0.11968320200188262
+        },
+        "EggHolder": {
+          "final loss": 1.1364095869836612,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8344681583502263,
+          "average distance to final point": 0.018996220161860256,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008338489839347474,
+          "min movement": 0.35988577813103895,
+          "final proximity": 2.5322508360969858
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5768383896239181,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0070840833701165,
+          "average distance to final point": 0.02781979838996609,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 9.427932129871238,
+          "min movement": 0.18700297753547385
+        },
+        "Griewank": {
+          "final loss": 0.1496376907742634,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.33161505339069064,
+          "average distance to final point": 0.20003350289147,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004374454717066926,
+          "lucky jump": 3.4034829369829014
+        },
+        "Langermann": {
+          "final loss": 1.1467336230149945,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6841694985121165,
+          "average distance to final point": 0.027867622153010124,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 7.086828320163854,
+          "min movement": 0.2063461246820348
+        },
+        "Langermann 2": {
+          "final loss": 1.1004271092215712,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2737686382272695,
+          "average distance to final point": 0.03936116563442495,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008016172715976207,
+          "lucky jump": 1.238562163469883,
+          "min movement": 0.12484791280812177
+        },
+        "Lévy": {
+          "final loss": 0.2904499209322066,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7863997283080563,
+          "average distance to final point": 0.09930134518614904,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 4.022926873480434,
+          "min movement": 0.15974996032090347
+        },
+        "Lévy 13": {
+          "final loss": 0.7405961150080089,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9041465820043885,
+          "average distance to final point": 0.021823193071395172,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 3.7383825972635103,
+          "min movement": 0.2660016035106684
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.05829609897569547,
+          "final distance to global minimum": 0.023346915348131422,
+          "average distance to final point": 0.1397438094675521,
+          "convergence": 0.1721882050744341,
+          "oscillation": 0.04759976278682462,
+          "lucky jump": 1.2848020712416346
+        },
+        "Rastrigin": {
+          "final loss": 0.7330518734025293,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7793189949162116,
+          "average distance to final point": 0.033112587576791655,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0012110803999721396,
+          "lucky jump": 3.068164701088561,
+          "min movement": 0.2714408761137813
+        },
+        "Rosenbrock": {
+          "final loss": 0.04609223844881958,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9519292924361058,
+          "average distance to final point": 0.05554417653995878,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 4.694812486992422,
+          "min movement": 0.2320286713928246
+        },
+        "Schaffer 2": {
+          "final loss": 0.002437885969704078,
+          "boundary violation": 0.0009340141894197962,
+          "final distance to global minimum": 0.025689476343053037,
+          "average distance to final point": 0.17620982951284725,
+          "convergence": 0.19934996372627053,
+          "oscillation": 0.014524840605212884,
+          "lucky jump": 3.4198509906675465
+        },
+        "Schaffer 4": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08399494831225146,
+          "average distance to final point": 0.1246640787866654,
+          "convergence": 0.14962856857085702,
+          "oscillation": 0.01142925698543806,
+          "lucky jump": 3.3908109788308143
+        },
+        "SchwefelSin": {
+          "final loss": 0.8912988988674698,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0954902591808762,
+          "average distance to final point": 0.012315592684142578,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.8539143209724761,
+          "min movement": 0.33679707606104015
+        },
+        "Shubert": {
+          "final loss": 1.0894903646030083,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.49766929486897193,
+          "average distance to final point": 0.10345534564519383,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0388889247401903,
+          "min movement": 0.05146680684887988
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.33657933402712664,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.239228061819767,
+          "average distance to final point": 0.01626850457115577,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 3.6432064033599936,
+          "min movement": 0.2707501154592803
+        },
+        "Weierstrass": {
+          "final loss": 0.9746700863679616,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8456057275547415,
+          "average distance to final point": 0.036672328547079545,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0070910246276305235,
+          "lucky jump": 3.978033994777796,
+          "min movement": 0.2619325903780342
+        }
+      }
+    },
+    "adalite": {
+      "error_rates": {
+        "Ackley": 0.6641963887307737,
+        "Cross-in-Tray": 0.4879236890196146,
+        "Drop-Wave": 0.6366880060624216,
+        "EggHolder": 2.326484736609191,
+        "Gramacy & Lee 2D": 1.6838116093511837,
+        "Griewank": 0.4698026519046494,
+        "Langermann": 1.1554733502422458,
+        "Langermann 2": 1.8057243018761306,
+        "Lévy": 1.7363831713505238,
+        "Lévy 13": 0.5806123150597078,
+        "MixedMichalewiczSphere": 0.48511611199576465,
+        "Rastrigin": 0.3838040789217891,
+        "Rosenbrock": 0.4984746464645605,
+        "Schaffer 2": 0.31182456294499095,
+        "Schaffer 4": 0.5083169265701274,
+        "SchwefelSin": 2.196791557123627,
+        "Shubert": 0.8416686509506939,
+        "Styblinski-Tang": 2.1623475233561478,
+        "Weierstrass": 0.6508631596853404
+      },
+      "weighted_error_rates": {
+        "Ackley": 0.9962945830961605,
+        "Cross-in-Tray": 0.2439618445098073,
+        "Drop-Wave": 0.9550320090936324,
+        "EggHolder": 1.861187789287353,
+        "Gramacy & Lee 2D": 4.209529023377959,
+        "Griewank": 0.7047039778569741,
+        "Langermann": 1.1554733502422458,
+        "Langermann 2": 1.4445794415009046,
+        "Lévy": 1.7363831713505238,
+        "Lévy 13": 0.8709184725895617,
+        "MixedMichalewiczSphere": 0.7276741679936469,
+        "Rastrigin": 0.5757061183826836,
+        "Rosenbrock": 0.4984746464645605,
+        "Schaffer 2": 0.5612842133009838,
+        "Schaffer 4": 0.9149704678262294,
+        "SchwefelSin": 1.7574332456989017,
+        "Shubert": 0.8416686509506939,
+        "Styblinski-Tang": 2.5948170280273772,
+        "Weierstrass": 1.3017263193706807
+      },
+      "avg_error_rate": 1.030858286222078,
+      "weighted_avg_error_rate": 1.2606220274168884,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.014286890691211453,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.008937293416446251,
+          "average distance to final point": 0.16446233248971498,
+          "convergence": 0.30101430837513776,
+          "oscillation": 0.07689287403898663,
+          "lucky jump": 0.09860268971927663
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.03217273507097655,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.03770129369149533,
+          "average distance to final point": 0.19683102338483413,
+          "convergence": 0.15064794657454106,
+          "oscillation": 0.0705706902977675
+        },
+        "Drop-Wave": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 3.6659399958013136e-5,
+          "average distance to final point": 0.12859309693800883,
+          "convergence": 0.19974940684273357,
+          "oscillation": 0.03697414911577386,
+          "lucky jump": 0.2713346937659473
+        },
+        "EggHolder": {
+          "final loss": 0.9052306121838469,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6255322490694288,
+          "average distance to final point": 0.09311341788986255,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13955987216149932,
+          "lucky jump": 0.05761441240019635,
+          "min movement": 0.15587307355418586
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.4068453789063063,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.33633967681147164,
+          "average distance to final point": 0.16107139138228568,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09614292276107556,
+          "lucky jump": 0.3338511401398733
+        },
+        "Griewank": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07727567357972188,
+          "average distance to final point": 0.15244584243235507,
+          "convergence": 0.20904750203681918,
+          "oscillation": 0.0310336338557533
+        },
+        "Langermann": {
+          "final loss": 0.33853717515975573,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.20722667282518908,
+          "average distance to final point": 0.16558914292742538,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09455925997970459
+        },
+        "Langermann 2": {
+          "final loss": 0.4556891043157632,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4339002707300895,
+          "average distance to final point": 0.16242794430448296,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10285172003405908,
+          "lucky jump": 0.3012941631415647
+        },
+        "Lévy": {
+          "final loss": 0.34214515297016473,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8592609355764123,
+          "average distance to final point": 0.10683237329837372,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07858361015540175
+        },
+        "Lévy 13": {
+          "final loss": 0.061194858546038344,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.17647261175140772,
+          "average distance to final point": 0.15154471775344414,
+          "convergence": 0.1318244397400685,
+          "oscillation": 0.05957568726874909
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.07661549812210763,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.06222975135072126,
+          "average distance to final point": 0.12100677558474583,
+          "convergence": 0.14548880187520585,
+          "oscillation": 0.0797752850629841
+        },
+        "Rastrigin": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0015688596405950743,
+          "average distance to final point": 0.16526574759172913,
+          "convergence": 0.18955210486664983,
+          "oscillation": 0.027417366822815023
+        },
+        "Rosenbrock": {
+          "final loss": 0.0027151684961369883,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.055748782444777,
+          "average distance to final point": 0.18422622849079645,
+          "convergence": 0.19874953600536371,
+          "oscillation": 0.05703493102748638
+        },
+        "Schaffer 2": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 8.593418519495989e-7,
+          "average distance to final point": 0.1284320820091713,
+          "convergence": 0.16291933384829668,
+          "oscillation": 0.020472287745670992
+        },
+        "Schaffer 4": {
+          "final loss": 0.08240991242565769,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08131088668030705,
+          "average distance to final point": 0.1385172348814249,
+          "convergence": 0.16220581953874846,
+          "oscillation": 0.04387307304398933
+        },
+        "SchwefelSin": {
+          "final loss": 0.812264860893057,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6612331896820894,
+          "average distance to final point": 0.09960546745165921,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.12944963302678084,
+          "lucky jump": 0.14467730671986942
+        },
+        "Shubert": {
+          "final loss": 0.09859292541694754,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08819913869688277,
+          "average distance to final point": 0.13490999587285563,
+          "convergence": 0.27277225895346946,
+          "oscillation": 0.09140004863233242,
+          "lucky jump": 0.03032329262778531,
+          "min movement": 0.12547099075042079
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183349581877807,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2027723082026505,
+          "average distance to final point": 0.05978645437772497,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05218940839553844,
+          "min movement": 0.1797032948422817
+        },
+        "Weierstrass": {
+          "final loss": 0.047997455353767836,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.10129247109676498,
+          "average distance to final point": 0.1806186686786582,
+          "convergence": 0.2995802957809631,
+          "oscillation": 0.021374268775186254
+        }
+      }
+    },
+    "aggmo": {
+      "error_rates": {
+        "Ackley": 2.3543008495606017,
+        "Cross-in-Tray": 6.005902879810247,
+        "Drop-Wave": 4.471745468619875,
+        "EggHolder": 2.3872455713043763,
+        "Gramacy & Lee 2D": 1.9340028051569098,
+        "Griewank": 0.6186876665080804,
+        "Langermann": 8.771538261076895,
+        "Langermann 2": 2.490218060607786,
+        "Lévy": 2.632060859683836,
+        "Lévy 13": 1.0909811767536142,
+        "MixedMichalewiczSphere": 0.3814318073339352,
+        "Rastrigin": 1.948569945007116,
+        "Rosenbrock": 0.6031408210494495,
+        "Schaffer 2": 2.977084880234517,
+        "Schaffer 4": 2.5252737964387033,
+        "SchwefelSin": 2.660600789740151,
+        "Shubert": 3.2861754831857235,
+        "Styblinski-Tang": 1.6746371480133344,
+        "Weierstrass": 1.854624915791626
+      },
+      "weighted_error_rates": {
+        "Ackley": 3.5314512743409026,
+        "Cross-in-Tray": 3.0029514399051234,
+        "Drop-Wave": 6.707618202929812,
+        "EggHolder": 1.909796457043501,
+        "Gramacy & Lee 2D": 4.835007012892275,
+        "Griewank": 0.9280314997621206,
+        "Langermann": 8.771538261076895,
+        "Langermann 2": 1.992174448486229,
+        "Lévy": 2.632060859683836,
+        "Lévy 13": 1.6364717651304213,
+        "MixedMichalewiczSphere": 0.5721477110009028,
+        "Rastrigin": 2.922854917510674,
+        "Rosenbrock": 0.6031408210494495,
+        "Schaffer 2": 5.358752784422131,
+        "Schaffer 4": 4.545492833589666,
+        "SchwefelSin": 2.128480631792121,
+        "Shubert": 3.2861754831857235,
+        "Styblinski-Tang": 2.0095645776160014,
+        "Weierstrass": 3.709249831583252
+      },
+      "avg_error_rate": 2.6667485887303566,
+      "weighted_avg_error_rate": 3.2148926743684756,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.9760138368906407,
+          "boundary violation": 0.0040880072435785526,
+          "final distance to global minimum": 0.5678581264414765,
+          "average distance to final point": 0.276231815354433,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09162988144321713,
+          "lucky jump": 0.08891808283708436
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.642509715374206,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9755293472643308,
+          "average distance to final point": 0.013888941156382681,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.018956665432714567,
+          "min movement": 0.35827528447526835,
+          "final proximity": 2.647181826757173
+        },
+        "Drop-Wave": {
+          "final loss": 1.735657469131355,
+          "boundary violation": 0.011900060527295338,
+          "final position out-of-bounds": 0.8178712225568291,
+          "final distance to global minimum": 1.0702371143337233,
+          "average distance to final point": 0.04924016450572712,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1135205198354007,
+          "min movement": 0.3237578183793724
+        },
+        "EggHolder": {
+          "final loss": 0.8582330930420488,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5118185649787832,
+          "average distance to final point": 0.12706875318380773,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.2044714668982307,
+          "lucky jump": 0.32239299202767546,
+          "min movement": 0.013699601823659148
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.524358164729904,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9255635628470869,
+          "average distance to final point": 0.11730396057314403,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01721601765660354
+        },
+        "Griewank": {
+          "final loss": 0.08782647197433814,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.16744166170971464,
+          "average distance to final point": 0.19630858881754287,
+          "convergence": 0.15750000000000003,
+          "oscillation": 0.009610944006484766
+        },
+        "Langermann": {
+          "final loss": 1.0797377101334393,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9216586126644037,
+          "average distance to final point": 0.06661389096018626,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07166916641523072,
+          "min movement": 0.4075001960497447,
+          "final proximity": 5.874797585503718
+        },
+        "Langermann 2": {
+          "final loss": 1.0927709188514245,
+          "boundary violation": 0.03977707495973966,
+          "final distance to global minimum": 0.7817193273174727,
+          "average distance to final point": 0.20105171949251294,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.022899164767704858,
+          "min movement": 0.0024387558687596596
+        },
+        "Lévy": {
+          "final loss": 0.2676664235577793,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7897639413146129,
+          "average distance to final point": 0.1079806683935861,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.018987330771849668,
+          "lucky jump": 1.0981013962958373
+        },
+        "Lévy 13": {
+          "final loss": 0.12980857401420176,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.36773272579795835,
+          "average distance to final point": 0.22251579848011832,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.021362979111164408
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.02198871269263527,
+          "average distance to final point": 0.13037665488281644,
+          "convergence": 0.20370764377348985,
+          "oscillation": 0.025358795984993687
+        },
+        "Rastrigin": {
+          "final loss": 0.5441931461679419,
+          "boundary violation": 0.005952476644001596,
+          "final distance to global minimum": 0.4661942747703633,
+          "average distance to final point": 0.2745796221629081,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10441950133210441,
+          "lucky jump": 0.2036698245796256
+        },
+        "Rosenbrock": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.04456770177621584,
+          "average distance to final point": 0.22707571264539236,
+          "convergence": 0.3314974066278414,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 1.1870672094186432,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9553429683603946,
+          "average distance to final point": 0.16010790905006042,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005925412592420341,
+          "min movement": 0.31908028146282713
+        },
+        "Schaffer 4": {
+          "final loss": 0.7542534069033369,
+          "boundary violation": 0.35480911495794715,
+          "final distance to global minimum": 0.699444550997901,
+          "average distance to final point": 0.2367432873441631,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01060214083279296,
+          "min movement": 0.11986019605239091
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992367455645866,
+          "average distance to final point": 0.03178868103401557,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005027154377111466,
+          "min movement": 0.29066081834496704
+        },
+        "Shubert": {
+          "final loss": 1.0949907103319796,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.44347816991564826,
+          "average distance to final point": 0.05538579035444956,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.11811964046972495,
+          "min movement": 0.32667500756046935,
+          "final proximity": 0.8979650652032806
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.2192628868361545,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9737775501738901,
+          "average distance to final point": 0.12741528994341705,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004620321709701347
+        },
+        "Weierstrass": {
+          "final loss": 0.7200802338569366,
+          "boundary violation": 0.03137610584998033,
+          "final distance to global minimum": 0.3571315811452108,
+          "average distance to final point": 0.3845928965008823,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011882999088444549
+        }
+      }
+    },
+    "emozeal": {
+      "error_rates": {
+        "Ackley": 0.9526416117542473,
+        "Cross-in-Tray": 0.2695267512577131,
+        "Drop-Wave": 2.7909480937136584,
+        "EggHolder": 2.041343540906545,
+        "Gramacy & Lee 2D": 1.6193866292329908,
+        "Griewank": 0.5691588135183869,
+        "Langermann": 1.368171121812407,
+        "Langermann 2": 1.6588670611581184,
+        "Lévy": 0.3254409598549355,
+        "Lévy 13": 0.34583120188437133,
+        "MixedMichalewiczSphere": 0.42742566320758707,
+        "Rastrigin": 0.5635619929700132,
+        "Rosenbrock": 1.4796880526857779,
+        "Schaffer 2": 0.6825734853876411,
+        "Schaffer 4": 0.8040468288379745,
+        "SchwefelSin": 2.618762680530644,
+        "Shubert": 0.4130458731513581,
+        "Styblinski-Tang": 2.0075714245682503,
+        "Weierstrass": 1.595504117508379
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.428962417631371,
+        "Cross-in-Tray": 0.13476337562885654,
+        "Drop-Wave": 4.186422140570487,
+        "EggHolder": 1.633074832725236,
+        "Gramacy & Lee 2D": 4.048466573082477,
+        "Griewank": 0.8537382202775804,
+        "Langermann": 1.368171121812407,
+        "Langermann 2": 1.3270936489264948,
+        "Lévy": 0.3254409598549355,
+        "Lévy 13": 0.5187468028265569,
+        "MixedMichalewiczSphere": 0.6411384948113806,
+        "Rastrigin": 0.8453429894550197,
+        "Rosenbrock": 1.4796880526857779,
+        "Schaffer 2": 1.228632273697754,
+        "Schaffer 4": 1.4472842919083542,
+        "SchwefelSin": 2.0950101444245153,
+        "Shubert": 0.4130458731513581,
+        "Styblinski-Tang": 2.4090857094819005,
+        "Weierstrass": 3.191008235016758
+      },
+      "avg_error_rate": 1.1859734686284735,
+      "weighted_avg_error_rate": 1.5565850609457483,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.3911095254826236,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24602695195646085,
+          "average distance to final point": 0.12760226059259294,
+          "convergence": 0.15317045977915544,
+          "oscillation": 0.034732413943414475
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.017777142414309135,
+          "average distance to final point": 0.10316572188351819,
+          "convergence": 0.1401640786499874,
+          "oscillation": 0.008419808309898379
+        },
+        "Drop-Wave": {
+          "final loss": 1.4460248514243834,
+          "boundary violation": 0.005967535767569307,
+          "final distance to global minimum": 0.6248232979298884,
+          "average distance to final point": 0.10755466911080283,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03653119711209811,
+          "lucky jump": 0.22048544301874531
+        },
+        "EggHolder": {
+          "final loss": 0.584418842260685,
+          "boundary violation": 0.006818369405135683,
+          "final distance to global minimum": 0.3216432014381686,
+          "average distance to final point": 0.12239596806342037,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024336068010413325,
+          "lucky jump": 0.6321699923785504
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.4146351575496964,
+          "boundary violation": 0.02694791653268922,
+          "final distance to global minimum": 0.535727682137574,
+          "average distance to final point": 0.15340009706983665,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04460092266035656,
+          "lucky jump": 0.09451375393266676
+        },
+        "Griewank": {
+          "final loss": 0.037775519062774245,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09560633010458176,
+          "average distance to final point": 0.16846337167416217,
+          "convergence": 0.25774672772626644,
+          "oscillation": 0.009566864950602242
+        },
+        "Langermann": {
+          "final loss": 0.27559343658779445,
+          "boundary violation": 0.022418001137453073,
+          "final distance to global minimum": 0.43490517817965413,
+          "average distance to final point": 0.09991718105138335,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024773300853899314,
+          "lucky jump": 0.16100292465205135
+        },
+        "Langermann 2": {
+          "final loss": 0.6368870665203343,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.536630853937747,
+          "average distance to final point": 0.11440674138587534,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.021381299963990564
+        },
+        "Lévy": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.011935095818432129,
+          "average distance to final point": 0.12604917896070214,
+          "convergence": 0.18745668507580118,
+          "oscillation": 0.0
+        },
+        "Lévy 13": {
+          "final loss": 0.0003165415589182951,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.039655068439724335,
+          "average distance to final point": 0.10513048184294473,
+          "convergence": 0.1721882050744341,
+          "oscillation": 0.028540904968349864
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.003081450666087702,
+          "final distance to global minimum": 0.020466941142983294,
+          "average distance to final point": 0.15105845771713902,
+          "convergence": 0.23855552776388023,
+          "oscillation": 0.014263285917496829
+        },
+        "Rastrigin": {
+          "final loss": 0.08004306639916298,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24727597122782966,
+          "average distance to final point": 0.0984312326017649,
+          "convergence": 0.11676850899644978,
+          "oscillation": 0.021043213744805857
+        },
+        "Rosenbrock": {
+          "final loss": 0.03723400320766095,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8435101272143395,
+          "average distance to final point": 0.17874682449176146,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.07063599842184466
+        },
+        "Schaffer 2": {
+          "final loss": 0.05147407203195799,
+          "boundary violation": 0.045444999497691665,
+          "final distance to global minimum": 0.12029599331416066,
+          "average distance to final point": 0.20292982435828355,
+          "convergence": 0.2463771295118586,
+          "oscillation": 0.01605146667368862
+        },
+        "Schaffer 4": {
+          "final loss": 0.032635256036768555,
+          "boundary violation": 0.07810449738743817,
+          "final distance to global minimum": 0.13350908804225453,
+          "average distance to final point": 0.23580555870976866,
+          "convergence": 0.3040085548648711,
+          "oscillation": 0.019983873796873546
+        },
+        "SchwefelSin": {
+          "final loss": 0.9418654316370232,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8183240620615351,
+          "average distance to final point": 0.06339654939480781,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01889613971332996,
+          "lucky jump": 0.34863281320014317,
+          "min movement": 0.07808658517363323
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08610326227956121,
+          "average distance to final point": 0.034854667997790745,
+          "convergence": 0.05884613803007369,
+          "oscillation": 0.02943023950039694,
+          "min movement": 0.20381156534353553
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833335284046377,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031715468409372,
+          "average distance to final point": 0.08248993745168194,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.05401548808499634
+        },
+        "Weierstrass": {
+          "final loss": 0.8074857087839915,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3526928160875686,
+          "average distance to final point": 0.17433039951091392,
+          "convergence": 0.24704774859633563,
+          "oscillation": 0.013947444529569305
+        }
+      }
+    },
+    "laprop": {
+      "error_rates": {
+        "Ackley": 1.2638440305714764,
+        "Cross-in-Tray": 2.8704482392036206,
+        "Drop-Wave": 1.3825467666875442,
+        "EggHolder": 2.494029124955301,
+        "Gramacy & Lee 2D": 1.7364588901629503,
+        "Griewank": 0.4939978167990352,
+        "Langermann": 0.9943304720293045,
+        "Langermann 2": 1.985423554886089,
+        "Lévy": 2.1601084721764634,
+        "Lévy 13": 0.49092769434360517,
+        "MixedMichalewiczSphere": 0.32342374852170824,
+        "Rastrigin": 1.0205646946156384,
+        "Rosenbrock": 1.453102426325941,
+        "Schaffer 2": 2.520060133215531,
+        "Schaffer 4": 2.441629264947065,
+        "SchwefelSin": 2.5806644850048164,
+        "Shubert": 0.415906799104417,
+        "Styblinski-Tang": 2.0967346415885633,
+        "Weierstrass": 1.3540418166312072
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.8957660458572145,
+        "Cross-in-Tray": 1.4352241196018103,
+        "Drop-Wave": 2.0738201500313163,
+        "EggHolder": 1.995223299964241,
+        "Gramacy & Lee 2D": 4.341147225407376,
+        "Griewank": 0.7409967251985528,
+        "Langermann": 0.9943304720293045,
+        "Langermann 2": 1.5883388439088713,
+        "Lévy": 2.1601084721764634,
+        "Lévy 13": 0.7363915415154078,
+        "MixedMichalewiczSphere": 0.4851356227825624,
+        "Rastrigin": 1.5308470419234577,
+        "Rosenbrock": 1.453102426325941,
+        "Schaffer 2": 4.536108239787956,
+        "Schaffer 4": 4.394932676904717,
+        "SchwefelSin": 2.0645315880038533,
+        "Shubert": 0.415906799104417,
+        "Styblinski-Tang": 2.5160815699062757,
+        "Weierstrass": 2.7080836332624143
+      },
+      "avg_error_rate": 1.5830654248300147,
+      "weighted_avg_error_rate": 2.0034777101943235,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.4709406478543078,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.29753144745393345,
+          "average distance to final point": 0.11407477378922494,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03173606212383899
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.5627589171815002,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8689228701458231,
+          "average distance to final point": 0.06962804993247407,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.015670771015138862,
+          "lucky jump": 0.003906531578513051
+        },
+        "Drop-Wave": {
+          "final loss": 0.006935094706445971,
+          "boundary violation": 0.003822279173808784,
+          "final distance to global minimum": 0.009061551484428457,
+          "average distance to final point": 0.10953341043261992,
+          "convergence": 0.1721882050744341,
+          "oscillation": 0.055775064505500564,
+          "lucky jump": 1.0252311613103064
+        },
+        "EggHolder": {
+          "final loss": 1.0396548207323137,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778550567696507,
+          "average distance to final point": 0.03138200956639394,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011264495047781585,
+          "min movement": 0.2843116434889897
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.4542748957871192,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6068593364388887,
+          "average distance to final point": 0.10365413450976108,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03663898516162208,
+          "lucky jump": 0.18547043891538817
+        },
+        "Griewank": {
+          "final loss": 0.07055242181643177,
+          "boundary violation": 0.02042019022580872,
+          "final distance to global minimum": 0.035490168267361906,
+          "average distance to final point": 0.20461860876437532,
+          "convergence": 0.15565730307524658,
+          "oscillation": 0.007259124649810961
+        },
+        "Langermann": {
+          "final loss": 0.09962507963114565,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.43319689263836303,
+          "average distance to final point": 0.08557044507125172,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02637695533837285
+        },
+        "Langermann 2": {
+          "final loss": 0.6292121056212516,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7442521383052227,
+          "average distance to final point": 0.07829411213049466,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02466546795901964,
+          "min movement": 0.15943863151992896
+        },
+        "Lévy": {
+          "final loss": 0.33629672138891276,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636151879053376,
+          "average distance to final point": 0.0966912009712937,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007902147356899751,
+          "lucky jump": 0.49036738463749874,
+          "min movement": 0.01567473056634985
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.016560684933370626,
+          "average distance to final point": 0.12223428233179329,
+          "convergence": 0.2696646586264413,
+          "oscillation": 0.015580661793106871,
+          "lucky jump": 0.06688740665889306
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.00011668954981866607,
+          "final distance to global minimum": 0.0225950889875809,
+          "average distance to final point": 0.12037711983849113,
+          "convergence": 0.16760892959528875,
+          "oscillation": 0.012725920550528812
+        },
+        "Rastrigin": {
+          "final loss": 0.1641451512101959,
+          "boundary violation": 0.005087327683266878,
+          "final distance to global minimum": 0.35994898854778273,
+          "average distance to final point": 0.11383054489613333,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027991582928088416
+        },
+        "Rosenbrock": {
+          "final loss": 0.02872785666996257,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7826210821349779,
+          "average distance to final point": 0.2905736259378603,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0016187622329690435
+        },
+        "Schaffer 2": {
+          "final loss": 0.9973331205793068,
+          "boundary violation": 0.037507809054910815,
+          "final distance to global minimum": 0.7103328767795918,
+          "average distance to final point": 0.24179358441526747,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.021761819957782574,
+          "min movement": 0.16176982307850024
+        },
+        "Schaffer 4": {
+          "final loss": 0.7844655499075918,
+          "boundary violation": 0.002428720764841952,
+          "final distance to global minimum": 0.843275905713026,
+          "average distance to final point": 0.18722324177002572,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01793375195939294,
+          "min movement": 0.25674099548201584
+        },
+        "SchwefelSin": {
+          "final loss": 0.5900838753265679,
+          "boundary violation": 0.06952778581113411,
+          "final distance to global minimum": 0.5130010313934387,
+          "average distance to final point": 0.0846631431756293,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.030543112522714116,
+          "lucky jump": 0.9432844374251608
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08613256813281703,
+          "average distance to final point": 0.038758301712634745,
+          "convergence": 0.06986856066195289,
+          "oscillation": 0.018776452947736555,
+          "min movement": 0.20237091564927578
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031437982263253,
+          "average distance to final point": 0.04889625904827532,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0032107010213037676,
+          "min movement": 0.1735895536478766
+        },
+        "Weierstrass": {
+          "final loss": 0.408308038783761,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3149916334323853,
+          "average distance to final point": 0.26614714458903266,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.015033900475857108
+        }
+      }
+    },
+    "rmsprop": {
+      "error_rates": {
+        "Ackley": 2.894805519539606,
+        "Cross-in-Tray": 2.9902628348352422,
+        "Drop-Wave": 2.5966337069122325,
+        "EggHolder": 3.2710950782627726,
+        "Gramacy & Lee 2D": 2.4448096134392494,
+        "Griewank": 0.7078368514359354,
+        "Langermann": 2.519360481828292,
+        "Langermann 2": 3.031746617550771,
+        "Lévy": 3.196366214878594,
+        "Lévy 13": 1.5434865472867494,
+        "MixedMichalewiczSphere": 2.387871263085955,
+        "Rastrigin": 2.7342992034006017,
+        "Rosenbrock": 1.8545326043972703,
+        "Schaffer 2": 3.440760309068418,
+        "Schaffer 4": 2.5887142798749987,
+        "SchwefelSin": 2.6830023457577448,
+        "Shubert": 2.0426913536723825,
+        "Styblinski-Tang": 2.150837066036618,
+        "Weierstrass": 2.104930563035375
+      },
+      "weighted_error_rates": {
+        "Ackley": 4.342208279309409,
+        "Cross-in-Tray": 1.4951314174176211,
+        "Drop-Wave": 3.8949505603683487,
+        "EggHolder": 2.6168760626102183,
+        "Gramacy & Lee 2D": 6.112024033598123,
+        "Griewank": 1.0617552771539032,
+        "Langermann": 2.519360481828292,
+        "Langermann 2": 2.425397294040617,
+        "Lévy": 3.196366214878594,
+        "Lévy 13": 2.3152298209301243,
+        "MixedMichalewiczSphere": 3.581806894628932,
+        "Rastrigin": 4.101448805100903,
+        "Rosenbrock": 1.8545326043972703,
+        "Schaffer 2": 6.193368556323152,
+        "Schaffer 4": 4.659685703774998,
+        "SchwefelSin": 2.146401876606196,
+        "Shubert": 2.0426913536723825,
+        "Styblinski-Tang": 2.5810044792439415,
+        "Weierstrass": 4.20986112607075
+      },
+      "avg_error_rate": 2.483370655489411,
+      "weighted_avg_error_rate": 3.228952675892304,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.251833945775226,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8728074678337963,
+          "average distance to final point": 0.0493049297291456,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09403360658297502,
+          "lucky jump": 0.01911263726235152,
+          "min movement": 0.25815183300594036
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.36684643876263,
+          "boundary violation": 0.017068376659873194,
+          "final distance to global minimum": 0.682365506479395,
+          "average distance to final point": 0.0689762502778229,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.023903153206014553,
+          "lucky jump": 0.285853448550574,
+          "min movement": 0.19568856154876116
+        },
+        "Drop-Wave": {
+          "final loss": 1.3696962226545817,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5577280942942426,
+          "average distance to final point": 0.08055315263328386,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09205605780273464,
+          "lucky jump": 0.0358401434793082,
+          "min movement": 0.11119893669791009
+        },
+        "EggHolder": {
+          "final loss": 1.043887644631483,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7740962912213485,
+          "average distance to final point": 0.04405378076865969,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09637017002936166,
+          "lucky jump": 0.6620125457045319,
+          "min movement": 0.3011135465572163
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5787758777650475,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1036978695862578,
+          "average distance to final point": 0.04579620934756792,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08491480154472923,
+          "lucky jump": 0.029679107414862203,
+          "min movement": 0.25238464843061376
+        },
+        "Griewank": {
+          "final loss": 0.049133720064252255,
+          "boundary violation": 0.009800968956244936,
+          "final distance to global minimum": 0.1060886318137109,
+          "average distance to final point": 0.19900536655374357,
+          "convergence": 0.2977802146124569,
+          "oscillation": 0.04602794943552689
+        },
+        "Langermann": {
+          "final loss": 0.9663119474910878,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.810654932366523,
+          "average distance to final point": 0.03330710060332418,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0692646859683986,
+          "min movement": 0.29026071604878734
+        },
+        "Langermann 2": {
+          "final loss": 1.0960982349872417,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1763315707873967,
+          "average distance to final point": 0.04140929694593383,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07201699111403767,
+          "min movement": 0.29632942436598997
+        },
+        "Lévy": {
+          "final loss": 0.4210732456459686,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.966011059465632,
+          "average distance to final point": 0.050007487950572166,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06919809829995088,
+          "lucky jump": 1.061635623608165,
+          "min movement": 0.2788796005581342
+        },
+        "Lévy 13": {
+          "final loss": 0.37335543157637224,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.659028852820922,
+          "average distance to final point": 0.08752619393772608,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04223130713625635,
+          "min movement": 0.0317836624653014
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.9308308639397935,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7147759155862137,
+          "average distance to final point": 0.05218264851529571,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06496530941495994,
+          "min movement": 0.2755554262795209
+        },
+        "Rastrigin": {
+          "final loss": 0.9892329311799971,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9015544054604884,
+          "average distance to final point": 0.038140105086356166,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08430200640035118,
+          "lucky jump": 0.06159656870467029,
+          "min movement": 0.3099120872185677
+        },
+        "Rosenbrock": {
+          "final loss": 0.05159829035306337,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0999549638881296,
+          "average distance to final point": 0.05739747440723423,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2960207763986718
+        },
+        "Schaffer 2": {
+          "final loss": 1.1214497663172807,
+          "boundary violation": 0.07338617072222146,
+          "final distance to global minimum": 0.9673896841765763,
+          "average distance to final point": 0.10104618257470901,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06489124295051896,
+          "lucky jump": 0.5081426396227314,
+          "min movement": 0.25489352335420895
+        },
+        "Schaffer 4": {
+          "final loss": 0.836036566109906,
+          "boundary violation": 0.0025741611475463954,
+          "final distance to global minimum": 1.0007620278147105,
+          "average distance to final point": 0.0511051801065259,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03279626035927973,
+          "min movement": 0.31587898498685896
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099236785932502,
+          "average distance to final point": 0.016854214876010874,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.33302395452976125
+        },
+        "Shubert": {
+          "final loss": 0.9245425562834783,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2446734954913503,
+          "average distance to final point": 0.07405840308237882,
+          "convergence": 0.09598382251401516,
+          "oscillation": 0.09577993341197577,
+          "lucky jump": 0.4470615926153616,
+          "min movement": 0.1605915502738228
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031419808138426,
+          "average distance to final point": 0.04504442606861552,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2347563295093776
+        },
+        "Weierstrass": {
+          "final loss": 0.7933325263876001,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5762439333000993,
+          "average distance to final point": 0.16225136350554675,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05362677098389782,
+          "lucky jump": 0.16991486950806026
+        }
+      }
+    },
+    "adam": {
+      "error_rates": {
+        "Ackley": 1.5914282656956074,
+        "Cross-in-Tray": 2.5325655621683856,
+        "Drop-Wave": 3.292791033199713,
+        "EggHolder": 2.5038146662074845,
+        "Gramacy & Lee 2D": 1.8524632667932353,
+        "Griewank": 0.5149600874137894,
+        "Langermann": 1.6253334868245215,
+        "Langermann 2": 2.6366017153987342,
+        "Lévy": 1.9325362236492918,
+        "Lévy 13": 0.330281684598423,
+        "MixedMichalewiczSphere": 0.47118715615071094,
+        "Rastrigin": 1.0266890547772187,
+        "Rosenbrock": 1.4352194512681262,
+        "Schaffer 2": 1.5211288649848231,
+        "Schaffer 4": 0.6358436559454502,
+        "SchwefelSin": 2.6608115161503845,
+        "Shubert": 0.3615579016834183,
+        "Styblinski-Tang": 2.0505440429419113,
+        "Weierstrass": 1.383551933487846
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.387142398543411,
+        "Cross-in-Tray": 1.2662827810841928,
+        "Drop-Wave": 4.93918654979957,
+        "EggHolder": 2.0030517329659876,
+        "Gramacy & Lee 2D": 4.631158166983088,
+        "Griewank": 0.7724401311206841,
+        "Langermann": 1.6253334868245215,
+        "Langermann 2": 2.1092813723189874,
+        "Lévy": 1.9325362236492918,
+        "Lévy 13": 0.4954225268976345,
+        "MixedMichalewiczSphere": 0.7067807342260664,
+        "Rastrigin": 1.5400335821658282,
+        "Rosenbrock": 1.4352194512681262,
+        "Schaffer 2": 2.738031956972682,
+        "Schaffer 4": 1.1445185807018103,
+        "SchwefelSin": 2.128649212920308,
+        "Shubert": 0.3615579016834183,
+        "Styblinski-Tang": 2.4606528515302935,
+        "Weierstrass": 2.767103866975692
+      },
+      "avg_error_rate": 1.597858398386267,
+      "weighted_avg_error_rate": 1.970757026770084,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.3910761461189846,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24642874916996413,
+          "average distance to final point": 0.09037864007654947,
+          "convergence": 0.1346550004291361,
+          "oscillation": 0.050627362489661355,
+          "lucky jump": 0.6782623674113115
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.2656951300170234,
+          "boundary violation": 0.022830277100937373,
+          "final distance to global minimum": 0.6081391376389549,
+          "average distance to final point": 0.11389337856751423,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.012247604652674136,
+          "min movement": 0.16019893484111072
+        },
+        "Drop-Wave": {
+          "final loss": 1.036027791217717,
+          "boundary violation": 0.00583291487591966,
+          "final distance to global minimum": 0.41587057244559655,
+          "average distance to final point": 0.11079252330050582,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06398936171462996,
+          "lucky jump": 1.3107167702951728
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778608614620748,
+          "average distance to final point": 0.043908459241876086,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010776586898245073,
+          "min movement": 0.28205288359591235
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.33708274765874546,
+          "boundary violation": 0.0017927783054391814,
+          "final distance to global minimum": 0.4008721368454657,
+          "average distance to final point": 0.14694847293747135,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03999713584176138,
+          "lucky jump": 0.5762088958541809
+        },
+        "Griewank": {
+          "final loss": 0.07291350364851468,
+          "boundary violation": 2.1834994399334156e-6,
+          "final distance to global minimum": 0.10512604040093759,
+          "average distance to final point": 0.17152028600310698,
+          "convergence": 0.1421813717540211,
+          "oscillation": 0.023216702107769202
+        },
+        "Langermann": {
+          "final loss": 0.052450057312017316,
+          "boundary violation": 0.003646991298964998,
+          "final distance to global minimum": 0.03996600925961977,
+          "average distance to final point": 0.08897617951767492,
+          "convergence": 0.1480880229039762,
+          "oscillation": 0.05817097175142741,
+          "lucky jump": 1.2340352547808409
+        },
+        "Langermann 2": {
+          "final loss": 0.8894434767086563,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0207320991498945,
+          "average distance to final point": 0.06519915398447311,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02063927619043024,
+          "min movement": 0.2910266100151086
+        },
+        "Lévy": {
+          "final loss": 0.336296838892931,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636281136754542,
+          "average distance to final point": 0.103723111096858,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005840381436101657,
+          "lucky jump": 0.2734866791977758
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0142498762074752,
+          "average distance to final point": 0.10195875420765477,
+          "convergence": 0.1788678902115595,
+          "oscillation": 0.035205163971733566
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.05307660679234215,
+          "final distance to global minimum": 0.02685802995626588,
+          "average distance to final point": 0.16429703424870154,
+          "convergence": 0.218939015319192,
+          "oscillation": 0.008016469834209325
+        },
+        "Rastrigin": {
+          "final loss": 0.16414387015861934,
+          "boundary violation": 0.011405958088707153,
+          "final distance to global minimum": 0.3600856728540413,
+          "average distance to final point": 0.11361588305707493,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027876571268604662
+        },
+        "Rosenbrock": {
+          "final loss": 0.03039091164715191,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7926803027012488,
+          "average distance to final point": 0.2625871375695544,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.07814681779638079,
+          "boundary violation": 0.6419737931362196,
+          "final distance to global minimum": 0.14891368352927564,
+          "average distance to final point": 0.27985693298074465,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.022676538192031363
+        },
+        "Schaffer 4": {
+          "final loss": 0.0,
+          "boundary violation": 6.22078094556453e-5,
+          "final distance to global minimum": 0.08770864299867549,
+          "average distance to final point": 0.252380808185308,
+          "convergence": 0.2784484401009466,
+          "oscillation": 0.017243556851064493
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843263403433406,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992231819013139,
+          "average distance to final point": 0.03403899530317218,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0010763979598281221,
+          "min movement": 0.2925855012925584
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09087598885170482,
+          "average distance to final point": 0.10834741158268224,
+          "convergence": 0.1318244397400685,
+          "oscillation": 0.030510061508962714
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183333283312961,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031542150761716,
+          "average distance to final point": 0.06929967183057247,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.002586605473743838,
+          "min movement": 0.10760912287995623
+        },
+        "Weierstrass": {
+          "final loss": 0.49108349051746164,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.29266587134309674,
+          "average distance to final point": 0.2388521632536064,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011389309023510019
+        }
+      }
+    },
+    "stablespam": {
+      "error_rates": {
+        "Ackley": 1.6986161120766345,
+        "Cross-in-Tray": 0.6871753388269547,
+        "Drop-Wave": 1.401089347359302,
+        "EggHolder": 2.5105396921623853,
+        "Gramacy & Lee 2D": 1.3868530105902426,
+        "Griewank": 0.6532039329446373,
+        "Langermann": 1.743969416254835,
+        "Langermann 2": 2.196464659366112,
+        "Lévy": 1.7731562070102969,
+        "Lévy 13": 0.41551473297611846,
+        "MixedMichalewiczSphere": 0.4331363169724273,
+        "Rastrigin": 0.6933973826295663,
+        "Rosenbrock": 0.4980063671265686,
+        "Schaffer 2": 0.9444971977575796,
+        "Schaffer 4": 1.862379888911531,
+        "SchwefelSin": 2.6887876784751032,
+        "Shubert": 0.5431050675920651,
+        "Styblinski-Tang": 2.1052917971744334,
+        "Weierstrass": 1.4708276547005747
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.547924168114952,
+        "Cross-in-Tray": 0.34358766941347735,
+        "Drop-Wave": 2.101634021038953,
+        "EggHolder": 2.008431753729908,
+        "Gramacy & Lee 2D": 3.4671325264756065,
+        "Griewank": 0.979805899416956,
+        "Langermann": 1.743969416254835,
+        "Langermann 2": 1.7571717274928897,
+        "Lévy": 1.7731562070102969,
+        "Lévy 13": 0.6232720994641777,
+        "MixedMichalewiczSphere": 0.649704475458641,
+        "Rastrigin": 1.0400960739443494,
+        "Rosenbrock": 0.4980063671265686,
+        "Schaffer 2": 1.7000949559636434,
+        "Schaffer 4": 3.3522838000407558,
+        "SchwefelSin": 2.151030142780083,
+        "Shubert": 0.5431050675920651,
+        "Styblinski-Tang": 2.52635015660932,
+        "Weierstrass": 2.9416553094011495
+      },
+      "avg_error_rate": 1.3529479895214405,
+      "weighted_avg_error_rate": 1.723600623017296,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.7077813466880777,
+          "boundary violation": 0.009106111531143057,
+          "final distance to global minimum": 0.43198433030294703,
+          "average distance to final point": 0.11466260732968994,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03617592953869784,
+          "min movement": 0.04934468733590786
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.18295820498943344,
+          "boundary violation": 0.00013110085321720198,
+          "final distance to global minimum": 0.07879691560615777,
+          "average distance to final point": 0.1659711282486535,
+          "convergence": 0.2315802455024842,
+          "oscillation": 0.027737743627008513
+        },
+        "Drop-Wave": {
+          "final loss": 0.3982887071360359,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.22669241671197535,
+          "average distance to final point": 0.12352955971877938,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06990364879205399,
+          "lucky jump": 0.23311391565028605
+        },
+        "EggHolder": {
+          "final loss": 1.0414751953955983,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7755417802294431,
+          "average distance to final point": 0.04433251132624938,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.034993106924750765,
+          "min movement": 0.264635998936172
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.29238923971926684,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.29137943231236274,
+          "average distance to final point": 0.14889422894342627,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.031057942411051115,
+          "lucky jump": 0.27357106785396446
+        },
+        "Griewank": {
+          "final loss": 0.024605769347455782,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09362465622300181,
+          "average distance to final point": 0.20112007185555028,
+          "convergence": 0.32090383034426895,
+          "oscillation": 0.01294960517436053
+        },
+        "Langermann": {
+          "final loss": 0.28096145410587053,
+          "boundary violation": 0.020044465760998616,
+          "final distance to global minimum": 0.27677357295070654,
+          "average distance to final point": 0.12010700099058831,
+          "convergence": 0.11991449828236961,
+          "oscillation": 0.03889888493312064,
+          "lucky jump": 0.8872695392311808
+        },
+        "Langermann 2": {
+          "final loss": 0.7363652631861666,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7838749381428755,
+          "average distance to final point": 0.12768128518518623,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.031193842998166965,
+          "lucky jump": 0.0972280426495615,
+          "min movement": 0.07056018785398385
+        },
+        "Lévy": {
+          "final loss": 0.33958248035391125,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8668097275442685,
+          "average distance to final point": 0.18204585921303323,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.029355499926519528,
+          "min movement": 0.005801540622393158
+        },
+        "Lévy 13": {
+          "final loss": 0.018200700530003746,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.04424399361654983,
+          "average distance to final point": 0.10879491690250608,
+          "convergence": 0.17443906801294107,
+          "oscillation": 0.06983605391411775
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.058654000787605694,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.053224772668382644,
+          "average distance to final point": 0.12054025043464163,
+          "convergence": 0.17443906801294107,
+          "oscillation": 0.02627822506885631
+        },
+        "Rastrigin": {
+          "final loss": 0.08483542877070101,
+          "boundary violation": 0.00419038130581126,
+          "final distance to global minimum": 0.06467898411580807,
+          "average distance to final point": 0.11444423434897215,
+          "convergence": 0.15565730307524658,
+          "oscillation": 0.04169439340409061,
+          "lucky jump": 0.22789665760893668
+        },
+        "Rosenbrock": {
+          "final loss": 0.0026704961455355915,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08485853623153139,
+          "average distance to final point": 0.18145892203089514,
+          "convergence": 0.1716215392943304,
+          "oscillation": 0.057396873424276094
+        },
+        "Schaffer 2": {
+          "final loss": 0.0,
+          "boundary violation": 0.3849035962130848,
+          "final distance to global minimum": 0.007552747368475152,
+          "average distance to final point": 0.25484314203188146,
+          "convergence": 0.28478268374084253,
+          "oscillation": 0.012415028403295569
+        },
+        "Schaffer 4": {
+          "final loss": 0.46709461203614167,
+          "boundary violation": 0.27385279077469327,
+          "final distance to global minimum": 0.4339101521420676,
+          "average distance to final point": 0.31431086113397133,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.023650373474485925
+        },
+        "SchwefelSin": {
+          "final loss": 0.8847460985734147,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0974975030520087,
+          "average distance to final point": 0.04128083048076743,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.016792556761123192,
+          "min movement": 0.29890959025761843
+        },
+        "Shubert": {
+          "final loss": 0.12466509083620356,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07550820270144726,
+          "average distance to final point": 0.04615341244935866,
+          "convergence": 0.06986856066195289,
+          "oscillation": 0.02861500706511811,
+          "min movement": 0.19829479387798463
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31850311749832044,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.199088556255099,
+          "average distance to final point": 0.062047633188197164,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024453075394483225,
+          "min movement": 0.15163831548816256
+        },
+        "Weierstrass": {
+          "final loss": 0.592260252964902,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.27708573051643764,
+          "average distance to final point": 0.23708284620873962,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01483772566032432
+        }
+      }
+    },
+    "lars": {
+      "error_rates": {
+        "Ackley": 0.8423469150961597,
+        "Cross-in-Tray": 3.057329183576864,
+        "Drop-Wave": 4.694426052437,
+        "EggHolder": 1.2442937671253835,
+        "Gramacy & Lee 2D": 1.9877813020270594,
+        "Griewank": 0.5831380596625579,
+        "Langermann": 2.608178239181606,
+        "Langermann 2": 2.971182911345626,
+        "Lévy": 0.6632659070725438,
+        "Lévy 13": 0.8127930903136977,
+        "MixedMichalewiczSphere": 0.4977253990963526,
+        "Rastrigin": 0.4155092411473665,
+        "Rosenbrock": 1.3611785903986218,
+        "Schaffer 2": 2.9447969754726193,
+        "Schaffer 4": 2.5139276658130676,
+        "SchwefelSin": 2.261199661567869,
+        "Shubert": 2.2940469713027474,
+        "Styblinski-Tang": 1.5865558245292948,
+        "Weierstrass": 1.4634107048360194
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.2635203726442394,
+        "Cross-in-Tray": 1.528664591788432,
+        "Drop-Wave": 7.0416390786555,
+        "EggHolder": 0.9954350137003068,
+        "Gramacy & Lee 2D": 4.9694532550676485,
+        "Griewank": 0.8747070894938369,
+        "Langermann": 2.608178239181606,
+        "Langermann 2": 2.376946329076501,
+        "Lévy": 0.6632659070725438,
+        "Lévy 13": 1.2191896354705465,
+        "MixedMichalewiczSphere": 0.7465880986445289,
+        "Rastrigin": 0.6232638617210498,
+        "Rosenbrock": 1.3611785903986218,
+        "Schaffer 2": 5.300634555850715,
+        "Schaffer 4": 4.525069798463522,
+        "SchwefelSin": 1.8089597292542952,
+        "Shubert": 2.2940469713027474,
+        "Styblinski-Tang": 1.9038669894351536,
+        "Weierstrass": 2.926821409672039
+      },
+      "avg_error_rate": 1.8317413927369712,
+      "weighted_avg_error_rate": 2.3700752377312546,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.33510228831541905,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08605740518985758,
+          "average distance to final point": 0.15598397030935046,
+          "convergence": 0.1721882050744341,
+          "oscillation": 0.09301504620709854
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.5201345705161189,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8192997262987916,
+          "average distance to final point": 0.035470213423216025,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.018933019201375554,
+          "min movement": 0.3139305547871907
+        },
+        "Drop-Wave": {
+          "final loss": 1.7266180948246674,
+          "boundary violation": 0.01087256805589644,
+          "final position out-of-bounds": 1.1515679426578855,
+          "final distance to global minimum": 1.0752610106050469,
+          "average distance to final point": 0.024457987877693693,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03103629315930724,
+          "min movement": 0.32505105590633093
+        },
+        "EggHolder": {
+          "final loss": 0.5295737901612073,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.042975893981346984,
+          "average distance to final point": 0.14552673616469033,
+          "convergence": 0.17666533864014847,
+          "oscillation": 0.03488947372728451,
+          "lucky jump": 0.31466253445070613
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5273354827725939,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9703424384590494,
+          "average distance to final point": 0.09580696357695458,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04153510302582159,
+          "min movement": 0.0032002148424688376
+        },
+        "Griewank": {
+          "final loss": 0.04334948353881655,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.06735088692922679,
+          "average distance to final point": 0.19131868094831678,
+          "convergence": 0.24536841835316095,
+          "oscillation": 0.03575058989303698
+        },
+        "Langermann": {
+          "final loss": 0.9571725428636779,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7924079432013637,
+          "average distance to final point": 0.07775007716690865,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03912662302251111,
+          "lucky jump": 0.18300367189442823,
+          "min movement": 0.20915628168254552
+        },
+        "Langermann 2": {
+          "final loss": 1.0931498558678403,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1569760757623757,
+          "average distance to final point": 0.03661747747771167,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007170941840650047,
+          "min movement": 0.32770746104687626
+        },
+        "Lévy": {
+          "final loss": 0.0008481846431634754,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.03874332708620829,
+          "average distance to final point": 0.15447965525928214,
+          "convergence": 0.2665282649143711,
+          "oscillation": 0.0,
+          "lucky jump": 0.20266647516951886
+        },
+        "Lévy 13": {
+          "final loss": 0.04402294304699665,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.21056268275244555,
+          "average distance to final point": 0.1839009792685657,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004839180939800137,
+          "lucky jump": 0.019906204955718373
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.00011620170431824233,
+          "final distance to global minimum": 0.023862767163003687,
+          "average distance to final point": 0.16125411648338878,
+          "convergence": 0.20760255356284596,
+          "oscillation": 0.04662458791817995,
+          "lucky jump": 0.058265172264616
+        },
+        "Rastrigin": {
+          "final loss": 0.00248168800064203,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.01096823601409233,
+          "average distance to final point": 0.14454455496367097,
+          "convergence": 0.19774542280580812,
+          "oscillation": 0.05976933936315302
+        },
+        "Rosenbrock": {
+          "final loss": 0.034010859798842726,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8160567012693531,
+          "average distance to final point": 0.1451068615496188,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.016443068430635845
+        },
+        "Schaffer 2": {
+          "final loss": 1.1743097520571064,
+          "boundary violation": 0.016092267131391568,
+          "final distance to global minimum": 0.9241197062438055,
+          "average distance to final point": 0.17898792924264548,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.017494762005664327,
+          "min movement": 0.28423145944183514
+        },
+        "Schaffer 4": {
+          "final loss": 0.7358588103531858,
+          "boundary violation": 0.23796863651379618,
+          "final distance to global minimum": 0.7273673171361378,
+          "average distance to final point": 0.4436031053619087,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.019568697097868112
+        },
+        "SchwefelSin": {
+          "final loss": 0.9418655267588557,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8183490122346668,
+          "average distance to final point": 0.07056965876248364,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.001974937409558517,
+          "min movement": 0.07887942705213292
+        },
+        "Shubert": {
+          "final loss": 1.097563338995232,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5063309856810888,
+          "average distance to final point": 0.09677080811623553,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.052060802903295136,
+          "lucky jump": 0.075129828781098,
+          "min movement": 0.11663010747562698
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.016892313824463937,
+          "average distance to final point": 0.14751019896322676,
+          "convergence": 0.16053030094297244,
+          "oscillation": 0.017431659878494668,
+          "lucky jump": 1.244191350920137
+        },
+        "Weierstrass": {
+          "final loss": 0.5768933090546291,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.25892319917786094,
+          "average distance to final point": 0.2654168857112191,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.012616211542139173
+        }
+      }
+    },
+    "aida": {
+      "error_rates": {
+        "Ackley": 1.023867932101975,
+        "Cross-in-Tray": 1.9268681976896802,
+        "Drop-Wave": 2.603356351282693,
+        "EggHolder": 2.4992899900993057,
+        "Gramacy & Lee 2D": 0.8967979482632591,
+        "Griewank": 0.6189800966148127,
+        "Langermann": 1.3793645604261533,
+        "Langermann 2": 2.066832264419026,
+        "Lévy": 1.9203579340821053,
+        "Lévy 13": 0.33882142047261177,
+        "MixedMichalewiczSphere": 0.3648485838293516,
+        "Rastrigin": 0.648692986622937,
+        "Rosenbrock": 1.426141683603081,
+        "Schaffer 2": 0.6107777757965572,
+        "Schaffer 4": 1.0876334196247543,
+        "SchwefelSin": 2.55215362559233,
+        "Shubert": 0.4265836017613568,
+        "Styblinski-Tang": 2.050461971302367,
+        "Weierstrass": 1.4537707018343933
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.5358018981529624,
+        "Cross-in-Tray": 0.9634340988448401,
+        "Drop-Wave": 3.905034526924039,
+        "EggHolder": 1.9994319920794448,
+        "Gramacy & Lee 2D": 2.241994870658148,
+        "Griewank": 0.928470144922219,
+        "Langermann": 1.3793645604261533,
+        "Langermann 2": 1.653465811535221,
+        "Lévy": 1.9203579340821053,
+        "Lévy 13": 0.5082321307089177,
+        "MixedMichalewiczSphere": 0.5472728757440274,
+        "Rastrigin": 0.9730394799344054,
+        "Rosenbrock": 1.426141683603081,
+        "Schaffer 2": 1.099399996433803,
+        "Schaffer 4": 1.957740155324558,
+        "SchwefelSin": 2.041722900473864,
+        "Shubert": 0.4265836017613568,
+        "Styblinski-Tang": 2.46055436556284,
+        "Weierstrass": 2.9075414036687866
+      },
+      "avg_error_rate": 1.3629263708115131,
+      "weighted_avg_error_rate": 1.6250307595179354,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.3914662811746854,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24564568320112432,
+          "average distance to final point": 0.14258810691112364,
+          "convergence": 0.19774542280580812,
+          "oscillation": 0.04642243800923342
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.9506134790793394,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.42370540470863843,
+          "average distance to final point": 0.10684267791103305,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008573347155829567,
+          "min movement": 0.08757218948466855
+        },
+        "Drop-Wave": {
+          "final loss": 0.7027689774415586,
+          "boundary violation": 0.009227996417979166,
+          "final distance to global minimum": 0.3384974147412633,
+          "average distance to final point": 0.12157236895873995,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07234669077693026,
+          "lucky jump": 1.0093818035960502
+        },
+        "EggHolder": {
+          "final loss": 1.0396548207323137,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778124737966029,
+          "average distance to final point": 0.039043751382418064,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01357742163889856,
+          "min movement": 0.2796404231989016
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.033896823572920946,
+          "average distance to final point": 0.11411053097479149,
+          "convergence": 0.12298826232865899,
+          "oscillation": 0.046343457681069296,
+          "lucky jump": 0.5794588737058184
+        },
+        "Griewank": {
+          "final loss": 0.06827925392569902,
+          "boundary violation": 5.310723486405935e-6,
+          "final distance to global minimum": 0.15482864203273936,
+          "average distance to final point": 0.21409209874022023,
+          "convergence": 0.1664472163417523,
+          "oscillation": 0.015327574850915383
+        },
+        "Langermann": {
+          "final loss": 0.13740420869480185,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.19394900199560366,
+          "average distance to final point": 0.07066340349850289,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04314557814058856,
+          "lucky jump": 0.5846412687464849
+        },
+        "Langermann 2": {
+          "final loss": 0.5828782187868837,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8408382029879197,
+          "average distance to final point": 0.07427980469728257,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02478275826327152,
+          "min movement": 0.19449218033349724
+        },
+        "Lévy": {
+          "final loss": 0.336296956396918,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8635893890079813,
+          "average distance to final point": 0.10169017505109923,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007819883397248222,
+          "lucky jump": 0.2614004308786872
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.027652354031732915,
+          "average distance to final point": 0.11443443272724661,
+          "convergence": 0.15317045977915544,
+          "oscillation": 0.04356417393447673
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 5.630020480715412e-5,
+          "final distance to global minimum": 0.020398151101018138,
+          "average distance to final point": 0.1268830008287236,
+          "convergence": 0.16527847541408552,
+          "oscillation": 0.028317236777362385,
+          "lucky jump": 0.02391541950335477
+        },
+        "Rastrigin": {
+          "final loss": 0.11438731110279375,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.29807023483685774,
+          "average distance to final point": 0.100918531928565,
+          "convergence": 0.10333333333333333,
+          "oscillation": 0.03198357542138712
+        },
+        "Rosenbrock": {
+          "final loss": 0.028431462167026116,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7807726300166596,
+          "average distance to final point": 0.2670484653645114,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0003280267047125262
+        },
+        "Schaffer 2": {
+          "final loss": 0.012087571663305064,
+          "boundary violation": 0.2244578262606659,
+          "final distance to global minimum": 0.05750156994101336,
+          "average distance to final point": 0.1398491483795398,
+          "convergence": 0.1664472163417523,
+          "oscillation": 0.010434443210280796
+        },
+        "Schaffer 4": {
+          "final loss": 0.0613944427235373,
+          "boundary violation": 0.2441892016590053,
+          "final distance to global minimum": 0.16020585551053393,
+          "average distance to final point": 0.252159761752498,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020123058629008733
+        },
+        "SchwefelSin": {
+          "final loss": 0.9418655267588557,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8183512458475161,
+          "average distance to final point": 0.06761521406611544,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02352562759689345,
+          "lucky jump": 0.27189726836596895,
+          "min movement": 0.07933764360680876
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08618682815997271,
+          "average distance to final point": 0.04084978249087717,
+          "convergence": 0.06986856066195289,
+          "oscillation": 0.024692451289332472,
+          "min movement": 0.20498597915922154
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183332793129564,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031372378040452,
+          "average distance to final point": 0.07019031718349106,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005822689516422334,
+          "min movement": 0.10341734813528083
+        },
+        "Weierstrass": {
+          "final loss": 0.5358420351774806,
+          "boundary violation": 0.02557759499302958,
+          "final distance to global minimum": 0.2015085929408744,
+          "average distance to final point": 0.31639388236547383,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024887497007363486
+        }
+      }
+    },
+    "exadam": {
+      "error_rates": {
+        "Ackley": 3.0413441655669913,
+        "Cross-in-Tray": 2.826014972592897,
+        "Drop-Wave": 3.6159643061787454,
+        "EggHolder": 3.016068000953004,
+        "Gramacy & Lee 2D": 2.5162745137273377,
+        "Griewank": 0.7405407158237701,
+        "Langermann": 3.081999632252173,
+        "Langermann 2": 3.0210593517738586,
+        "Lévy": 3.1578207757065857,
+        "Lévy 13": 1.7960478204669477,
+        "MixedMichalewiczSphere": 2.5180349189330546,
+        "Rastrigin": 3.750779732713294,
+        "Rosenbrock": 1.833905798137999,
+        "Schaffer 2": 2.9682235547811446,
+        "Schaffer 4": 2.639830324274455,
+        "SchwefelSin": 2.680291319029119,
+        "Shubert": 2.1099464058428343,
+        "Styblinski-Tang": 2.1406709065372582,
+        "Weierstrass": 2.7869938353015073
+      },
+      "weighted_error_rates": {
+        "Ackley": 4.562016248350487,
+        "Cross-in-Tray": 1.4130074862964486,
+        "Drop-Wave": 5.423946459268118,
+        "EggHolder": 2.4128544007624035,
+        "Gramacy & Lee 2D": 6.290686284318344,
+        "Griewank": 1.1108110737356551,
+        "Langermann": 3.081999632252173,
+        "Langermann 2": 2.416847481419087,
+        "Lévy": 3.1578207757065857,
+        "Lévy 13": 2.6940717307004216,
+        "MixedMichalewiczSphere": 3.777052378399582,
+        "Rastrigin": 5.626169599069941,
+        "Rosenbrock": 1.833905798137999,
+        "Schaffer 2": 5.342802398606061,
+        "Schaffer 4": 4.75169458369402,
+        "SchwefelSin": 2.1442330552232955,
+        "Shubert": 2.1099464058428343,
+        "Styblinski-Tang": 2.56880508784471,
+        "Weierstrass": 5.573987670603015
+      },
+      "avg_error_rate": 2.6443058447680516,
+      "weighted_avg_error_rate": 3.4890872921174307,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.3282174785597753,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9490536135814778,
+          "average distance to final point": 0.03751072442095314,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08223376015349416,
+          "min movement": 0.29476748950111953
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.5417226102932964,
+          "boundary violation": 2.2117952369106678e-5,
+          "final distance to global minimum": 0.23374786912188292,
+          "average distance to final point": 0.3019469085400778,
+          "convergence": 0.3205631417805331,
+          "oscillation": 0.06713928555566925,
+          "lucky jump": 1.360873039349069
+        },
+        "Drop-Wave": {
+          "final loss": 1.3365491704227292,
+          "boundary violation": 0.00703191939152342,
+          "final distance to global minimum": 0.5065828960065413,
+          "average distance to final point": 0.14302318519043683,
+          "convergence": 0.11991449828236961,
+          "oscillation": 0.11296714074804272,
+          "lucky jump": 1.3898954961371022
+        },
+        "EggHolder": {
+          "final loss": 1.0435626686858919,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7742971172675802,
+          "average distance to final point": 0.047469994383235396,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08105568992238202,
+          "lucky jump": 0.4197612078666804,
+          "min movement": 0.30036022347706287
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5785903367905271,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0982519276776066,
+          "average distance to final point": 0.049647282146126584,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06967970188716754,
+          "lucky jump": 0.10755909252876476,
+          "min movement": 0.2629850733469734
+        },
+        "Griewank": {
+          "final loss": 0.06589801078255125,
+          "boundary violation": 0.007366141937286318,
+          "final distance to global minimum": 0.07786615116720942,
+          "average distance to final point": 0.21011988928766337,
+          "convergence": 0.3369443636950798,
+          "oscillation": 0.04234615895397982
+        },
+        "Langermann": {
+          "final loss": 0.9783674643643863,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8059571867512444,
+          "average distance to final point": 0.04389275571565122,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07424867094856838,
+          "lucky jump": 0.5531840913837714,
+          "min movement": 0.27678836373837973
+        },
+        "Langermann 2": {
+          "final loss": 1.0925329067400076,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.15770109788111,
+          "average distance to final point": 0.03647633176398868,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07260648313832196,
+          "min movement": 0.31218143290025907
+        },
+        "Lévy": {
+          "final loss": 0.3993893377211448,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9575170284931934,
+          "average distance to final point": 0.022873495600483948,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.023243079576867175,
+          "lucky jump": 1.116798151024794,
+          "min movement": 0.28843858393993066
+        },
+        "Lévy 13": {
+          "final loss": 0.47971839313985565,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7697272116353108,
+          "average distance to final point": 0.15039063062178115,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.019427155514501672,
+          "min movement": 0.027223330205327117
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.9183466645657876,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7980726290904542,
+          "average distance to final point": 0.05413640940676889,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06408618945898975,
+          "min movement": 0.3338319270608826
+        },
+        "Rastrigin": {
+          "final loss": 0.8448695010996407,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8258134281303044,
+          "average distance to final point": 0.0485859111821459,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10799868576234421,
+          "lucky jump": 1.3031702684478308,
+          "min movement": 0.27078083874085696
+        },
+        "Rosenbrock": {
+          "final loss": 0.047693933733954405,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0052011224027584,
+          "average distance to final point": 0.14422172357604407,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.28722791907507084
+        },
+        "Schaffer 2": {
+          "final loss": 1.1309064821527546,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0095797531748767,
+          "average distance to final point": 0.1311198009135938,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02346807153149355,
+          "min movement": 0.3235883476582553
+        },
+        "Schaffer 4": {
+          "final loss": 0.8226017762238189,
+          "boundary violation": 7.588842899407902e-5,
+          "final position out-of-bounds": 0.0036617181995621585,
+          "final distance to global minimum": 1.001740339468118,
+          "average distance to final point": 0.10956872488492655,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02758898703507766,
+          "min movement": 0.32503179068378657
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099236785932502,
+          "average distance to final point": 0.01578375312437214,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008552628000030638,
+          "min movement": 0.3228307615527439
+        },
+        "Shubert": {
+          "final loss": 1.0343215872117033,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.31807297932004264,
+          "average distance to final point": 0.03591585126907208,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06926566439887724,
+          "min movement": 0.30280922429296797
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031418478323874,
+          "average distance to final point": 0.04394330110460065,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.22569142795548808
+        },
+        "Weierstrass": {
+          "final loss": 1.2175595710673,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8570963362555507,
+          "average distance to final point": 0.11153421548302832,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04347745467613599,
+          "min movement": 0.20776515846932134
+        }
+      }
+    },
+    "scalableshampoo": {
+      "error_rates": {
+        "Ackley": 0.8492855414131305,
+        "Cross-in-Tray": 6.783820365497929,
+        "Drop-Wave": 4.5153362374272845,
+        "EggHolder": 2.0031934023178866,
+        "Gramacy & Lee 2D": 2.1241830241232056,
+        "Griewank": 0.6007839028005136,
+        "Langermann": 2.7954396098641388,
+        "Langermann 2": 2.4108411107458636,
+        "Lévy": 2.2965423642258465,
+        "Lévy 13": 1.1082432584351147,
+        "MixedMichalewiczSphere": 0.25613068748271406,
+        "Rastrigin": 1.1982437791694809,
+        "Rosenbrock": 1.6633265943840962,
+        "Schaffer 2": 2.6539185793913846,
+        "Schaffer 4": 2.5040712140224284,
+        "SchwefelSin": 2.306502970620821,
+        "Shubert": 3.326407122371092,
+        "Styblinski-Tang": 2.044015381143531,
+        "Weierstrass": 2.1157665199384326
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.2739283121196958,
+        "Cross-in-Tray": 3.3919101827489646,
+        "Drop-Wave": 6.773004356140927,
+        "EggHolder": 1.6025547218543092,
+        "Gramacy & Lee 2D": 5.310457560308014,
+        "Griewank": 0.9011758542007704,
+        "Langermann": 2.7954396098641388,
+        "Langermann 2": 1.928672888596691,
+        "Lévy": 2.2965423642258465,
+        "Lévy 13": 1.662364887652672,
+        "MixedMichalewiczSphere": 0.3841960312240711,
+        "Rastrigin": 1.7973656687542214,
+        "Rosenbrock": 1.6633265943840962,
+        "Schaffer 2": 4.777053442904492,
+        "Schaffer 4": 4.507328185240371,
+        "SchwefelSin": 1.845202376496657,
+        "Shubert": 3.326407122371092,
+        "Styblinski-Tang": 2.452818457372237,
+        "Weierstrass": 4.231533039876865
+      },
+      "avg_error_rate": 2.2924237718618365,
+      "weighted_avg_error_rate": 2.7853306134913756,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.3686191795353234,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09092203977215989,
+          "average distance to final point": 0.15317855813309833,
+          "convergence": 0.17666533864014847,
+          "oscillation": 0.05990042533240034
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.5646341448240162,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8692506554763725,
+          "average distance to final point": 0.021458882526609283,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.032627297554659825,
+          "min movement": 0.37464053594949936,
+          "final proximity": 3.5716477498166013
+        },
+        "Drop-Wave": {
+          "final loss": 1.7320116857213774,
+          "boundary violation": 0.010919539808725771,
+          "final position out-of-bounds": 0.8960637646625278,
+          "final distance to global minimum": 1.0714156414426752,
+          "average distance to final point": 0.05104543680844725,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0793284796210018,
+          "min movement": 0.3249905900123577
+        },
+        "EggHolder": {
+          "final loss": 0.8622786869095902,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6030290562006893,
+          "average distance to final point": 0.13790734621682801,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05041721364060759
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5421658043196567,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0178267054255463,
+          "average distance to final point": 0.07195271915105776,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.035072127855949715,
+          "min movement": 0.107604568020824
+        },
+        "Griewank": {
+          "final loss": 0.05992741736504524,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.12699875218554954,
+          "average distance to final point": 0.18000510197191066,
+          "convergence": 0.21615123397983255,
+          "oscillation": 0.017701397298175672
+        },
+        "Langermann": {
+          "final loss": 1.0741554642619282,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0380524726019622,
+          "average distance to final point": 0.1015309369058283,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0738443645587537,
+          "min movement": 0.1582952721854952
+        },
+        "Langermann 2": {
+          "final loss": 0.9300426326444264,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9607471191011825,
+          "average distance to final point": 0.12981111909186574,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04067914055821772
+        },
+        "Lévy": {
+          "final loss": 0.2676642194728771,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7897637738898894,
+          "average distance to final point": 0.08168081464250859,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007016996633530358,
+          "lucky jump": 0.8008554602368699
+        },
+        "Lévy 13": {
+          "final loss": 0.10547964496046437,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.33759334489143306,
+          "average distance to final point": 0.28436946645895667,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03123970277408942
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.022006784487533983,
+          "average distance to final point": 0.09780658043419965,
+          "convergence": 0.11676850899644978,
+          "oscillation": 0.01954881356453062
+        },
+        "Rastrigin": {
+          "final loss": 0.19598409574047235,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2986275895519733,
+          "average distance to final point": 0.17961182623910676,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0968400920684608,
+          "lucky jump": 0.0776190762192964
+        },
+        "Rosenbrock": {
+          "final loss": 0.044167566406200086,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9356286952520898,
+          "average distance to final point": 0.1170819853797978,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0023963843575049554,
+          "lucky jump": 8.120643964492705e-5,
+          "min movement": 0.2144096571986874
+        },
+        "Schaffer 2": {
+          "final loss": 0.014478575753800654,
+          "boundary violation": 1.827082849223802,
+          "final distance to global minimum": 0.06302887426566012,
+          "average distance to final point": 0.3105215120919335,
+          "convergence": 0.29972393768825295,
+          "oscillation": 0.029145097762805456,
+          "lucky jump": 0.10993773260513005
+        },
+        "Schaffer 4": {
+          "final loss": 0.8325303344806745,
+          "boundary violation": 0.0006886586383070345,
+          "final distance to global minimum": 0.8683064316064275,
+          "average distance to final point": 0.16373974951478287,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.025059282058575046,
+          "min movement": 0.26418565837349023
+        },
+        "SchwefelSin": {
+          "final loss": 0.9418654316370232,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8183212105848474,
+          "average distance to final point": 0.0684644413652144,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.028503602652479292,
+          "lucky jump": 0.02220384925024873,
+          "min movement": 0.0775833357808369
+        },
+        "Shubert": {
+          "final loss": 1.101446960210432,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4391371845014847,
+          "average distance to final point": 0.1003109982425921,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1106676186683869,
+          "lucky jump": 1.1504135963039201,
+          "min movement": 0.07486966509410509
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031418478323874,
+          "average distance to final point": 0.05384665223078132,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0024529019186010094,
+          "lucky jump": 6.542348480397443e-5,
+          "min movement": 0.11661422603217536
+        },
+        "Weierstrass": {
+          "final loss": 0.8828620644357956,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6746430283484471,
+          "average distance to final point": 0.1995783240043642,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.009122003799654176
+        }
+      }
+    },
+    "apollo": {
+      "error_rates": {
+        "Ackley": 1.126485062038058,
+        "Cross-in-Tray": 1.8762846001104132,
+        "Drop-Wave": 2.004937913101334,
+        "EggHolder": 2.503932967742829,
+        "Gramacy & Lee 2D": 1.8041249680820821,
+        "Griewank": 0.6061944921085831,
+        "Langermann": 1.4543064070561955,
+        "Langermann 2": 2.897547022002996,
+        "Lévy": 1.9325381171508926,
+        "Lévy 13": 0.3206468009235327,
+        "MixedMichalewiczSphere": 0.37186702867035015,
+        "Rastrigin": 1.0338742983971008,
+        "Rosenbrock": 1.4352220575422159,
+        "Schaffer 2": 0.9494266262367831,
+        "Schaffer 4": 1.7144245380594043,
+        "SchwefelSin": 2.6606714536446647,
+        "Shubert": 0.4177750973700876,
+        "Styblinski-Tang": 2.0511405822525974,
+        "Weierstrass": 1.4913207970218079
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.689727593057087,
+        "Cross-in-Tray": 0.9381423000552066,
+        "Drop-Wave": 3.007406869652001,
+        "EggHolder": 2.0031463741942632,
+        "Gramacy & Lee 2D": 4.510312420205206,
+        "Griewank": 0.9092917381628747,
+        "Langermann": 1.4543064070561955,
+        "Langermann 2": 2.318037617602397,
+        "Lévy": 1.9325381171508926,
+        "Lévy 13": 0.48097020138529906,
+        "MixedMichalewiczSphere": 0.5578005430055253,
+        "Rastrigin": 1.5508114475956511,
+        "Rosenbrock": 1.4352220575422159,
+        "Schaffer 2": 1.7089679272262095,
+        "Schaffer 4": 3.0859641685069277,
+        "SchwefelSin": 2.1285371629157317,
+        "Shubert": 0.4177750973700876,
+        "Styblinski-Tang": 2.461368698703117,
+        "Weierstrass": 2.9826415940436157
+      },
+      "avg_error_rate": 1.5080379383953646,
+      "weighted_avg_error_rate": 1.8722614913384474,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.39106430538942816,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24634297872154004,
+          "average distance to final point": 0.10650414369823422,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03301253487868428
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.9506117283073351,
+          "boundary violation": 0.00010268446940945108,
+          "final distance to global minimum": 0.4235907745917021,
+          "average distance to final point": 0.12284426535518653,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007667522925418504,
+          "min movement": 0.02190652511119022
+        },
+        "Drop-Wave": {
+          "final loss": 0.9831933536193459,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.42177046292590314,
+          "average distance to final point": 0.097486682776867,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03935501876067748,
+          "lucky jump": 0.10478482627686656,
+          "min movement": 0.008786469391502889
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778620743796204,
+          "average distance to final point": 0.04390109955778166,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010918249573689257,
+          "min movement": 0.28203566922236056
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5052455144283983,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7823481139175301,
+          "average distance to final point": 0.07706401224748613,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02579477014282794,
+          "lucky jump": 0.06337609054467311,
+          "min movement": 0.0007353674509950071
+        },
+        "Griewank": {
+          "final loss": 0.08477409912102188,
+          "boundary violation": 0.005482891623870225,
+          "final distance to global minimum": 0.11558120318553279,
+          "average distance to final point": 0.1501346536073927,
+          "convergence": 0.22980943922860553,
+          "oscillation": 0.02041220534216005
+        },
+        "Langermann": {
+          "final loss": 0.09963049790687026,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4331344042310155,
+          "average distance to final point": 0.07968498974857074,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04243923512572792,
+          "lucky jump": 0.44985618069383987
+        },
+        "Langermann 2": {
+          "final loss": 1.066511311878821,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.104195650211857,
+          "average distance to final point": 0.05407146673565404,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01366478723531003,
+          "min movement": 0.3095427065911825
+        },
+        "Lévy": {
+          "final loss": 0.336296838892931,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636281666496937,
+          "average distance to final point": 0.10413545828412335,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005656713703152864,
+          "lucky jump": 0.27325984027082034
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.03186591049947956,
+          "average distance to final point": 0.10238858008150356,
+          "convergence": 0.15317045977915544,
+          "oscillation": 0.0332218505633941
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0009721166721612933,
+          "final distance to global minimum": 0.01748260372756542,
+          "average distance to final point": 0.12339632666152918,
+          "convergence": 0.2095273049389239,
+          "oscillation": 0.02048867667017035
+        },
+        "Rastrigin": {
+          "final loss": 0.16414675910222562,
+          "boundary violation": 0.014575157498839027,
+          "final distance to global minimum": 0.35993463834811784,
+          "average distance to final point": 0.11722551152821352,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02843113256953343
+        },
+        "Rosenbrock": {
+          "final loss": 0.030392231371255414,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7926883573427963,
+          "average distance to final point": 0.262580369477993,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.09335644806170705,
+          "boundary violation": 0.046032774580741474,
+          "final distance to global minimum": 0.14840503548261383,
+          "average distance to final point": 0.2928060024927761,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.019265266268773475
+        },
+        "Schaffer 4": {
+          "final loss": 0.46412649835548675,
+          "boundary violation": 0.10147855541751852,
+          "final distance to global minimum": 0.4507796376442521,
+          "average distance to final point": 0.32359514287916347,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024883604412812194
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843263403433406,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992229800604278,
+          "average distance to final point": 0.03404725152151642,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0009356937367005919,
+          "min movement": 0.292578088632508
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08612912261993431,
+          "average distance to final point": 0.04131547081799455,
+          "convergence": 0.06986856066195289,
+          "oscillation": 0.018211892738520485,
+          "min movement": 0.20225005053168538
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183333283312961,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031553232490237,
+          "average distance to final point": 0.06928456709789123,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0030228537150873806,
+          "min movement": 0.10778341050912768
+        },
+        "Weierstrass": {
+          "final loss": 0.6186649994415999,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2595038534819325,
+          "average distance to final point": 0.2538661920725541,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.009724652675550092
+        }
+      }
+    },
+    "swats": {
+      "error_rates": {
+        "Ackley": 1.4156899083245498,
+        "Cross-in-Tray": 1.4910155310357949,
+        "Drop-Wave": 1.7359680229857375,
+        "EggHolder": 2.5038367618509634,
+        "Gramacy & Lee 2D": 1.8041249680820821,
+        "Griewank": 0.5230764923099462,
+        "Langermann": 1.6753958544338943,
+        "Langermann 2": 2.897547022002996,
+        "Lévy": 1.9325438989211414,
+        "Lévy 13": 0.39428568548279896,
+        "MixedMichalewiczSphere": 0.33037791339658223,
+        "Rastrigin": 1.0338744232763317,
+        "Rosenbrock": 1.4352219726959174,
+        "Schaffer 2": 2.5923076006864023,
+        "Schaffer 4": 0.7564217471423889,
+        "SchwefelSin": 2.660671441530511,
+        "Shubert": 0.4188897377753339,
+        "Styblinski-Tang": 2.0511383567484276,
+        "Weierstrass": 1.1055807636381143
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.1235348624868244,
+        "Cross-in-Tray": 0.7455077655178974,
+        "Drop-Wave": 2.6039520344786062,
+        "EggHolder": 2.0030694094807706,
+        "Gramacy & Lee 2D": 4.510312420205206,
+        "Griewank": 0.7846147384649194,
+        "Langermann": 1.6753958544338943,
+        "Langermann 2": 2.318037617602397,
+        "Lévy": 1.9325438989211414,
+        "Lévy 13": 0.5914285282241984,
+        "MixedMichalewiczSphere": 0.4955668700948733,
+        "Rastrigin": 1.5508116349144976,
+        "Rosenbrock": 1.4352219726959174,
+        "Schaffer 2": 4.666153681235524,
+        "Schaffer 4": 1.3615591448563,
+        "SchwefelSin": 2.128537153224409,
+        "Shubert": 0.4188897377753339,
+        "Styblinski-Tang": 2.461366028098113,
+        "Weierstrass": 2.2111615272762286
+      },
+      "avg_error_rate": 1.5135772685431534,
+      "weighted_avg_error_rate": 1.8956665726308974,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.2532816067059,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07344891167491495,
+          "average distance to final point": 0.11944705286600958,
+          "convergence": 0.16527847541408552,
+          "oscillation": 0.04988655694802235,
+          "lucky jump": 0.7543473047156175
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.6843387016852996,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2982143053775254,
+          "average distance to final point": 0.15475526716632781,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004146157456470992
+        },
+        "Drop-Wave": {
+          "final loss": 0.2774991620927102,
+          "boundary violation": 0.006090230526268879,
+          "final distance to global minimum": 0.05614092524538236,
+          "average distance to final point": 0.1193006599675316,
+          "convergence": 0.16991182163263766,
+          "oscillation": 0.06917845697260697,
+          "lucky jump": 1.0378467665485998
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.777861641194912,
+          "average distance to final point": 0.043904432009673026,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01081211203543392,
+          "min movement": 0.2820427016015681
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5052455144283983,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7823481139175301,
+          "average distance to final point": 0.07706401224748613,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02579477014282794,
+          "lucky jump": 0.06337609054467311,
+          "min movement": 0.0007353674509950071
+        },
+        "Griewank": {
+          "final loss": 0.10947554396448182,
+          "boundary violation": 5.956777027285584e-5,
+          "final distance to global minimum": 0.056281980127952456,
+          "average distance to final point": 0.18088195140986174,
+          "convergence": 0.16113043050089224,
+          "oscillation": 0.01524701853648511
+        },
+        "Langermann": {
+          "final loss": 0.2385694009000293,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.48811654305721647,
+          "average distance to final point": 0.1139993936991865,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02743638286117256,
+          "lucky jump": 0.45771303456611834
+        },
+        "Langermann 2": {
+          "final loss": 1.066511311878821,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.104195650211857,
+          "average distance to final point": 0.05407146673565404,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01366478723531003,
+          "min movement": 0.3095427065911825
+        },
+        "Lévy": {
+          "final loss": 0.336296838892931,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636281666496937,
+          "average distance to final point": 0.10413544823964223,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0056625055178830186,
+          "lucky jump": 0.27325984027082034
+        },
+        "Lévy 13": {
+          "final loss": 0.0013546035554110327,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.04483211543681814,
+          "average distance to final point": 0.11572504466000605,
+          "convergence": 0.21143744151969132,
+          "oscillation": 0.020936480310872443
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 9.971554073311576e-5,
+          "final distance to global minimum": 0.022700365236853724,
+          "average distance to final point": 0.1152452132645165,
+          "convergence": 0.18320508075688774,
+          "oscillation": 0.009127538597591146
+        },
+        "Rastrigin": {
+          "final loss": 0.16414675910222562,
+          "boundary violation": 0.014575157498839027,
+          "final distance to global minimum": 0.35993463834811784,
+          "average distance to final point": 0.11722549347540517,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02843127550157269
+        },
+        "Rosenbrock": {
+          "final loss": 0.03039221716399548,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7926882579030723,
+          "average distance to final point": 0.2625803982786786,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 1.2079600149301608,
+          "boundary violation": 0.05330992995041552,
+          "final distance to global minimum": 0.5897385706897704,
+          "average distance to final point": 0.36876012342785747,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.022977862338026827
+        },
+        "Schaffer 4": {
+          "final loss": 0.0,
+          "boundary violation": 0.08247118285689087,
+          "final distance to global minimum": 0.10256741261258767,
+          "average distance to final point": 0.13509234604620915,
+          "convergence": 0.16291933384829668,
+          "oscillation": 0.014203569649985448,
+          "lucky jump": 0.2591679021284191
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843263403433406,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992230204286066,
+          "average distance to final point": 0.034047197265534096,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0009356860433685744,
+          "min movement": 0.29257809809949
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08616611043128712,
+          "average distance to final point": 0.04120715945904042,
+          "convergence": 0.06986856066195289,
+          "oscillation": 0.02108011890161256,
+          "min movement": 0.20056778832144087
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183333283312961,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031553232490237,
+          "average distance to final point": 0.06928457441209711,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0030206208967115318,
+          "min movement": 0.10778341050912768
+        },
+        "Weierstrass": {
+          "final loss": 0.33783809810100834,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1453267260885881,
+          "average distance to final point": 0.25748918176776775,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.015365658330578711
+        }
+      }
+    },
+    "fadam": {
+      "error_rates": {
+        "Ackley": 1.127706820777735,
+        "Cross-in-Tray": 1.1269080176499955,
+        "Drop-Wave": 1.3537869660394266,
+        "EggHolder": 1.279842743070935,
+        "Gramacy & Lee 2D": 1.8133108396834288,
+        "Griewank": 0.6324677430181319,
+        "Langermann": 1.8467021558705778,
+        "Langermann 2": 1.7735579128606398,
+        "Lévy": 1.6565714708427073,
+        "Lévy 13": 0.4205154933020508,
+        "MixedMichalewiczSphere": 0.36608659727270215,
+        "Rastrigin": 0.807652462877871,
+        "Rosenbrock": 0.8114561140411507,
+        "Schaffer 2": 1.041554253978492,
+        "Schaffer 4": 0.9073766470985344,
+        "SchwefelSin": 2.2955327888052866,
+        "Shubert": 0.44018407588867836,
+        "Styblinski-Tang": 2.0337587254197205,
+        "Weierstrass": 1.2981074655770208
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.6915602311666025,
+        "Cross-in-Tray": 0.5634540088249977,
+        "Drop-Wave": 2.03068044905914,
+        "EggHolder": 1.023874194456748,
+        "Gramacy & Lee 2D": 4.533277099208572,
+        "Griewank": 0.9487016145271978,
+        "Langermann": 1.8467021558705778,
+        "Langermann 2": 1.418846330288512,
+        "Lévy": 1.6565714708427073,
+        "Lévy 13": 0.6307732399530762,
+        "MixedMichalewiczSphere": 0.5491298959090533,
+        "Rastrigin": 1.2114786943168063,
+        "Rosenbrock": 0.8114561140411507,
+        "Schaffer 2": 1.8747976571612859,
+        "Schaffer 4": 1.6332779647773619,
+        "SchwefelSin": 1.8364262310442294,
+        "Shubert": 0.44018407588867836,
+        "Styblinski-Tang": 2.4405104705036647,
+        "Weierstrass": 2.5962149311540417
+      },
+      "avg_error_rate": 1.2122673312671097,
+      "weighted_avg_error_rate": 1.565153517315495,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.5588908688176172,
+          "boundary violation": 0.006909685875218829,
+          "final distance to global minimum": 0.11773823208196307,
+          "average distance to final point": 0.18271542245239714,
+          "convergence": 0.2095273049389239,
+          "oscillation": 0.05192530661161501
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.30146719190891424,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.10549699340685205,
+          "average distance to final point": 0.3434627907628758,
+          "convergence": 0.32463324790179776,
+          "oscillation": 0.05184779366955551
+        },
+        "Drop-Wave": {
+          "final loss": 0.4892551333148907,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24098702600482402,
+          "average distance to final point": 0.2041003922597269,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06988331510981365
+        },
+        "EggHolder": {
+          "final loss": 0.5295747733706067,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.043722701919478184,
+          "average distance to final point": 0.1558986880211131,
+          "convergence": 0.15064794657454106,
+          "oscillation": 0.041544323329623455,
+          "lucky jump": 0.3584543098555726
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.38149150236578994,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8895497044171111,
+          "average distance to final point": 0.13567298799891192,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05703554555144469
+        },
+        "Griewank": {
+          "final loss": 0.11324432042297757,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09814771271148764,
+          "average distance to final point": 0.21588389970130872,
+          "convergence": 0.19419671884389794,
+          "oscillation": 0.010995091338460111
+        },
+        "Langermann": {
+          "final loss": 0.39649694801682067,
+          "boundary violation": 0.015144128771775575,
+          "final distance to global minimum": 0.4960555292762125,
+          "average distance to final point": 0.3557846527223736,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06714479288699844,
+          "lucky jump": 0.1665150048462258
+        },
+        "Langermann 2": {
+          "final loss": 0.65851378973669,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.41030701938161207,
+          "average distance to final point": 0.30538977208322976,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04978623230893695
+        },
+        "Lévy": {
+          "final loss": 0.3362967096385092,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636181544853344,
+          "average distance to final point": 0.08926672211602928,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.017828785252662994
+        },
+        "Lévy 13": {
+          "final loss": 0.02700629842726142,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.05462652295959756,
+          "average distance to final point": 0.10826147494187177,
+          "convergence": 0.15064794657454106,
+          "oscillation": 0.0665378783476467,
+          "lucky jump": 0.013435372051132271
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.021666412112701205,
+          "average distance to final point": 0.14203160160171568,
+          "convergence": 0.15317045977915544,
+          "oscillation": 0.049218123779129805
+        },
+        "Rastrigin": {
+          "final loss": 0.08060221691710426,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24619081153032366,
+          "average distance to final point": 0.19972100187921915,
+          "convergence": 0.22078133401995112,
+          "oscillation": 0.060357098531272656
+        },
+        "Rosenbrock": {
+          "final loss": 0.0014413243636995907,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.22005510568119174,
+          "average distance to final point": 0.23790560429776147,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.002492951965159205,
+          "lucky jump": 2.838316750358882e-8
+        },
+        "Schaffer 2": {
+          "final loss": 0.07663752379640358,
+          "boundary violation": 0.20680473440844047,
+          "final distance to global minimum": 0.14748244114930414,
+          "average distance to final point": 0.24208263027255078,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.018985825001621968
+        },
+        "Schaffer 4": {
+          "final loss": 0.03278278715652857,
+          "boundary violation": 0.10311929838644099,
+          "final distance to global minimum": 0.13354587879430058,
+          "average distance to final point": 0.3052678825532839,
+          "convergence": 0.30613333333333337,
+          "oscillation": 0.026527466874647056
+        },
+        "SchwefelSin": {
+          "final loss": 0.9418654791979401,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8183248224543369,
+          "average distance to final point": 0.09283467839695891,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03363553174186618,
+          "min movement": 0.05931117766401279
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08566523250878905,
+          "average distance to final point": 0.06117682513973057,
+          "convergence": 0.07480745211179994,
+          "oscillation": 0.05659122729173322,
+          "min movement": 0.1619433388366256
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833325480378444,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2032039936954295,
+          "average distance to final point": 0.0697775344534534,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0116047362684857,
+          "min movement": 0.08127810684839618
+        },
+        "Weierstrass": {
+          "final loss": 0.4062874405685592,
+          "boundary violation": 0.00280921019548895,
+          "final distance to global minimum": 0.18413089204619515,
+          "average distance to final point": 0.3339154742274742,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.021403349189132056
+        }
+      }
+    },
+    "schedulefreeadamw": {
+      "error_rates": {
+        "Ackley": 2.5992008484236937,
+        "Cross-in-Tray": 1.6168129173638626,
+        "Drop-Wave": 1.1891971741655785,
+        "EggHolder": 3.041552177318484,
+        "Gramacy & Lee 2D": 2.2462470062200532,
+        "Griewank": 0.6087888032593579,
+        "Langermann": 2.3117474917199887,
+        "Langermann 2": 2.335718481235479,
+        "Lévy": 3.0981910716340466,
+        "Lévy 13": 1.3154757934883299,
+        "MixedMichalewiczSphere": 1.5613547436662931,
+        "Rastrigin": 2.399390835765654,
+        "Rosenbrock": 1.684719188082699,
+        "Schaffer 2": 1.2021744665729914,
+        "Schaffer 4": 2.213390559809427,
+        "SchwefelSin": 2.674237284220368,
+        "Shubert": 0.6957250667877344,
+        "Styblinski-Tang": 2.135153568079504,
+        "Weierstrass": 1.0482102103759992
+      },
+      "weighted_error_rates": {
+        "Ackley": 3.8988012726355405,
+        "Cross-in-Tray": 0.8084064586819313,
+        "Drop-Wave": 1.7837957612483677,
+        "EggHolder": 2.4332417418547876,
+        "Gramacy & Lee 2D": 5.615617515550133,
+        "Griewank": 0.9131832048890369,
+        "Langermann": 2.3117474917199887,
+        "Langermann 2": 1.8685747849883834,
+        "Lévy": 3.0981910716340466,
+        "Lévy 13": 1.9732136902324948,
+        "MixedMichalewiczSphere": 2.34203211549944,
+        "Rastrigin": 3.5990862536484807,
+        "Rosenbrock": 1.684719188082699,
+        "Schaffer 2": 2.1639140398313845,
+        "Schaffer 4": 3.984103007656968,
+        "SchwefelSin": 2.1393898273762946,
+        "Shubert": 0.6957250667877344,
+        "Styblinski-Tang": 2.562184281695405,
+        "Weierstrass": 2.0964204207519983
+      },
+      "avg_error_rate": 1.8935414572731337,
+      "weighted_avg_error_rate": 2.4195972207771113,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.078928352702524,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7129853376398289,
+          "average distance to final point": 0.07574762790698651,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08239504388733548,
+          "lucky jump": 0.11119501101026881,
+          "min movement": 0.18838837592657903
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.41979996172749307,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.19286858681538235,
+          "average distance to final point": 0.09738817113077328,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.034204517230685905,
+          "lucky jump": 0.5229905811093567
+        },
+        "Drop-Wave": {
+          "final loss": 0.4269726737109947,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.22513340565821605,
+          "average distance to final point": 0.10958475288240002,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07794524256379645
+        },
+        "EggHolder": {
+          "final loss": 1.0421450983210239,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7749598008370859,
+          "average distance to final point": 0.04440375216304116,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06300339409441356,
+          "lucky jump": 0.4735731019701998,
+          "min movement": 0.2939059305825486
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.549197478920457,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0559689414063969,
+          "average distance to final point": 0.05077758636705536,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.030972025045726093,
+          "min movement": 0.20976987513024667
+        },
+        "Griewank": {
+          "final loss": 0.08232707606147163,
+          "boundary violation": 0.013431368480484016,
+          "final distance to global minimum": 0.15977264250579268,
+          "average distance to final point": 0.1570520917697266,
+          "convergence": 0.1274744871391589,
+          "oscillation": 0.042638272643511825,
+          "lucky jump": 0.026092864659212383
+        },
+        "Langermann": {
+          "final loss": 0.3592018053322295,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.516172914064017,
+          "average distance to final point": 0.1084791049725258,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08142959823930544,
+          "lucky jump": 0.8969029697617398
+        },
+        "Langermann 2": {
+          "final loss": 0.7364199984608479,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8645106262867505,
+          "average distance to final point": 0.08703879100258118,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07543852139782693,
+          "lucky jump": 0.08040125848511029,
+          "min movement": 0.14234818625219067
+        },
+        "Lévy": {
+          "final loss": 0.3993848929734756,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9573546083267991,
+          "average distance to final point": 0.028270599046259042,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027960815676282107,
+          "lucky jump": 1.0604863649339358,
+          "min movement": 0.2751726913271237
+        },
+        "Lévy 13": {
+          "final loss": 0.26284174400281973,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5650550028304372,
+          "average distance to final point": 0.11418283085938886,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.023835116445512908
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.5596014533895612,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.47020427273830134,
+          "average distance to final point": 0.08848634440745685,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03170709766003551,
+          "min movement": 0.06179447612076687
+        },
+        "Rastrigin": {
+          "final loss": 0.18189510884562268,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.31168072691679916,
+          "average distance to final point": 0.08017153595152268,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1012136295258544,
+          "lucky jump": 1.3748687351756839
+        },
+        "Rosenbrock": {
+          "final loss": 0.04215814750257006,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9033000299625958,
+          "average distance to final point": 0.2163695218243121,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.001279281848771912,
+          "lucky jump": 0.002308217785568886,
+          "min movement": 0.16974288980870902
+        },
+        "Schaffer 2": {
+          "final loss": 0.14160482938188157,
+          "boundary violation": 0.0838990615553435,
+          "final distance to global minimum": 0.17139978876294756,
+          "average distance to final point": 0.30641979262282487,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05145254602649521,
+          "lucky jump": 0.09783734887332744
+        },
+        "Schaffer 4": {
+          "final loss": 0.8347416793896942,
+          "boundary violation": 0.006233031410649769,
+          "final distance to global minimum": 0.44196305807847475,
+          "average distance to final point": 0.34196754302806986,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05480194766658962,
+          "lucky jump": 0.18412220088577713
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099236785932502,
+          "average distance to final point": 0.01641295476119282,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0031702416165791105,
+          "min movement": 0.3215299114906236
+        },
+        "Shubert": {
+          "final loss": 0.15706460942079678,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07774964144413536,
+          "average distance to final point": 0.05030267178403448,
+          "convergence": 0.09210938576665825,
+          "oscillation": 0.0771338115474174,
+          "min movement": 0.24136494682469212
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031372378040452,
+          "average distance to final point": 0.04145084439108528,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0019621966078001117,
+          "min movement": 0.2207089596317915
+        },
+        "Weierstrass": {
+          "final loss": 0.3414761947761735,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.14217960935997037,
+          "average distance to final point": 0.20981834413982198,
+          "convergence": 0.3178275349237888,
+          "oscillation": 0.03690852717624466
+        }
+      }
+    },
+    "apollodqn": {
+      "error_rates": {
+        "Ackley": 1.61891625620224,
+        "Cross-in-Tray": 2.8019293179623492,
+        "Drop-Wave": 3.1501606561276563,
+        "EggHolder": 2.0203685854652194,
+        "Gramacy & Lee 2D": 2.1585555603383564,
+        "Griewank": 0.7653527527440342,
+        "Langermann": 2.5385660917971924,
+        "Langermann 2": 2.814200662918538,
+        "Lévy": 0.36128393064869874,
+        "Lévy 13": 0.47875615578437397,
+        "MixedMichalewiczSphere": 1.3887179626796484,
+        "Rastrigin": 2.211110796925262,
+        "Rosenbrock": 0.3786741949886634,
+        "Schaffer 2": 4.202215898505248,
+        "Schaffer 4": 2.4309481182807096,
+        "SchwefelSin": 2.5582226141520716,
+        "Shubert": 1.93203887254406,
+        "Styblinski-Tang": 1.7012693491666135,
+        "Weierstrass": 1.400962313518596
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.4283743843033596,
+        "Cross-in-Tray": 1.4009646589811746,
+        "Drop-Wave": 4.725240984191484,
+        "EggHolder": 1.6162948683721756,
+        "Gramacy & Lee 2D": 5.396388900845891,
+        "Griewank": 1.1480291291160514,
+        "Langermann": 2.5385660917971924,
+        "Langermann 2": 2.2513605303348303,
+        "Lévy": 0.36128393064869874,
+        "Lévy 13": 0.7181342336765609,
+        "MixedMichalewiczSphere": 2.0830769440194725,
+        "Rastrigin": 3.316666195387893,
+        "Rosenbrock": 0.3786741949886634,
+        "Schaffer 2": 7.563988617309446,
+        "Schaffer 4": 4.375706612905278,
+        "SchwefelSin": 2.0465780913216576,
+        "Shubert": 1.93203887254406,
+        "Styblinski-Tang": 2.041523218999936,
+        "Weierstrass": 2.801924627037192
+      },
+      "avg_error_rate": 1.9427500047762911,
+      "weighted_avg_error_rate": 2.5855165835147904,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.7059948141011254,
+          "boundary violation": 0.00346461058506687,
+          "final distance to global minimum": 0.19866099413384716,
+          "average distance to final point": 0.3475091263682421,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.013725611663787152
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.3726421914704647,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6898939852939587,
+          "average distance to final point": 0.33897355111000327,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02239442932322299,
+          "min movement": 0.02846406141452854
+        },
+        "Drop-Wave": {
+          "final loss": 1.6743242749730367,
+          "boundary violation": 0.004703369094479993,
+          "final distance to global minimum": 0.7510112877167997,
+          "average distance to final point": 0.34274336784466286,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027817257148505834
+        },
+        "EggHolder": {
+          "final loss": 0.7082145994074592,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6474568877509729,
+          "average distance to final point": 0.28915961477125995,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.025976384185355958
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5534657054437584,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9764236202393066,
+          "average distance to final point": 0.18784959703591564,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02404683141609621,
+          "min movement": 0.06720870685310831
+        },
+        "Griewank": {
+          "final loss": 0.08374634235924384,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.057349100051180206,
+          "average distance to final point": 0.260471143815394,
+          "convergence": 0.34860287257841677,
+          "oscillation": 0.015183293939799397
+        },
+        "Langermann": {
+          "final loss": 1.0023425580605942,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7306323317154344,
+          "average distance to final point": 0.2087302846346788,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0192799123736226,
+          "min movement": 0.22801990566269112
+        },
+        "Langermann 2": {
+          "final loss": 1.100782888439603,
+          "boundary violation": 0.001054446051592449,
+          "final distance to global minimum": 1.162230337862318,
+          "average distance to final point": 0.18623312422486407,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014338766989989142
+        },
+        "Lévy": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.00668221978342369,
+          "average distance to final point": 0.12986565059137295,
+          "convergence": 0.20760255356284596,
+          "oscillation": 0.0171335067110561
+        },
+        "Lévy 13": {
+          "final loss": 0.0011964732570852144,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.03569386625003496,
+          "average distance to final point": 0.19207689298737374,
+          "convergence": 0.2368274503258795,
+          "oscillation": 0.01296147296400058
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.416346353236488,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3159691401745326,
+          "average distance to final point": 0.2804685693208475,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.026372800597609193
+        },
+        "Rastrigin": {
+          "final loss": 0.7924908578118279,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8059807328483549,
+          "average distance to final point": 0.2440938080151159,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.018984298899791554
+        },
+        "Rosenbrock": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.010734459330213388,
+          "average distance to final point": 0.10584987022684834,
+          "convergence": 0.1274744871391589,
+          "oscillation": 0.017489882711787665,
+          "lucky jump": 0.11712549558065512
+        },
+        "Schaffer 2": {
+          "final loss": 1.1920691824857583,
+          "boundary violation": 0.5905885628711198,
+          "final distance to global minimum": 1.0367324633123407,
+          "average distance to final point": 0.14045767832997613,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014805920469465245,
+          "min movement": 0.19327508173350635,
+          "final proximity": 0.6847259099529097
+        },
+        "Schaffer 4": {
+          "final loss": 0.8239885177606325,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.840779034128739,
+          "average distance to final point": 0.17728237578449751,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011316742721920911,
+          "min movement": 0.22802034853474862
+        },
+        "SchwefelSin": {
+          "final loss": 1.0581719898125417,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7824290438766057,
+          "average distance to final point": 0.2683688212577483,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02892720271538323,
+          "min movement": 0.07076445713962187
+        },
+        "Shubert": {
+          "final loss": 0.9549392188454684,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.15672554754487725,
+          "average distance to final point": 0.22709387280320736,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02344062506272846,
+          "min movement": 0.22027850893760745
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.21926326653544717,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9738360421737878,
+          "average distance to final point": 0.13597290479847968,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.022636036308727608
+        },
+        "Weierstrass": {
+          "final loss": 0.5155820007059801,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.19321947391551259,
+          "average distance to final point": 0.33223530017954567,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010364439367386239
+        }
+      }
+    },
+    "tam": {
+      "error_rates": {
+        "Ackley": 0.7953618195422957,
+        "Cross-in-Tray": 2.7281734561877378,
+        "Drop-Wave": 4.685271877566688,
+        "EggHolder": 1.1697555341327117,
+        "Gramacy & Lee 2D": 1.716480539427207,
+        "Griewank": 0.5614704715463729,
+        "Langermann": 2.348229370310772,
+        "Langermann 2": 2.9486122655541562,
+        "Lévy": 0.4946864649218821,
+        "Lévy 13": 0.6517674141486429,
+        "MixedMichalewiczSphere": 0.3085592433566118,
+        "Rastrigin": 0.30234212617880124,
+        "Rosenbrock": 0.43288363807079233,
+        "Schaffer 2": 2.870883429458746,
+        "Schaffer 4": 2.4366323609073355,
+        "SchwefelSin": 1.922385822753781,
+        "Shubert": 2.1994067324218185,
+        "Styblinski-Tang": 0.48961645523392705,
+        "Weierstrass": 1.6608747230599263
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.1930427293134436,
+        "Cross-in-Tray": 1.3640867280938689,
+        "Drop-Wave": 7.027907816350032,
+        "EggHolder": 0.9358044273061694,
+        "Gramacy & Lee 2D": 4.291201348568017,
+        "Griewank": 0.8422057073195592,
+        "Langermann": 2.348229370310772,
+        "Langermann 2": 2.358889812443325,
+        "Lévy": 0.4946864649218821,
+        "Lévy 13": 0.9776511212229644,
+        "MixedMichalewiczSphere": 0.46283886503491767,
+        "Rastrigin": 0.45351318926820183,
+        "Rosenbrock": 0.43288363807079233,
+        "Schaffer 2": 5.167590173025743,
+        "Schaffer 4": 4.385938249633204,
+        "SchwefelSin": 1.5379086582030248,
+        "Shubert": 2.1994067324218185,
+        "Styblinski-Tang": 0.5875397462807125,
+        "Weierstrass": 3.3217494461198527
+      },
+      "avg_error_rate": 1.6170207234094847,
+      "weighted_avg_error_rate": 2.1254249591530687,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.13655570264329642,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.05132116700232593,
+          "average distance to final point": 0.22837580565652404,
+          "convergence": 0.3066980084617239,
+          "oscillation": 0.07241113577842537
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.4113348914286337,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7187421291525412,
+          "average distance to final point": 0.050952703810378544,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0216859736960698,
+          "min movement": 0.17589665874994334
+        },
+        "Drop-Wave": {
+          "final loss": 1.7266180948246674,
+          "boundary violation": 0.008707688274230097,
+          "final position out-of-bounds": 1.158545745814573,
+          "final distance to global minimum": 1.075263080125832,
+          "average distance to final point": 0.01854564062366231,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01953104417027171,
+          "min movement": 0.328499484383281
+        },
+        "EggHolder": {
+          "final loss": 0.5297949811972653,
+          "boundary violation": 0.0015729185029422239,
+          "final distance to global minimum": 0.047272863735797206,
+          "average distance to final point": 0.16789296551761415,
+          "convergence": 0.19368529694616646,
+          "oscillation": 0.05422778058347779,
+          "lucky jump": 0.17530872764944863
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.4962972313213751,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7047534372421906,
+          "average distance to final point": 0.11004878044255625,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05581999107091357
+        },
+        "Griewank": {
+          "final loss": 0.025576363214097772,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.12603732413666274,
+          "average distance to final point": 0.17599053970011386,
+          "convergence": 0.22306653614614214,
+          "oscillation": 0.010799708349356353
+        },
+        "Langermann": {
+          "final loss": 0.9253933408989933,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8339443224168438,
+          "average distance to final point": 0.07601432189853337,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03310409060210905,
+          "min movement": 0.13021219514412108
+        },
+        "Langermann 2": {
+          "final loss": 1.0942933187639623,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1501396047682513,
+          "average distance to final point": 0.021649324458022617,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004839381367598703,
+          "min movement": 0.3281295368461498
+        },
+        "Lévy": {
+          "final loss": 0.003593919179731583,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.04361929135728843,
+          "average distance to final point": 0.1670521424154788,
+          "convergence": 0.2804211119693833,
+          "oscillation": 0.0
+        },
+        "Lévy 13": {
+          "final loss": 0.02218909035943944,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.14322696614696168,
+          "average distance to final point": 0.19256158049794317,
+          "convergence": 0.2937897771442986,
+          "oscillation": 0.0
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 2.897002561101439e-5,
+          "final distance to global minimum": 0.022007207656032896,
+          "average distance to final point": 0.10150077622579236,
+          "convergence": 0.13743389549865445,
+          "oscillation": 0.04416559907801451,
+          "lucky jump": 0.0034227948725065005
+        },
+        "Rastrigin": {
+          "final loss": 0.005700822260545332,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0166421440961288,
+          "average distance to final point": 0.11164941344250183,
+          "convergence": 0.14548880187520585,
+          "oscillation": 0.022860944504419375
+        },
+        "Rosenbrock": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.055414446814227525,
+          "average distance to final point": 0.1503371569006005,
+          "convergence": 0.2271320343559643,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 1.1036317746677617,
+          "boundary violation": 0.07647819243554715,
+          "final distance to global minimum": 0.8995131533097398,
+          "average distance to final point": 0.170742152687848,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03761563685935017,
+          "min movement": 0.23334142014832776
+        },
+        "Schaffer 4": {
+          "final loss": 0.7789009446751317,
+          "boundary violation": 0.020347728921145787,
+          "final distance to global minimum": 0.7907514651396325,
+          "average distance to final point": 0.18196919819107368,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.059819581645529654,
+          "min movement": 0.2552823429846511
+        },
+        "SchwefelSin": {
+          "final loss": 0.7513276789912111,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6775551184917504,
+          "average distance to final point": 0.14394192592064803,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Shubert": {
+          "final loss": 1.0791354063861731,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4022240225566025,
+          "average distance to final point": 0.043132047191376345,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04299099922611458,
+          "min movement": 0.2823631577113808
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.015567152993104502,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08820722488816185,
+          "average distance to final point": 0.18410541774255793,
+          "convergence": 0.20173665961010276,
+          "oscillation": 0.0
+        },
+        "Weierstrass": {
+          "final loss": 0.5552168271071206,
+          "boundary violation": 0.0005827082822047676,
+          "final distance to global minimum": 0.3354789050843942,
+          "average distance to final point": 0.3350253692681647,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08500981396787109
+        }
+      }
+    },
+    "fira": {
+      "error_rates": {
+        "Ackley": 1.126485062038058,
+        "Cross-in-Tray": 1.8762846001104132,
+        "Drop-Wave": 2.004937913101334,
+        "EggHolder": 2.503932967742829,
+        "Gramacy & Lee 2D": 1.8041249680820821,
+        "Griewank": 0.6061944921085831,
+        "Langermann": 1.4543064070561955,
+        "Langermann 2": 2.897547022002996,
+        "Lévy": 1.9325381171508926,
+        "Lévy 13": 0.3206468009235327,
+        "MixedMichalewiczSphere": 0.37186702867035015,
+        "Rastrigin": 1.0338742983971008,
+        "Rosenbrock": 1.4352220575422159,
+        "Schaffer 2": 0.9494266262367831,
+        "Schaffer 4": 1.7144245380594043,
+        "SchwefelSin": 2.6606714536446647,
+        "Shubert": 0.4177750973700876,
+        "Styblinski-Tang": 2.0511405822525974,
+        "Weierstrass": 1.4913207970218079
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.689727593057087,
+        "Cross-in-Tray": 0.9381423000552066,
+        "Drop-Wave": 3.007406869652001,
+        "EggHolder": 2.0031463741942632,
+        "Gramacy & Lee 2D": 4.510312420205206,
+        "Griewank": 0.9092917381628747,
+        "Langermann": 1.4543064070561955,
+        "Langermann 2": 2.318037617602397,
+        "Lévy": 1.9325381171508926,
+        "Lévy 13": 0.48097020138529906,
+        "MixedMichalewiczSphere": 0.5578005430055253,
+        "Rastrigin": 1.5508114475956511,
+        "Rosenbrock": 1.4352220575422159,
+        "Schaffer 2": 1.7089679272262095,
+        "Schaffer 4": 3.0859641685069277,
+        "SchwefelSin": 2.1285371629157317,
+        "Shubert": 0.4177750973700876,
+        "Styblinski-Tang": 2.461368698703117,
+        "Weierstrass": 2.9826415940436157
+      },
+      "avg_error_rate": 1.5080379383953646,
+      "weighted_avg_error_rate": 1.8722614913384474,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.39106430538942816,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24634297872154004,
+          "average distance to final point": 0.10650414369823422,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03301253487868428
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.9506117283073351,
+          "boundary violation": 0.00010268446940945108,
+          "final distance to global minimum": 0.4235907745917021,
+          "average distance to final point": 0.12284426535518653,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007667522925418504,
+          "min movement": 0.02190652511119022
+        },
+        "Drop-Wave": {
+          "final loss": 0.9831933536193459,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.42177046292590314,
+          "average distance to final point": 0.097486682776867,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03935501876067748,
+          "lucky jump": 0.10478482627686656,
+          "min movement": 0.008786469391502889
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778620743796204,
+          "average distance to final point": 0.04390109955778166,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010918249573689257,
+          "min movement": 0.28203566922236056
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5052455144283983,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7823481139175301,
+          "average distance to final point": 0.07706401224748613,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02579477014282794,
+          "lucky jump": 0.06337609054467311,
+          "min movement": 0.0007353674509950071
+        },
+        "Griewank": {
+          "final loss": 0.08477409912102188,
+          "boundary violation": 0.005482891623870225,
+          "final distance to global minimum": 0.11558120318553279,
+          "average distance to final point": 0.1501346536073927,
+          "convergence": 0.22980943922860553,
+          "oscillation": 0.02041220534216005
+        },
+        "Langermann": {
+          "final loss": 0.09963049790687026,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4331344042310155,
+          "average distance to final point": 0.07968498974857074,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04243923512572792,
+          "lucky jump": 0.44985618069383987
+        },
+        "Langermann 2": {
+          "final loss": 1.066511311878821,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.104195650211857,
+          "average distance to final point": 0.05407146673565404,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01366478723531003,
+          "min movement": 0.3095427065911825
+        },
+        "Lévy": {
+          "final loss": 0.336296838892931,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636281666496937,
+          "average distance to final point": 0.10413545828412335,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005656713703152864,
+          "lucky jump": 0.27325984027082034
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.03186591049947956,
+          "average distance to final point": 0.10238858008150356,
+          "convergence": 0.15317045977915544,
+          "oscillation": 0.0332218505633941
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0009721166721612933,
+          "final distance to global minimum": 0.01748260372756542,
+          "average distance to final point": 0.12339632666152918,
+          "convergence": 0.2095273049389239,
+          "oscillation": 0.02048867667017035
+        },
+        "Rastrigin": {
+          "final loss": 0.16414675910222562,
+          "boundary violation": 0.014575157498839027,
+          "final distance to global minimum": 0.35993463834811784,
+          "average distance to final point": 0.11722551152821352,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02843113256953343
+        },
+        "Rosenbrock": {
+          "final loss": 0.030392231371255414,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7926883573427963,
+          "average distance to final point": 0.262580369477993,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.09335644806170705,
+          "boundary violation": 0.046032774580741474,
+          "final distance to global minimum": 0.14840503548261383,
+          "average distance to final point": 0.2928060024927761,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.019265266268773475
+        },
+        "Schaffer 4": {
+          "final loss": 0.46412649835548675,
+          "boundary violation": 0.10147855541751852,
+          "final distance to global minimum": 0.4507796376442521,
+          "average distance to final point": 0.32359514287916347,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024883604412812194
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843263403433406,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992229800604278,
+          "average distance to final point": 0.03404725152151642,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0009356937367005919,
+          "min movement": 0.292578088632508
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08612912261993431,
+          "average distance to final point": 0.04131547081799455,
+          "convergence": 0.06986856066195289,
+          "oscillation": 0.018211892738520485,
+          "min movement": 0.20225005053168538
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183333283312961,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031553232490237,
+          "average distance to final point": 0.06928456709789123,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0030228537150873806,
+          "min movement": 0.10778341050912768
+        },
+        "Weierstrass": {
+          "final loss": 0.6186649994415999,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2595038534819325,
+          "average distance to final point": 0.2538661920725541,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.009724652675550092
+        }
+      }
+    },
+    "schedulefreeradam": {
+      "error_rates": {
+        "Ackley": 8.784452879988738,
+        "Cross-in-Tray": 10.609281297958717,
+        "Drop-Wave": 10.175124684880249,
+        "EggHolder": 5.153538373942906,
+        "Gramacy & Lee 2D": 2.466940208521267,
+        "Griewank": 11.195420093872496,
+        "Langermann": 9.914255246774513,
+        "Langermann 2": 9.732607235412779,
+        "Lévy": 4.33061886159733,
+        "Lévy 13": 2.0013152586848237,
+        "MixedMichalewiczSphere": 10.332476157359144,
+        "Rastrigin": 9.51188626624526,
+        "Rosenbrock": 1.6955859234734496,
+        "Schaffer 2": 2.16422157574328,
+        "Schaffer 4": 2.0719047912652697,
+        "SchwefelSin": 2.7519763702211644,
+        "Shubert": 8.404167746710751,
+        "Styblinski-Tang": 2.2308620220449438,
+        "Weierstrass": 2.858123310646838
+      },
+      "weighted_error_rates": {
+        "Ackley": 13.176679319983107,
+        "Cross-in-Tray": 5.304640648979358,
+        "Drop-Wave": 15.262687027320373,
+        "EggHolder": 4.122830699154325,
+        "Gramacy & Lee 2D": 6.167350521303168,
+        "Griewank": 16.793130140808742,
+        "Langermann": 9.914255246774513,
+        "Langermann 2": 7.786085788330223,
+        "Lévy": 4.33061886159733,
+        "Lévy 13": 3.0019728880272356,
+        "MixedMichalewiczSphere": 15.498714236038715,
+        "Rastrigin": 14.267829399367889,
+        "Rosenbrock": 1.6955859234734496,
+        "Schaffer 2": 3.8955988363379044,
+        "Schaffer 4": 3.7294286242774857,
+        "SchwefelSin": 2.2015810961769318,
+        "Shubert": 8.404167746710751,
+        "Styblinski-Tang": 2.6770344264539325,
+        "Weierstrass": 5.716246621293676
+      },
+      "avg_error_rate": 6.125513595018101,
+      "weighted_avg_error_rate": 7.576128318547848,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.3290859141168254,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9742890052915777,
+          "average distance to final point": 0.03153319080185562,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0011943274537438199,
+          "min movement": 0.406302885257912,
+          "final proximity": 5.692486457716651
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.6112928061786813,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9177544588971428,
+          "average distance to final point": 0.03783737979941078,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00674577469568017,
+          "min movement": 0.42705333644634025,
+          "final proximity": 7.259036442591289
+        },
+        "Drop-Wave": {
+          "final loss": 1.7045084549698493,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9858178986367653,
+          "average distance to final point": 0.02197464113661139,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0018470600396881603,
+          "min movement": 0.419376476119654,
+          "final proximity": 6.692039054627509
+        },
+        "EggHolder": {
+          "final loss": 1.08472086685285,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7539499935160162,
+          "average distance to final point": 0.11195637975652432,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3683789396167193,
+          "final proximity": 2.484971094850625
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5915972177607101,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.137021670592388,
+          "average distance to final point": 0.11099316812683867,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008956457967443739,
+          "min movement": 0.2688105947237154
+        },
+        "Griewank": {
+          "final loss": 1.2756766236853752,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.003273714126007,
+          "average distance to final point": 0.01559309983478428,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0035109294900136268,
+          "min movement": 0.4355887050483205,
+          "final proximity": 8.112215922337825
+        },
+        "Langermann": {
+          "final loss": 1.0542728942029542,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9381564528067906,
+          "average distance to final point": 0.03888596752180215,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.42548436297818715,
+          "final proximity": 7.107894469914608
+        },
+        "Langermann 2": {
+          "final loss": 1.0238970830395326,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0550940475912496,
+          "average distance to final point": 0.03732510500726386,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00682179585618551,
+          "min movement": 0.4226304163784425,
+          "final proximity": 6.837277688189933
+        },
+        "Lévy": {
+          "final loss": 0.45449286408206135,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.01523091478082,
+          "average distance to final point": 0.09901374854193976,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3623686531821702,
+          "final proximity": 2.049951581660167
+        },
+        "Lévy 13": {
+          "final loss": 0.5351250698142218,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8218803772041857,
+          "average distance to final point": 0.29474871231624467,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 1.2692206792677656,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9207773039835315,
+          "average distance to final point": 0.031843851712516254,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01978592188977373,
+          "min movement": 0.4276161665466112,
+          "final proximity": 7.313671134608775
+        },
+        "Rastrigin": {
+          "final loss": 1.1422796478375188,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9716014293314437,
+          "average distance to final point": 0.025111601608707464,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0009511261960084281,
+          "min movement": 0.4186229808298432,
+          "final proximity": 6.603758381091567
+        },
+        "Rosenbrock": {
+          "final loss": 0.04177400753212916,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8976602149994286,
+          "average distance to final point": 0.24520396241162287,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.16138663918009777
+        },
+        "Schaffer 2": {
+          "final loss": 0.7922699857757601,
+          "boundary violation": 0.09278733718036988,
+          "final distance to global minimum": 0.5329525313591041,
+          "average distance to final point": 0.3131343818673434,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04343628256586126,
+          "min movement": 0.040079957644670344
+        },
+        "Schaffer 4": {
+          "final loss": 0.6845668017464859,
+          "boundary violation": 0.04492172585313931,
+          "final distance to global minimum": 0.5692387489474404,
+          "average distance to final point": 0.27457478952504083,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04268440415292483,
+          "min movement": 0.10635722169006716
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843730021602063,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0987173887413808,
+          "average distance to final point": 0.09650236768043806,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3228225122889682
+        },
+        "Shubert": {
+          "final loss": 1.088534630702434,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5045738395938404,
+          "average distance to final point": 0.04892618036451222,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0010441485923394175,
+          "min movement": 0.4113361602502958,
+          "final proximity": 6.000191687857159
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31839886065418266,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.205053581020015,
+          "average distance to final point": 0.13633935223940968,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.22150912878116533
+        },
+        "Weierstrass": {
+          "final loss": 1.1274962336465197,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.908449042496061,
+          "average distance to final point": 0.1416076699658481,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010619868375480875,
+          "min movement": 0.3203893968127569
+        }
+      }
+    },
+    "tiger": {
+      "error_rates": {
+        "Ackley": 0.7481823934242051,
+        "Cross-in-Tray": 1.0217023473222582,
+        "Drop-Wave": 2.7736655659101577,
+        "EggHolder": 1.770107266594873,
+        "Gramacy & Lee 2D": 1.808368961058063,
+        "Griewank": 0.651193061717834,
+        "Langermann": 2.1172513491565863,
+        "Langermann 2": 5.587902162822216,
+        "Lévy": 0.5513704511085099,
+        "Lévy 13": 0.6422581247523185,
+        "MixedMichalewiczSphere": 0.6786249365512287,
+        "Rastrigin": 0.6059869495552249,
+        "Rosenbrock": 0.7213338088130169,
+        "Schaffer 2": 1.91170856436864,
+        "Schaffer 4": 1.1853489889975142,
+        "SchwefelSin": 2.0562981463137495,
+        "Shubert": 1.6395593820335548,
+        "Styblinski-Tang": 0.5427964214210295,
+        "Weierstrass": 1.0539180877697922
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.1222735901363077,
+        "Cross-in-Tray": 0.5108511736611291,
+        "Drop-Wave": 4.160498348865237,
+        "EggHolder": 1.4160858132758984,
+        "Gramacy & Lee 2D": 4.520922402645158,
+        "Griewank": 0.9767895925767509,
+        "Langermann": 2.1172513491565863,
+        "Langermann 2": 4.470321730257773,
+        "Lévy": 0.5513704511085099,
+        "Lévy 13": 0.9633871871284777,
+        "MixedMichalewiczSphere": 1.017937404826843,
+        "Rastrigin": 0.9089804243328374,
+        "Rosenbrock": 0.7213338088130169,
+        "Schaffer 2": 3.441075415863552,
+        "Schaffer 4": 2.1336281801955255,
+        "SchwefelSin": 1.6450385170509998,
+        "Shubert": 1.6395593820335548,
+        "Styblinski-Tang": 0.6513557057052354,
+        "Weierstrass": 2.1078361755395845
+      },
+      "avg_error_rate": 1.4772408931416197,
+      "weighted_avg_error_rate": 1.8461314027985776,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.23449763442665178,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07034404089257487,
+          "average distance to final point": 0.1690200267606539,
+          "convergence": 0.2315802455024842,
+          "oscillation": 0.04274044584184035
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.34334950113356605,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09828649250555192,
+          "average distance to final point": 0.1915253918376979,
+          "convergence": 0.1721882050744341,
+          "oscillation": 0.1442660328517585,
+          "lucky jump": 0.07208672391924956
+        },
+        "Drop-Wave": {
+          "final loss": 1.4460246984439704,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6247989214044487,
+          "average distance to final point": 0.28868632733661775,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06459451937494974
+        },
+        "EggHolder": {
+          "final loss": 0.857900730290509,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4077547291144603,
+          "average distance to final point": 0.1292664052920044,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.025624302547728177
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5781935260925558,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6101138624159246,
+          "average distance to final point": 0.23719188488850934,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03330858831090205
+        },
+        "Griewank": {
+          "final loss": 0.07330387422050935,
+          "boundary violation": 0.014352803526221695,
+          "final distance to global minimum": 0.12123068702059628,
+          "average distance to final point": 0.18292412311756318,
+          "convergence": 0.23639382212211907,
+          "oscillation": 0.022987751710824504
+        },
+        "Langermann": {
+          "final loss": 0.9691754500354076,
+          "boundary violation": 0.044241030148496,
+          "final distance to global minimum": 0.33877345230656397,
+          "average distance to final point": 0.41300690202414275,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.0024934152918048022
+        },
+        "Langermann 2": {
+          "final loss": 1.0096130852971033,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0417701564174286,
+          "average distance to final point": 0.08198398385479978,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.013630907260632165,
+          "min movement": 0.3681717999329706,
+          "final proximity": 2.72317113070911
+        },
+        "Lévy": {
+          "final loss": 0.003029349562319497,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.045894572811515,
+          "average distance to final point": 0.21011055311657112,
+          "convergence": 0.2923281572999748,
+          "oscillation": 7.818318129447385e-6
+        },
+        "Lévy 13": {
+          "final loss": 0.0365234657196019,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.18266405780717834,
+          "average distance to final point": 0.2170145970695613,
+          "convergence": 0.18745668507580118,
+          "oscillation": 0.018599319080175748
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.15720879167077426,
+          "boundary violation": 1.0020100313004599e-5,
+          "final distance to global minimum": 0.08802342188751187,
+          "average distance to final point": 0.17823622863267014,
+          "convergence": 0.23855552776388023,
+          "oscillation": 0.01659094649607916
+        },
+        "Rastrigin": {
+          "final loss": 0.015550799688941762,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.027543453382059057,
+          "average distance to final point": 0.19170698444174003,
+          "convergence": 0.3313312833058546,
+          "oscillation": 0.03985442873662944
+        },
+        "Rosenbrock": {
+          "final loss": 0.014401485432514455,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.20881892926444975,
+          "average distance to final point": 0.2528031427075897,
+          "convergence": 0.20395289512680814,
+          "oscillation": 0.04135735628165486
+        },
+        "Schaffer 2": {
+          "final loss": 1.0409726737981646,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.26629761582941713,
+          "average distance to final point": 0.2621610452102779,
+          "convergence": 0.32273876913398136,
+          "oscillation": 0.01953846039679895
+        },
+        "Schaffer 4": {
+          "final loss": 0.2983620443753205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2886097113216637,
+          "average distance to final point": 0.23262774227915234,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01618839167120644
+        },
+        "SchwefelSin": {
+          "final loss": 0.8698678115785848,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6313534016807257,
+          "average distance to final point": 0.14391233895385644,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06160349475041155
+        },
+        "Shubert": {
+          "final loss": 0.6136733205516638,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.23494711077733985,
+          "average distance to final point": 0.1984487214148632,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01540300640246197,
+          "min movement": 0.22752612353705476
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.015098928767695594,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08775832439494617,
+          "average distance to final point": 0.204843632335742,
+          "convergence": 0.23508902300206647,
+          "oscillation": 6.512920579293239e-6
+        },
+        "Weierstrass": {
+          "final loss": 0.42067285178063785,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.19461606211454324,
+          "average distance to final point": 0.18715847835373187,
+          "convergence": 0.21333333333333335,
+          "oscillation": 0.03813736218754586
+        }
+      }
+    },
+    "asgd": {
+      "error_rates": {
+        "Ackley": 2.2049141704686934,
+        "Cross-in-Tray": 2.839604228923373,
+        "Drop-Wave": 2.924969871873878,
+        "EggHolder": 2.4186727891864446,
+        "Gramacy & Lee 2D": 1.9540294037056873,
+        "Griewank": 0.972210579251322,
+        "Langermann": 2.415800849999186,
+        "Langermann 2": 2.1731956107807266,
+        "Lévy": 2.6572871105347535,
+        "Lévy 13": 2.002362169938808,
+        "MixedMichalewiczSphere": 1.9602323981407994,
+        "Rastrigin": 0.19402060082616746,
+        "Rosenbrock": 1.6998059577435098,
+        "Schaffer 2": 2.8599846351811444,
+        "Schaffer 4": 2.530961850524023,
+        "SchwefelSin": 2.7050175182269176,
+        "Shubert": 0.8782937495116236,
+        "Styblinski-Tang": 2.137149206808865,
+        "Weierstrass": 2.319938697110089
+      },
+      "weighted_error_rates": {
+        "Ackley": 3.30737125570304,
+        "Cross-in-Tray": 1.4198021144616866,
+        "Drop-Wave": 4.387454807810817,
+        "EggHolder": 1.9349382313491557,
+        "Gramacy & Lee 2D": 4.885073509264219,
+        "Griewank": 1.458315868876983,
+        "Langermann": 2.415800849999186,
+        "Langermann 2": 1.7385564886245815,
+        "Lévy": 2.6572871105347535,
+        "Lévy 13": 3.0035432549082124,
+        "MixedMichalewiczSphere": 2.940348597211199,
+        "Rastrigin": 0.2910309012392512,
+        "Rosenbrock": 1.6998059577435098,
+        "Schaffer 2": 5.14797234332606,
+        "Schaffer 4": 4.5557313309432415,
+        "SchwefelSin": 2.164014014581534,
+        "Shubert": 0.8782937495116236,
+        "Styblinski-Tang": 2.564579048170638,
+        "Weierstrass": 4.639877394220178
+      },
+      "avg_error_rate": 2.097286915722948,
+      "weighted_avg_error_rate": 2.7415682541305193,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.9125518620330212,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6026886429828998,
+          "average distance to final point": 0.14281319120358843,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05031978350525912,
+          "min movement": 0.14697959139375377
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.4681604038271765,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7688434180577937,
+          "average distance to final point": 0.04391477124095559,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.032563419850990954,
+          "min movement": 0.17656111659628482
+        },
+        "Drop-Wave": {
+          "final loss": 1.5247834488027705,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6156103660336858,
+          "average distance to final point": 0.14942224854080882,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10310108354019953,
+          "lucky jump": 0.0227193278892393,
+          "min movement": 0.15977229771700296
+        },
+        "EggHolder": {
+          "final loss": 0.9900550594452839,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7949426836160289,
+          "average distance to final point": 0.09071956866080261,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02310808645066671,
+          "min movement": 0.17028629166349094
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.524358164729904,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9255667272026141,
+          "average distance to final point": 0.08239314973203044,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.07215026269096728
+        },
+        "Griewank": {
+          "final loss": 0.08683631468124145,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2553922741732766,
+          "average distance to final point": 0.2322488578609327,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04817203318570007
+        },
+        "Langermann": {
+          "final loss": 0.9253425722373089,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8338234520279241,
+          "average distance to final point": 0.04992894635585461,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004549210796542927,
+          "min movement": 0.25259556923138443
+        },
+        "Langermann 2": {
+          "final loss": 0.6470887857549253,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8289513354701237,
+          "average distance to final point": 0.0687074066368748,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.029325442876001445,
+          "lucky jump": 0.08235670320359435,
+          "min movement": 0.16720483748903592
+        },
+        "Lévy": {
+          "final loss": 0.006892671398403319,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.053961829986908294,
+          "average distance to final point": 0.22885359277043854,
+          "convergence": 0.2315802455024842,
+          "oscillation": 0.1275032105006392,
+          "lucky jump": 2.00849556037588
+        },
+        "Lévy 13": {
+          "final loss": 0.6554821892601029,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9060925058840633,
+          "average distance to final point": 0.08261349528353237,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008612880160938351
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.6161199621131384,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5321449726808334,
+          "average distance to final point": 0.09568632594360628,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.046147588885031246,
+          "lucky jump": 0.23975890140163447,
+          "min movement": 0.08081354776638416
+        },
+        "Rastrigin": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0,
+          "average distance to final point": 0.07020454594598509,
+          "convergence": 0.10333333333333333,
+          "oscillation": 0.0070460264998708794,
+          "lucky jump": 0.013436695046978179
+        },
+        "Rosenbrock": {
+          "final loss": 0.043578288106890004,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9255723139011967,
+          "average distance to final point": 0.169655793175894,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.009758665826528823,
+          "lucky jump": 0.0004748119810345215,
+          "min movement": 0.20120498540179477
+        },
+        "Schaffer 2": {
+          "final loss": 1.1317452180665148,
+          "boundary violation": 0.044717756130310406,
+          "final distance to global minimum": 1.0089870089729602,
+          "average distance to final point": 0.026526155693324224,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02719221698631921,
+          "min movement": 0.2712551799815443
+        },
+        "Schaffer 4": {
+          "final loss": 0.8163198875500621,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0073398612811069,
+          "average distance to final point": 0.008135684545199888,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00980047505908131,
+          "min movement": 0.3398048427384011
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099236785932502,
+          "average distance to final point": 0.03480348298744372,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004065904357740075,
+          "min movement": 0.33302395452976125
+        },
+        "Shubert": {
+          "final loss": 0.029329727084384853,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09558371656663234,
+          "average distance to final point": 0.1385776870282985,
+          "convergence": 0.21143744151969132,
+          "oscillation": 0.08191253972996923,
+          "lucky jump": 0.08389083886965612,
+          "min movement": 0.23756179871299118
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.20314189215954,
+          "average distance to final point": 0.0313566766568129,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.23475630834773004
+        },
+        "Weierstrass": {
+          "final loss": 0.9981561337739648,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5617419353148245,
+          "average distance to final point": 0.17316185131823594,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07221894460987373,
+          "lucky jump": 0.11282896452843101,
+          "min movement": 0.05226976821458758
+        }
+      }
+    },
+    "focus": {
+      "error_rates": {
+        "Ackley": 0.9373716359013411,
+        "Cross-in-Tray": 1.621276383052839,
+        "Drop-Wave": 2.744075661458564,
+        "EggHolder": 1.5940442937894748,
+        "Gramacy & Lee 2D": 1.93517587499736,
+        "Griewank": 0.5652784285593232,
+        "Langermann": 1.5337530765024796,
+        "Langermann 2": 3.0426801162056463,
+        "Lévy": 0.5011380675343183,
+        "Lévy 13": 0.4982709350344494,
+        "MixedMichalewiczSphere": 0.5096775178587813,
+        "Rastrigin": 0.41972153518423067,
+        "Rosenbrock": 0.8691568519377515,
+        "Schaffer 2": 2.0323177757571687,
+        "Schaffer 4": 1.5080451634635428,
+        "SchwefelSin": 2.3611964769291696,
+        "Shubert": 1.9046667661342236,
+        "Styblinski-Tang": 0.6074572109778178,
+        "Weierstrass": 1.0283473120363877
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.4060574538520116,
+        "Cross-in-Tray": 0.8106381915264195,
+        "Drop-Wave": 4.116113492187846,
+        "EggHolder": 1.27523543503158,
+        "Gramacy & Lee 2D": 4.8379396874933995,
+        "Griewank": 0.8479176428389847,
+        "Langermann": 1.5337530765024796,
+        "Langermann 2": 2.4341440929645173,
+        "Lévy": 0.5011380675343183,
+        "Lévy 13": 0.7474064025516741,
+        "MixedMichalewiczSphere": 0.764516276788172,
+        "Rastrigin": 0.629582302776346,
+        "Rosenbrock": 0.8691568519377515,
+        "Schaffer 2": 3.6581719963629036,
+        "Schaffer 4": 2.714481294234377,
+        "SchwefelSin": 1.8889571815433357,
+        "Shubert": 1.9046667661342236,
+        "Styblinski-Tang": 0.7289486531733813,
+        "Weierstrass": 2.0566946240727755
+      },
+      "avg_error_rate": 1.3796658464902563,
+      "weighted_avg_error_rate": 1.7750273415529734,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.23629863773684526,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07077213776115415,
+          "average distance to final point": 0.28078935985824244,
+          "convergence": 0.28193111719149194,
+          "oscillation": 0.06758038335360726
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.684876905153478,
+          "boundary violation": 0.0001365923543533008,
+          "final distance to global minimum": 0.29948028268881516,
+          "average distance to final point": 0.27164627784511886,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01557522566090225
+        },
+        "Drop-Wave": {
+          "final loss": 1.4927819858943403,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5749593856471498,
+          "average distance to final point": 0.19339505344318117,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10051535215437211,
+          "min movement": 0.032862784969349905
+        },
+        "EggHolder": {
+          "final loss": 0.7778258983656071,
+          "boundary violation": 0.03354394345627748,
+          "final distance to global minimum": 0.1736018743667669,
+          "average distance to final point": 0.2823857344737623,
+          "convergence": 0.26336212319704594,
+          "oscillation": 0.0633247199300149
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5324790508792016,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7264782785814449,
+          "average distance to final point": 0.24836775928613128,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07828968690041099
+        },
+        "Griewank": {
+          "final loss": 0.10780549493257253,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08810117175343021,
+          "average distance to final point": 0.16956080803799867,
+          "convergence": 0.16991182163263766,
+          "oscillation": 0.029899132202684184
+        },
+        "Langermann": {
+          "final loss": 0.6553937492210954,
+          "boundary violation": 0.08077056871615003,
+          "final distance to global minimum": 0.31121565048344185,
+          "average distance to final point": 0.22618455433876453,
+          "convergence": 0.17443906801294107,
+          "oscillation": 0.08574948573008673
+        },
+        "Langermann 2": {
+          "final loss": 1.1020717913768059,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1499327646554167,
+          "average distance to final point": 0.13364257858147782,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0705761011849988,
+          "min movement": 0.23689578105677578
+        },
+        "Lévy": {
+          "final loss": 0.018694106997976415,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09911755765027787,
+          "average distance to final point": 0.14742715980957352,
+          "convergence": 0.1788678902115595,
+          "oscillation": 0.05703135286493102
+        },
+        "Lévy 13": {
+          "final loss": 0.0037326295539976866,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.04054282606176069,
+          "average distance to final point": 0.20142865676286723,
+          "convergence": 0.22078133401995112,
+          "oscillation": 0.03178548863587271
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.011292436165459475,
+          "boundary violation": 0.003008401148818375,
+          "final distance to global minimum": 0.03794122862245584,
+          "average distance to final point": 0.1635631783179143,
+          "convergence": 0.2368274503258795,
+          "oscillation": 0.05704482327825384
+        },
+        "Rastrigin": {
+          "final loss": 0.020686235958472476,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0317866348054821,
+          "average distance to final point": 0.12674306586574935,
+          "convergence": 0.1480880229039762,
+          "oscillation": 0.09241757565055052
+        },
+        "Rosenbrock": {
+          "final loss": 0.024643206505853967,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.145197365072192,
+          "average distance to final point": 0.2732758991072753,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07647928190225908
+        },
+        "Schaffer 2": {
+          "final loss": 0.7774738322061409,
+          "boundary violation": 0.02005349398684162,
+          "final distance to global minimum": 0.5239391523601022,
+          "average distance to final point": 0.3189147040102455,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04237549384366698
+        },
+        "Schaffer 4": {
+          "final loss": 0.42693654757510874,
+          "boundary violation": 0.018134799630061302,
+          "final distance to global minimum": 0.39031093530946476,
+          "average distance to final point": 0.29467354251528477,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02842823908345198
+        },
+        "SchwefelSin": {
+          "final loss": 0.9427261613225568,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8154090500791605,
+          "average distance to final point": 0.11976000791821848,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06613945418141917,
+          "min movement": 0.06760070407764322
+        },
+        "Shubert": {
+          "final loss": 1.1193260705593295,
+          "boundary violation": 0.006267119956438928,
+          "final distance to global minimum": 0.31216925741160806,
+          "average distance to final point": 0.18427102406181614,
+          "convergence": 0.20760255356284596,
+          "oscillation": 0.0318994458831208,
+          "min movement": 0.04313129469906382
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.03861522154894217,
+          "average distance to final point": 0.16690352124673372,
+          "convergence": 0.3205631417805331,
+          "oscillation": 0.08137532640160877
+        },
+        "Weierstrass": {
+          "final loss": 0.18496355733778452,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1287456220045278,
+          "average distance to final point": 0.1450348909789024,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13846131574426812,
+          "lucky jump": 0.0815808266207335
+        }
+      }
+    },
+    "schedulefreesgd": {
+      "error_rates": {
+        "Ackley": 1.2213926650632851,
+        "Cross-in-Tray": 2.5262752820902517,
+        "Drop-Wave": 2.643080219821319,
+        "EggHolder": 6.981308715218256,
+        "Gramacy & Lee 2D": 2.2234754431127874,
+        "Griewank": 11.226363709604005,
+        "Langermann": 2.094481081957,
+        "Langermann 2": 2.910445254234254,
+        "Lévy": 3.69556812376835,
+        "Lévy 13": 1.734265316572713,
+        "MixedMichalewiczSphere": 1.5157278848868831,
+        "Rastrigin": 0.5056798182987934,
+        "Rosenbrock": 1.7868393814355512,
+        "Schaffer 2": 0.8515066223315522,
+        "Schaffer 4": 2.613430023687294,
+        "SchwefelSin": 2.701377379100097,
+        "Shubert": 2.239084548406932,
+        "Styblinski-Tang": 2.1422494962265635,
+        "Weierstrass": 1.5717063145305832
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.8320889975949277,
+        "Cross-in-Tray": 1.2631376410451258,
+        "Drop-Wave": 3.964620329731978,
+        "EggHolder": 5.585046972174605,
+        "Gramacy & Lee 2D": 5.558688607781969,
+        "Griewank": 16.83954556440601,
+        "Langermann": 2.094481081957,
+        "Langermann 2": 2.3283562033874032,
+        "Lévy": 3.69556812376835,
+        "Lévy 13": 2.6013979748590694,
+        "MixedMichalewiczSphere": 2.273591827330325,
+        "Rastrigin": 0.7585197274481901,
+        "Rosenbrock": 1.7868393814355512,
+        "Schaffer 2": 1.532711920196794,
+        "Schaffer 4": 4.7041740426371295,
+        "SchwefelSin": 2.161101903280078,
+        "Shubert": 2.239084548406932,
+        "Styblinski-Tang": 2.570699395471876,
+        "Weierstrass": 3.1434126290611664
+      },
+      "avg_error_rate": 2.799171435807709,
+      "weighted_avg_error_rate": 3.5227929932618145,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.46970104844724825,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.10520612537517156,
+          "average distance to final point": 0.24304441977658894,
+          "convergence": 0.3205631417805331,
+          "oscillation": 0.08287792968374326
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.3668586904489732,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6874868347023637,
+          "average distance to final point": 0.06492524152775807,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010356497751357543,
+          "lucky jump": 0.003134753718891185,
+          "min movement": 0.04395216459073655
+        },
+        "Drop-Wave": {
+          "final loss": 1.4460245454635499,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6248082676332414,
+          "average distance to final point": 0.05742053272972736,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.023668643020006656,
+          "lucky jump": 0.027174377254801704,
+          "min movement": 0.11442275436982072
+        },
+        "EggHolder": {
+          "final loss": 1.1805472474671346,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8800923936778913,
+          "average distance to final point": 0.07748856707189918,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.39028949747509295,
+          "final proximity": 4.1033299101760665
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5492609989267262,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0565882344064936,
+          "average distance to final point": 0.06120330918677139,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005148087349211654,
+          "min movement": 0.2017137138934132
+        },
+        "Griewank": {
+          "final loss": 1.273426823116325,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.003826756756845,
+          "average distance to final point": 0.00925513361579654,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.43598335526826076,
+          "final proximity": 8.154310541496606
+        },
+        "Langermann": {
+          "final loss": 0.7667147046809695,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7549002784652796,
+          "average distance to final point": 0.059585276524990474,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08564640426384491,
+          "min movement": 0.07807331867174427
+        },
+        "Langermann 2": {
+          "final loss": 1.0864876274606183,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1516954406239155,
+          "average distance to final point": 0.0836250437647,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0883986978421417,
+          "min movement": 0.1506773451927074
+        },
+        "Lévy": {
+          "final loss": 0.6499625422754887,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9964140922060716,
+          "average distance to final point": 0.07583798382096232,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.18956237283324204,
+          "lucky jump": 1.1051261655771292,
+          "min movement": 0.32910386770528494
+        },
+        "Lévy 13": {
+          "final loss": 0.41151675201463817,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.703746523904053,
+          "average distance to final point": 0.17598368023276637,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09345726107108442
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.5596014533895612,
+          "boundary violation": 5.807729256287966e-5,
+          "final distance to global minimum": 0.4702042337139955,
+          "average distance to final point": 0.07504740662967654,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006073457498177969,
+          "min movement": 0.0551821570127377
+        },
+        "Rastrigin": {
+          "final loss": 0.018002683190645415,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0296422129539449,
+          "average distance to final point": 0.1500344178644833,
+          "convergence": 0.19572422247919108,
+          "oscillation": 0.11227628181052865
+        },
+        "Rosenbrock": {
+          "final loss": 0.049714300888754025,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0496128213306506,
+          "average distance to final point": 0.037774591490088,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.30017656837588735
+        },
+        "Schaffer 2": {
+          "final loss": 0.020610145979314896,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0754212378325839,
+          "average distance to final point": 0.16581720304152417,
+          "convergence": 0.17732855623746663,
+          "oscillation": 0.03415203001145611,
+          "lucky jump": 0.37817744922920654
+        },
+        "Schaffer 4": {
+          "final loss": 0.8196029947329514,
+          "boundary violation": 0.00983125216437145,
+          "final distance to global minimum": 1.007724098870048,
+          "average distance to final point": 0.08707880807612117,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027527355867296488,
+          "min movement": 0.3121044146263343
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099236785932502,
+          "average distance to final point": 0.035229528035464946,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.33302367471265953
+        },
+        "Shubert": {
+          "final loss": 0.9745241359363352,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3382870498518757,
+          "average distance to final point": 0.1941472233376884,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0849606012996057,
+          "min movement": 0.2976044386312554
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833356116833017,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2033281476183673,
+          "average distance to final point": 0.04483376662748892,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.22619292146220596
+        },
+        "Weierstrass": {
+          "final loss": 0.5763206327327487,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3872130094135849,
+          "average distance to final point": 0.25713762499353293,
+          "convergence": 0.2601652249091792,
+          "oscillation": 0.09086982248153745
+        }
+      }
+    },
+    "avagrad": {
+      "error_rates": {
+        "Ackley": 0.5983804703425134,
+        "Cross-in-Tray": 2.5438816843369114,
+        "Drop-Wave": 4.2885993834016665,
+        "EggHolder": 5.250358609361241,
+        "Gramacy & Lee 2D": 1.6562562728157664,
+        "Griewank": 2.0607278207492503,
+        "Langermann": 2.0344256493457085,
+        "Langermann 2": 2.9743472441315784,
+        "Lévy": 0.45944358341099145,
+        "Lévy 13": 0.2932084606944887,
+        "MixedMichalewiczSphere": 0.36368325052899875,
+        "Rastrigin": 0.9393722509912869,
+        "Rosenbrock": 1.634438167163843,
+        "Schaffer 2": 2.856250096402328,
+        "Schaffer 4": 2.5916571445417227,
+        "SchwefelSin": 2.671896922452854,
+        "Shubert": 1.9970999884485152,
+        "Styblinski-Tang": 2.0396685319611727,
+        "Weierstrass": 1.684478513458888
+      },
+      "weighted_error_rates": {
+        "Ackley": 0.89757070551377,
+        "Cross-in-Tray": 1.2719408421684557,
+        "Drop-Wave": 6.432899075102499,
+        "EggHolder": 4.200286887488993,
+        "Gramacy & Lee 2D": 4.140640682039416,
+        "Griewank": 3.0910917311238757,
+        "Langermann": 2.0344256493457085,
+        "Langermann 2": 2.3794777953052626,
+        "Lévy": 0.45944358341099145,
+        "Lévy 13": 0.43981269104173304,
+        "MixedMichalewiczSphere": 0.5455248757934981,
+        "Rastrigin": 1.4090583764869302,
+        "Rosenbrock": 1.634438167163843,
+        "Schaffer 2": 5.141250173524191,
+        "Schaffer 4": 4.664982860175101,
+        "SchwefelSin": 2.137517537962283,
+        "Shubert": 1.9970999884485152,
+        "Styblinski-Tang": 2.447602238353407,
+        "Weierstrass": 3.368957026917776
+      },
+      "avg_error_rate": 2.0493775812915644,
+      "weighted_avg_error_rate": 2.5628432045982237,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.16718856849344232,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.057879463276170356,
+          "average distance to final point": 0.13610248465366998,
+          "convergence": 0.18104754549331284,
+          "oscillation": 0.056162408425917944
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.371701802449712,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6897591850284659,
+          "average distance to final point": 0.09856114978046854,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.015283484002593228,
+          "min movement": 0.019014963725500614
+        },
+        "Drop-Wave": {
+          "final loss": 1.7266181655146537,
+          "boundary violation": 0.005779265739864797,
+          "final position out-of-bounds": 0.7584861744631353,
+          "final distance to global minimum": 1.0752712387931342,
+          "average distance to final point": 0.03265535773105846,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014866528210135234,
+          "min movement": 0.32536155359951263
+        },
+        "EggHolder": {
+          "final loss": 1.1364096300047495,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8344611338430643,
+          "average distance to final point": 0.038458120172322835,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005032319672848935,
+          "min movement": 0.3548091226406233,
+          "final proximity": 2.53162718367746
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.4913678214462297,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6778646662788075,
+          "average distance to final point": 0.10888379992704815,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.028578885813509664
+        },
+        "Griewank": {
+          "final loss": 0.6431626733258528,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.715026233521362,
+          "average distance to final point": 0.17835192177555706,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.1746258927763073
+        },
+        "Langermann": {
+          "final loss": 0.8211241409346559,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6841020850320761,
+          "average distance to final point": 0.07393264744212207,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.029923114911806735,
+          "min movement": 0.07578256167487658
+        },
+        "Langermann 2": {
+          "final loss": 1.0931498558678403,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.156967264674157,
+          "average distance to final point": 0.0425288015039264,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0022219469653417174,
+          "min movement": 0.32991827577014204
+        },
+        "Lévy": {
+          "final loss": 0.0017612014918401463,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.05644416529853438,
+          "average distance to final point": 0.13947063273726198,
+          "convergence": 0.2617675838833549,
+          "oscillation": 0.0
+        },
+        "Lévy 13": {
+          "final loss": 0.002633456061052896,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.054167155421310106,
+          "average distance to final point": 0.1266658680739097,
+          "convergence": 0.10683511145442001,
+          "oscillation": 0.002906869683795921
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.02023896742830171,
+          "average distance to final point": 0.14228999217974228,
+          "convergence": 0.1916281117119017,
+          "oscillation": 0.009526179209053071
+        },
+        "Rastrigin": {
+          "final loss": 0.11438628888869895,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2980840903987923,
+          "average distance to final point": 0.10066468440576254,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.036909516715338056,
+          "lucky jump": 0.03976657123252366
+        },
+        "Rosenbrock": {
+          "final loss": 0.04495097515371102,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9497307164191024,
+          "average distance to final point": 0.1038658723867025,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.18632950385415603
+        },
+        "Schaffer 2": {
+          "final loss": 1.1440946218365107,
+          "boundary violation": 0.06642514071984408,
+          "final distance to global minimum": 0.9222440525631332,
+          "average distance to final point": 0.15986325551242245,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.019749842375009773,
+          "min movement": 0.19431208404523664
+        },
+        "Schaffer 4": {
+          "final loss": 0.8271274818915382,
+          "boundary violation": 0.03454511821074592,
+          "final distance to global minimum": 0.9887215964346322,
+          "average distance to final point": 0.105032169325951,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01312320028708421,
+          "min movement": 0.2735464790416004
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843263896173802,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992437695702124,
+          "average distance to final point": 0.045087742757954664,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.29367792115713515
+        },
+        "Shubert": {
+          "final loss": 1.0677265523874246,
+          "boundary violation": 0.047940827134324446,
+          "final distance to global minimum": 0.3742515821567928,
+          "average distance to final point": 0.10079606962980157,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.031572073213763964,
+          "min movement": 0.02525178457623663
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833325480378444,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031062085364932,
+          "average distance to final point": 0.08646086051639114,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.08220710875433246
+        },
+        "Weierstrass": {
+          "final loss": 0.7511833918310619,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.34247832502143755,
+          "average distance to final point": 0.2186011681140979,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02265452914211947
+        }
+      }
+    },
+    "vsgd": {
+      "error_rates": {
+        "Ackley": 1.6740736325817571,
+        "Cross-in-Tray": 2.8081086568594134,
+        "Drop-Wave": 4.4158975471785995,
+        "EggHolder": 1.8907496265382493,
+        "Gramacy & Lee 2D": 1.3839880320069011,
+        "Griewank": 0.6047567979174957,
+        "Langermann": 2.7826188428311367,
+        "Langermann 2": 2.6678861751008465,
+        "Lévy": 0.4162340551377711,
+        "Lévy 13": 0.4256390450517137,
+        "MixedMichalewiczSphere": 1.8501891484610358,
+        "Rastrigin": 1.7733551777870276,
+        "Rosenbrock": 0.39685527172943597,
+        "Schaffer 2": 2.930974510905737,
+        "Schaffer 4": 2.6226529223366852,
+        "SchwefelSin": 2.309564755811198,
+        "Shubert": 1.2766082142560038,
+        "Styblinski-Tang": 0.39751407101332986,
+        "Weierstrass": 1.0707730291526125
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.5111104488726355,
+        "Cross-in-Tray": 1.4040543284297067,
+        "Drop-Wave": 6.6238463207679,
+        "EggHolder": 1.5125997012305996,
+        "Gramacy & Lee 2D": 3.4599700800172526,
+        "Griewank": 0.9071351968762436,
+        "Langermann": 2.7826188428311367,
+        "Langermann 2": 2.134308940080677,
+        "Lévy": 0.4162340551377711,
+        "Lévy 13": 0.6384585675775705,
+        "MixedMichalewiczSphere": 2.7752837226915537,
+        "Rastrigin": 2.6600327666805414,
+        "Rosenbrock": 0.39685527172943597,
+        "Schaffer 2": 5.275754119630326,
+        "Schaffer 4": 4.720775260206033,
+        "SchwefelSin": 1.8476518046489585,
+        "Shubert": 1.2766082142560038,
+        "Styblinski-Tang": 0.47701688521599583,
+        "Weierstrass": 2.141546058305225
+      },
+      "avg_error_rate": 1.7736020796135235,
+      "weighted_avg_error_rate": 2.3137821360623985,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.6805765036266028,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.31610016124646023,
+          "average distance to final point": 0.32248931077528603,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005346557583236699
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.5144309892238623,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8180729144358478,
+          "average distance to final point": 0.10273013668697384,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02331351716255805
+        },
+        "Drop-Wave": {
+          "final loss": 1.7369845414561684,
+          "boundary violation": 0.01206516338920263,
+          "final position out-of-bounds": 0.7652685305535173,
+          "final distance to global minimum": 1.0698624094574476,
+          "average distance to final point": 0.08903158376215974,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.31947828604773676,
+          "final proximity": 0.07364593316219518
+        },
+        "EggHolder": {
+          "final loss": 0.9063593869656986,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2859078148063575,
+          "average distance to final point": 0.31854786453175865,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0025925787099719344,
+          "min movement": 0.02778088217429134
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.47053367767639886,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.23736420720294832,
+          "average distance to final point": 0.3265290477773827,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Griewank": {
+          "final loss": 0.08934547786922163,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.10014755934497435,
+          "average distance to final point": 0.22252838685571383,
+          "convergence": 0.17499790618443667,
+          "oscillation": 0.017737467663149226
+        },
+        "Langermann": {
+          "final loss": 0.7308943613802722,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2918815339724956,
+          "average distance to final point": 0.2934716790771348,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004663159295598045,
+          "min movement": 0.112147009755465
+        },
+        "Langermann 2": {
+          "final loss": 0.868155969691648,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0028790892394932,
+          "average distance to final point": 0.12763165822387973,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.31965835859565395
+        },
+        "Lévy": {
+          "final loss": 0.0032357435015997354,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.036612963297125684,
+          "average distance to final point": 0.15941037754822476,
+          "convergence": 0.19774542280580812,
+          "oscillation": 0.019229547985012845
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.009703012763359324,
+          "average distance to final point": 0.24832710269306557,
+          "convergence": 0.16760892959528875,
+          "oscillation": 0.0
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.7097330963727329,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.44964892129450784,
+          "average distance to final point": 0.2500708289988425,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.0911752024447815
+        },
+        "Rastrigin": {
+          "final loss": 0.5634306597642798,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5404332839134866,
+          "average distance to final point": 0.3199301347590901,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Rosenbrock": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07931401009745381,
+          "average distance to final point": 0.1404085014646828,
+          "convergence": 0.1673191524873737,
+          "oscillation": 0.009813607679925637
+        },
+        "Schaffer 2": {
+          "final loss": 1.1369545539938386,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0094723707757538,
+          "average distance to final point": 0.11421668993689871,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.32076979684907475
+        },
+        "Schaffer 4": {
+          "final loss": 0.8209727381718585,
+          "boundary violation": 8.560091377885408e-8,
+          "final position out-of-bounds": 0.005551245712485393,
+          "final distance to global minimum": 1.0038869201674434,
+          "average distance to final point": 0.11289581117136967,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.32978502216244326
+        },
+        "SchwefelSin": {
+          "final loss": 0.942739043756333,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8155784380683684,
+          "average distance to final point": 0.09423380320443177,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.029553620035099034,
+          "min movement": 0.07789875139679427
+        },
+        "Shubert": {
+          "final loss": 0.4601163234850283,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1089032524600343,
+          "average distance to final point": 0.19715811867818223,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04020913040744134,
+          "min movement": 0.12066028987514628
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.03991000469879379,
+          "average distance to final point": 0.16877667368904423,
+          "convergence": 0.16291933384829668,
+          "oscillation": 0.025908058777195143
+        },
+        "Weierstrass": {
+          "final loss": 0.3177731348040946,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.14258932620529188,
+          "average distance to final point": 0.2608494687930547,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        }
+      }
+    },
+    "fromage": {
+      "error_rates": {
+        "Ackley": 2.0103332942521868,
+        "Cross-in-Tray": 1.8171117758063566,
+        "Drop-Wave": 2.53893079347961,
+        "EggHolder": 3.4165747968274545,
+        "Gramacy & Lee 2D": 2.2109803545107978,
+        "Griewank": 0.8472533749121941,
+        "Langermann": 2.102930162809296,
+        "Langermann 2": 2.5586851686306162,
+        "Lévy": 2.439362747848566,
+        "Lévy 13": 1.2185324444632168,
+        "MixedMichalewiczSphere": 0.6701707766511494,
+        "Rastrigin": 1.3852007991155244,
+        "Rosenbrock": 1.0909847447944792,
+        "Schaffer 2": 0.5285049753849664,
+        "Schaffer 4": 0.6799944880337544,
+        "SchwefelSin": 2.7611620876101073,
+        "Shubert": 2.066480462853402,
+        "Styblinski-Tang": 2.230574751073971,
+        "Weierstrass": 1.2034803441466864
+      },
+      "weighted_error_rates": {
+        "Ackley": 3.0154999413782804,
+        "Cross-in-Tray": 0.9085558879031783,
+        "Drop-Wave": 3.8083961902194154,
+        "EggHolder": 2.7332598374619637,
+        "Gramacy & Lee 2D": 5.527450886276995,
+        "Griewank": 1.2708800623682912,
+        "Langermann": 2.102930162809296,
+        "Langermann 2": 2.046948134904493,
+        "Lévy": 2.439362747848566,
+        "Lévy 13": 1.8277986666948252,
+        "MixedMichalewiczSphere": 1.0052561649767242,
+        "Rastrigin": 2.0778011986732867,
+        "Rosenbrock": 1.0909847447944792,
+        "Schaffer 2": 0.9513089556929396,
+        "Schaffer 4": 1.223990078460758,
+        "SchwefelSin": 2.208929670088086,
+        "Shubert": 2.066480462853402,
+        "Styblinski-Tang": 2.676689701288765,
+        "Weierstrass": 2.4069606882933727
+      },
+      "avg_error_rate": 1.777749912800228,
+      "weighted_avg_error_rate": 2.178393904367743,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.8198948075983166,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.47365010150540654,
+          "average distance to final point": 0.096639219209739,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.12031967132509536,
+          "lucky jump": 0.11587667606284019,
+          "min movement": 0.03439171920061781
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.7871906239407079,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.34373403407252984,
+          "average distance to final point": 0.16945782374100646,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.11252724219919036,
+          "min movement": 0.05464095250275089
+        },
+        "Drop-Wave": {
+          "final loss": 0.6998280548942261,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3369704999872297,
+          "average distance to final point": 0.09711707175800419,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10944065498278266,
+          "lucky jump": 0.9352277342119971,
+          "min movement": 0.010785678295199401
+        },
+        "EggHolder": {
+          "final loss": 1.186434555166817,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8733508521726295,
+          "average distance to final point": 0.09768118487442447,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.12054904498141013,
+          "lucky jump": 0.36098812444153544,
+          "min movement": 0.3419205780659007,
+          "final proximity": 0.08608935777456604
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.563456842521816,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8766445048315612,
+          "average distance to final point": 0.12112614618502122,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.17557339454888138,
+          "lucky jump": 0.09053788554948097,
+          "min movement": 0.034080481523865634
+        },
+        "Griewank": {
+          "final loss": 0.053299412294438464,
+          "boundary violation": 0.020544301706013186,
+          "final distance to global minimum": 0.14981476657620468,
+          "average distance to final point": 0.19949173745766902,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07454205752769753
+        },
+        "Langermann": {
+          "final loss": 0.47740597722911704,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.43301515796591494,
+          "average distance to final point": 0.16498827950640385,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.14553131590116675,
+          "lucky jump": 0.5324283328565222
+        },
+        "Langermann 2": {
+          "final loss": 1.1395983783194001,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7042353146150266,
+          "average distance to final point": 0.23424411878336018,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13104625756265806
+        },
+        "Lévy": {
+          "final loss": 0.40379527014294253,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9526112228522469,
+          "average distance to final point": 0.09759750407987712,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.20408740119653918,
+          "lucky jump": 0.17724597231236147,
+          "min movement": 0.254464277914428
+        },
+        "Lévy 13": {
+          "final loss": 0.1683926117244058,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4196235689671914,
+          "average distance to final point": 0.1816629103975714,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09929225402387688
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0964594374317379,
+          "boundary violation": 0.002092342948686318,
+          "final distance to global minimum": 0.06936404265131157,
+          "average distance to final point": 0.13095359907788354,
+          "convergence": 0.17666533864014847,
+          "oscillation": 0.11087426557639124,
+          "lucky jump": 0.0837617503249904
+        },
+        "Rastrigin": {
+          "final loss": 0.30059863240573614,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4571683137257233,
+          "average distance to final point": 0.1173531667508139,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.12088269385302192,
+          "min movement": 0.039636893030058004
+        },
+        "Rosenbrock": {
+          "final loss": 0.0075308256541692055,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.42567257576275475,
+          "average distance to final point": 0.23051658502492495,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07770365900245908
+        },
+        "Schaffer 2": {
+          "final loss": 0.0,
+          "boundary violation": 0.001412662073556751,
+          "final distance to global minimum": 2.1092632124832004e-6,
+          "average distance to final point": 0.14377024344799497,
+          "convergence": 0.24129944320643648,
+          "oscillation": 0.06280015310994802,
+          "lucky jump": 0.07922036428381775
+        },
+        "Schaffer 4": {
+          "final loss": 0.0,
+          "boundary violation": 0.00887954397948269,
+          "final distance to global minimum": 0.08287194581019242,
+          "average distance to final point": 0.15894889428265574,
+          "convergence": 0.2335154105707724,
+          "oscillation": 0.09016633897265061,
+          "lucky jump": 0.1056123544180005
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843479222234301,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0990104308860036,
+          "average distance to final point": 0.05913799197974755,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03847207364210753,
+          "min movement": 0.3306325695286475
+        },
+        "Shubert": {
+          "final loss": 0.9182254432574818,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3435416035452072,
+          "average distance to final point": 0.06271740295390299,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09913572541826193,
+          "min movement": 0.29329918832837704
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183670760788381,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.201329999737276,
+          "average distance to final point": 0.07203272530775277,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05957560041618172,
+          "min movement": 0.22970825018375104
+        },
+        "Weierstrass": {
+          "final loss": 0.24162856731099136,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1200226344971392,
+          "average distance to final point": 0.18067498648008465,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05931301374230209,
+          "lucky jump": 0.2522800427659977
+        }
+      }
+    },
+    "scion": {
+      "error_rates": {
+        "Ackley": 2.798582832625958,
+        "Cross-in-Tray": 2.8441935222246357,
+        "Drop-Wave": 4.625472458419336,
+        "EggHolder": 1.7309421081024408,
+        "Gramacy & Lee 2D": 1.2239745455890338,
+        "Griewank": 7.750984425885784,
+        "Langermann": 1.2144766288872961,
+        "Langermann 2": 2.642388125103979,
+        "Lévy": 1.2494038171845274,
+        "Lévy 13": 0.8963051803910449,
+        "MixedMichalewiczSphere": 5.45068368540707,
+        "Rastrigin": 1.1347334326964487,
+        "Rosenbrock": 1.3077441184331204,
+        "Schaffer 2": 1.7057551847156667,
+        "Schaffer 4": 1.6500424566453142,
+        "SchwefelSin": 2.2025173984348365,
+        "Shubert": 1.6387004757465324,
+        "Styblinski-Tang": 1.4944068471495588,
+        "Weierstrass": 0.8799409391655642
+      },
+      "weighted_error_rates": {
+        "Ackley": 4.197874248938938,
+        "Cross-in-Tray": 1.4220967611123179,
+        "Drop-Wave": 6.938208687629004,
+        "EggHolder": 1.3847536864819527,
+        "Gramacy & Lee 2D": 3.0599363639725845,
+        "Griewank": 11.626476638828677,
+        "Langermann": 1.2144766288872961,
+        "Langermann 2": 2.1139105000831835,
+        "Lévy": 1.2494038171845274,
+        "Lévy 13": 1.3444577705865672,
+        "MixedMichalewiczSphere": 8.176025528110605,
+        "Rastrigin": 1.702100149044673,
+        "Rosenbrock": 1.3077441184331204,
+        "Schaffer 2": 3.0703593324882,
+        "Schaffer 4": 2.970076421961566,
+        "SchwefelSin": 1.7620139187478694,
+        "Shubert": 1.6387004757465324,
+        "Styblinski-Tang": 1.7932882165794706,
+        "Weierstrass": 1.7598818783311283
+      },
+      "avg_error_rate": 2.3390130622530605,
+      "weighted_avg_error_rate": 3.091146586481485,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.3450083841832166,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7861123955370268,
+          "average distance to final point": 0.22389569296577616,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.09400526058976762
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.4605108168459466,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7325945060217511,
+          "average distance to final point": 0.296868601548937,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004658498457829844
+        },
+        "Drop-Wave": {
+          "final loss": 1.727978012474082,
+          "boundary violation": 0.0029164106547061837,
+          "final position out-of-bounds": 1.024650789811879,
+          "final distance to global minimum": 1.0733492710614052,
+          "average distance to final point": 0.10841727002914048,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3385996050379511
+        },
+        "EggHolder": {
+          "final loss": 0.6877929910236508,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.429635980659278,
+          "average distance to final point": 0.23955450504316012,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.024397532026180748
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.2833684455953425,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.27191500835586263,
+          "average distance to final point": 0.3191299922876574,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Griewank": {
+          "final loss": 1.350300755903873,
+          "boundary violation": 0.044090509965036204,
+          "final position out-of-bounds": 3.9840411126660116,
+          "final distance to global minimum": 1.0289881210181453,
+          "average distance to final point": 0.10557063323916678,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.34438915697974054,
+          "final proximity": 0.5440430367636395
+        },
+        "Langermann": {
+          "final loss": 0.18596797710755342,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4132493969914596,
+          "average distance to final point": 0.265698155438112,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Langermann 2": {
+          "final loss": 0.8639728232984564,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9810471566201647,
+          "average distance to final point": 0.11743754205718229,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3303695037780045
+        },
+        "Lévy": {
+          "final loss": 0.14251934867781108,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4866463381891032,
+          "average distance to final point": 0.27067703096744195,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Lévy 13": {
+          "final loss": 0.05859866833869303,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.18778437475824217,
+          "average distance to final point": 0.30036103794393854,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 1.0736066859580804,
+          "boundary violation": 2.5995055183609237,
+          "final distance to global minimum": 0.9516716754695919,
+          "average distance to final point": 0.47633870626830355,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Rastrigin": {
+          "final loss": 0.22153483144042768,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.28458720272814103,
+          "average distance to final point": 0.27905029917770874,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Rosenbrock": {
+          "final loss": 0.2283230888627357,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.44587758616648254,
+          "average distance to final point": 0.2839823440537311,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.6346921592824079,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4507255466254315,
+          "average distance to final point": 0.1033099851801323,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.16306990981872072,
+          "min movement": 0.0043964844588032384
+        },
+        "Schaffer 4": {
+          "final loss": 0.5861483551251535,
+          "boundary violation": 0.003806353135531813,
+          "final distance to global minimum": 0.41161008206344846,
+          "average distance to final point": 0.16942530999407807,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.12949125697693106
+        },
+        "SchwefelSin": {
+          "final loss": 0.7846224897252382,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7550103092459935,
+          "average distance to final point": 0.3133235001134335,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Shubert": {
+          "final loss": 0.6541278078475045,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.22926339401089732,
+          "average distance to final point": 0.16713655337466146,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2386116211632981
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3198592371182664,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4715693238735919,
+          "average distance to final point": 0.3534171868075293,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Weierstrass": {
+          "final loss": 0.1358918359161012,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.11837754324894703,
+          "average distance to final point": 0.2825367026753332,
+          "convergence": 0.34313485732518273,
+          "oscillation": 0.0
+        }
+      }
+    },
+    "yogi": {
+      "error_rates": {
+        "Ackley": 1.3880903123159443,
+        "Cross-in-Tray": 1.6825236687808418,
+        "Drop-Wave": 2.3220512747587185,
+        "EggHolder": 2.4976810451001925,
+        "Gramacy & Lee 2D": 1.8678531587577596,
+        "Griewank": 0.5741233141612165,
+        "Langermann": 2.0392786427033904,
+        "Langermann 2": 2.908939612368389,
+        "Lévy": 1.9585256728203002,
+        "Lévy 13": 0.31780965200369904,
+        "MixedMichalewiczSphere": 0.3620307914252779,
+        "Rastrigin": 1.0806179520977701,
+        "Rosenbrock": 1.439612729343783,
+        "Schaffer 2": 0.9685257684858481,
+        "Schaffer 4": 0.4892644369629024,
+        "SchwefelSin": 2.6653751078893477,
+        "Shubert": 0.4155258595788985,
+        "Styblinski-Tang": 2.0501735765140614,
+        "Weierstrass": 1.4687474068583075
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.0821354684739166,
+        "Cross-in-Tray": 0.8412618343904209,
+        "Drop-Wave": 3.4830769121380776,
+        "EggHolder": 1.9981448360801541,
+        "Gramacy & Lee 2D": 4.669632896894399,
+        "Griewank": 0.8611849712418248,
+        "Langermann": 2.0392786427033904,
+        "Langermann 2": 2.3271516898947113,
+        "Lévy": 1.9585256728203002,
+        "Lévy 13": 0.47671447800554856,
+        "MixedMichalewiczSphere": 0.5430461871379169,
+        "Rastrigin": 1.6209269281466552,
+        "Rosenbrock": 1.439612729343783,
+        "Schaffer 2": 1.7433463832745266,
+        "Schaffer 4": 0.8806759865332243,
+        "SchwefelSin": 2.1323000863114783,
+        "Shubert": 0.4155258595788985,
+        "Styblinski-Tang": 2.4602082918168735,
+        "Weierstrass": 2.937494813716615
+      },
+      "avg_error_rate": 1.4998289464698236,
+      "weighted_avg_error_rate": 1.8373812983422482,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.6808327436443405,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.43638857785943647,
+          "average distance to final point": 0.12277125377242534,
+          "convergence": 0.11676850899644978,
+          "oscillation": 0.03132922804329225
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.8142378603675526,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3596253774060558,
+          "average distance to final point": 0.1530271597520107,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006072171905051423
+        },
+        "Drop-Wave": {
+          "final loss": 1.1925979049673656,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4957465092794623,
+          "average distance to final point": 0.12009634773593873,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0378847484162935,
+          "lucky jump": 0.07825646802148198,
+          "min movement": 0.047908196988004866
+        },
+        "EggHolder": {
+          "final loss": 1.0396548207323137,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778320543391992,
+          "average distance to final point": 0.03971708430927378,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01319124638945473,
+          "min movement": 0.2777247399797798
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.510757724152168,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8292022688706211,
+          "average distance to final point": 0.07601351202578,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024236787438770294,
+          "lucky jump": 0.05123840523137181,
+          "min movement": 0.026843361688876688
+        },
+        "Griewank": {
+          "final loss": 0.015681734952493656,
+          "boundary violation": 0.005704959662585434,
+          "final distance to global minimum": 0.09984731013010092,
+          "average distance to final point": 0.20993128001507233,
+          "convergence": 0.23113858652847827,
+          "oscillation": 0.011819442872485974
+        },
+        "Langermann": {
+          "final loss": 0.766697032040072,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7549365129012329,
+          "average distance to final point": 0.0637741324565347,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014785677339017868,
+          "min movement": 0.08952418861636181
+        },
+        "Langermann 2": {
+          "final loss": 1.0819195239241879,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1677550070826246,
+          "average distance to final point": 0.05940758254672402,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03670497805650854,
+          "min movement": 0.21359142140817308
+        },
+        "Lévy": {
+          "final loss": 0.33629687414413034,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636323516087274,
+          "average distance to final point": 0.10402489228458665,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00673505503133538,
+          "lucky jump": 0.298194139775979,
+          "min movement": 8.126062537041557e-5
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.03738861862591216,
+          "average distance to final point": 0.10024079504522443,
+          "convergence": 0.15565730307524658,
+          "oscillation": 0.02452293525731586
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.01426622526129584,
+          "final distance to global minimum": 0.022571097530205697,
+          "average distance to final point": 0.12348142718284484,
+          "convergence": 0.1916281117119017,
+          "oscillation": 0.01008392973902981
+        },
+        "Rastrigin": {
+          "final loss": 0.18458832678969866,
+          "boundary violation": 0.005750115711344829,
+          "final distance to global minimum": 0.38285432988682605,
+          "average distance to final point": 0.1121293102412433,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.025688541467000923,
+          "min movement": 0.020046228651485164
+        },
+        "Rosenbrock": {
+          "final loss": 0.033023319570405336,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8095531944566434,
+          "average distance to final point": 0.246028520341803,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.0014465956247599523
+        },
+        "Schaffer 2": {
+          "final loss": 0.012824623129399833,
+          "boundary violation": 0.32813729827543003,
+          "final distance to global minimum": 0.05926740240211868,
+          "average distance to final point": 0.26531120276211795,
+          "convergence": 0.28612559542598476,
+          "oscillation": 0.016859646490796895
+        },
+        "Schaffer 4": {
+          "final loss": 0.0,
+          "boundary violation": 0.029393914558538226,
+          "final distance to global minimum": 0.08402089754128286,
+          "average distance to final point": 0.17462637271228965,
+          "convergence": 0.18955210486664983,
+          "oscillation": 0.011671147284141809
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992328702411243,
+          "average distance to final point": 0.037140063831682175,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2951147833970706
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09413821884357641,
+          "average distance to final point": 0.04630685154598981,
+          "convergence": 0.06457888653670092,
+          "oscillation": 0.014005873551137847,
+          "min movement": 0.1964960291014935
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031794369634463,
+          "average distance to final point": 0.06902568385612576,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.000450284311713384,
+          "min movement": 0.1096238417379936
+        },
+        "Weierstrass": {
+          "final loss": 0.582372495593505,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.30854334835501074,
+          "average distance to final point": 0.2157947416062017,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01247572195341882
+        }
+      }
+    },
+    "adamax": {
+      "error_rates": {
+        "Ackley": 2.6978543370674215,
+        "Cross-in-Tray": 0.40739750895789717,
+        "Drop-Wave": 2.617532371657133,
+        "EggHolder": 2.5016624077208474,
+        "Gramacy & Lee 2D": 1.7583516668113321,
+        "Griewank": 0.5843432540188119,
+        "Langermann": 2.394642362161477,
+        "Langermann 2": 2.909226992029887,
+        "Lévy": 2.0827246171543137,
+        "Lévy 13": 0.7681514134495179,
+        "MixedMichalewiczSphere": 1.863280318513206,
+        "Rastrigin": 1.3741318719850846,
+        "Rosenbrock": 1.7731714604206683,
+        "Schaffer 2": 0.7179583557493453,
+        "Schaffer 4": 0.8594622580958267,
+        "SchwefelSin": 2.664821745105296,
+        "Shubert": 0.5190856610162874,
+        "Styblinski-Tang": 2.09832744925711,
+        "Weierstrass": 1.036931571969375
+      },
+      "weighted_error_rates": {
+        "Ackley": 4.046781505601132,
+        "Cross-in-Tray": 0.20369875447894858,
+        "Drop-Wave": 3.9262985574856994,
+        "EggHolder": 2.001329926176678,
+        "Gramacy & Lee 2D": 4.395879167028331,
+        "Griewank": 0.876514881028218,
+        "Langermann": 2.394642362161477,
+        "Langermann 2": 2.3273815936239095,
+        "Lévy": 2.0827246171543137,
+        "Lévy 13": 1.1522271201742769,
+        "MixedMichalewiczSphere": 2.794920477769809,
+        "Rastrigin": 2.061197807977627,
+        "Rosenbrock": 1.7731714604206683,
+        "Schaffer 2": 1.2923250403488216,
+        "Schaffer 4": 1.547032064572488,
+        "SchwefelSin": 2.131857396084237,
+        "Shubert": 0.5190856610162874,
+        "Styblinski-Tang": 2.517992939108532,
+        "Weierstrass": 2.07386314393875
+      },
+      "avg_error_rate": 1.664687243323202,
+      "weighted_avg_error_rate": 2.111522340850011,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.2024326495384823,
+          "boundary violation": 0.002719336110865742,
+          "final distance to global minimum": 0.8464434215662328,
+          "average distance to final point": 0.05547569126544123,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.021510887648950792,
+          "lucky jump": 0.018165408250456563,
+          "min movement": 0.20154584333682088
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.017985875728637187,
+          "average distance to final point": 0.10818915843978195,
+          "convergence": 0.1480880229039762,
+          "oscillation": 0.006641931721166693,
+          "lucky jump": 0.12649252016433518
+        },
+        "Drop-Wave": {
+          "final loss": 0.699755362519462,
+          "boundary violation": 0.0035993985804766175,
+          "final distance to global minimum": 0.3371845101280809,
+          "average distance to final point": 0.11954314898372455,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03795515749737459,
+          "lucky jump": 1.0699336945978428
+        },
+        "EggHolder": {
+          "final loss": 1.0396548207323137,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778283288603529,
+          "average distance to final point": 0.045436479368014704,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.003393002868924658,
+          "min movement": 0.28578867654107004
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.2757272979485711,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.27998918111542964,
+          "average distance to final point": 0.10090769290633711,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.026316790758946343,
+          "lucky jump": 0.7258496047318767
+        },
+        "Griewank": {
+          "final loss": 0.11273224692245772,
+          "boundary violation": 0.012470453583052763,
+          "final distance to global minimum": 0.12371913264839929,
+          "average distance to final point": 0.15472708267423785,
+          "convergence": 0.16113043050089224,
+          "oscillation": 0.0195639076897721
+        },
+        "Langermann": {
+          "final loss": 0.9253426202689443,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8338291822493087,
+          "average distance to final point": 0.0426863345061258,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007781230070265989,
+          "min movement": 0.2354418957166613
+        },
+        "Langermann 2": {
+          "final loss": 1.0776804177289265,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.147433150342965,
+          "average distance to final point": 0.0384299113557622,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006569934924116164,
+          "min movement": 0.28955247832794617
+        },
+        "Lévy": {
+          "final loss": 0.3362967801409258,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.863606817880282,
+          "average distance to final point": 0.1267711738320552,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.002648704352767733,
+          "lucky jump": 0.3565260061001284,
+          "min movement": 0.04731403549798322
+        },
+        "Lévy 13": {
+          "final loss": 0.05467108992172203,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24429087559100734,
+          "average distance to final point": 0.09699128457352303,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.022637064013094243
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.5842514067008832,
+          "boundary violation": 0.00016169619365506184,
+          "final distance to global minimum": 0.6621259023723339,
+          "average distance to final point": 0.1226408169577792,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014445376509962029,
+          "lucky jump": 0.0407504012746138,
+          "min movement": 0.0893436191538076
+        },
+        "Rastrigin": {
+          "final loss": 0.3561458575503684,
+          "boundary violation": 0.006189972615109828,
+          "final distance to global minimum": 0.5389744557696412,
+          "average distance to final point": 0.10717046428622214,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.016090022413571773
+        },
+        "Rosenbrock": {
+          "final loss": 0.04903644468364466,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0357362701874078,
+          "average distance to final point": 0.09641503705140074,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0005183901506940702,
+          "min movement": 0.24190421899735
+        },
+        "Schaffer 2": {
+          "final loss": 0.03791542349526623,
+          "boundary violation": 0.05616447780085758,
+          "final distance to global minimum": 0.10289949879308471,
+          "average distance to final point": 0.23892105742187023,
+          "convergence": 0.268256900533944,
+          "oscillation": 0.01380099770432257
+        },
+        "Schaffer 4": {
+          "final loss": 0.033800108257519626,
+          "boundary violation": 0.07668107630082761,
+          "final distance to global minimum": 0.13450218587977492,
+          "average distance to final point": 0.24937668012421296,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.015541108183320372
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992316995690945,
+          "average distance to final point": 0.030989458510532867,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.300713196606198
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08612356571578493,
+          "average distance to final point": 0.03585216910624442,
+          "convergence": 0.07945966692414834,
+          "oscillation": 0.010547610361618174,
+          "lucky jump": 0.09905099972870213,
+          "min movement": 0.20805164917978938
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.20313519875022,
+          "average distance to final point": 0.05624636866434011,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.1710515521977677
+        },
+        "Weierstrass": {
+          "final loss": 0.27051582422085657,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.16992325275037826,
+          "average distance to final point": 0.23926200818797502,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007669387459993846
+        }
+      }
+    },
+    "came": {
+      "error_rates": {
+        "Ackley": 0.8898275205077731,
+        "Cross-in-Tray": 0.5028393001100352,
+        "Drop-Wave": 1.7848953364077624,
+        "EggHolder": 1.4460136673100965,
+        "Gramacy & Lee 2D": 1.676028396376957,
+        "Griewank": 0.7754654684857685,
+        "Langermann": 8.989000928790446,
+        "Langermann 2": 2.2467490197010496,
+        "Lévy": 1.0066190019837726,
+        "Lévy 13": 0.5818557137006557,
+        "MixedMichalewiczSphere": 0.49545305923809185,
+        "Rastrigin": 1.2679278045337494,
+        "Rosenbrock": 0.804733120802704,
+        "Schaffer 2": 1.2110290187936144,
+        "Schaffer 4": 2.5832566872281335,
+        "SchwefelSin": 2.2877448579858144,
+        "Shubert": 0.7908729622838266,
+        "Styblinski-Tang": 2.0359433464392547,
+        "Weierstrass": 1.5759390682407453
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.3347412807616597,
+        "Cross-in-Tray": 0.2514196500550176,
+        "Drop-Wave": 2.6773430046116435,
+        "EggHolder": 1.1568109338480772,
+        "Gramacy & Lee 2D": 4.1900709909423925,
+        "Griewank": 1.1631982027286527,
+        "Langermann": 8.989000928790446,
+        "Langermann 2": 1.7973992157608398,
+        "Lévy": 1.0066190019837726,
+        "Lévy 13": 0.8727835705509835,
+        "MixedMichalewiczSphere": 0.7431795888571378,
+        "Rastrigin": 1.9018917068006242,
+        "Rosenbrock": 0.804733120802704,
+        "Schaffer 2": 2.179852233828506,
+        "Schaffer 4": 4.6498620370106405,
+        "SchwefelSin": 1.8301958863886516,
+        "Shubert": 0.7908729622838266,
+        "Styblinski-Tang": 2.4431320157271057,
+        "Weierstrass": 3.1518781364814905
+      },
+      "avg_error_rate": 1.7343260146800132,
+      "weighted_avg_error_rate": 2.207104445695483,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.33872693048404373,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08669864568099132,
+          "average distance to final point": 0.1861220395251698,
+          "convergence": 0.2569365031736506,
+          "oscillation": 0.02134340164391771
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.027802370340955767,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.029298267164064362,
+          "average distance to final point": 0.19338438792806786,
+          "convergence": 0.22980943922860553,
+          "oscillation": 0.022544835448341634
+        },
+        "Drop-Wave": {
+          "final loss": 0.8973358676553114,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2531961105538259,
+          "average distance to final point": 0.22991367263637816,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05488858621207589
+        },
+        "EggHolder": {
+          "final loss": 0.5898351920054643,
+          "boundary violation": 0.01854352937498058,
+          "final distance to global minimum": 0.32102809648115754,
+          "average distance to final point": 0.15310754057288414,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.013938209525438682
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.44849504168520077,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5272161430916998,
+          "average distance to final point": 0.27726070695305116,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07349540529683429
+        },
+        "Griewank": {
+          "final loss": 0.04388857234449825,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.14214657788901255,
+          "average distance to final point": 0.2316146245291762,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008254594372910198
+        },
+        "Langermann": {
+          "final loss": 1.0825807960598437,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9314508944274588,
+          "average distance to final point": 0.06992962281995103,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027225572572257876,
+          "min movement": 0.41187107851463733,
+          "final proximity": 6.116381865046126
+        },
+        "Langermann 2": {
+          "final loss": 0.6136296754840431,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9060176407144327,
+          "average distance to final point": 0.1279788209651859,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03170151670152971,
+          "min movement": 0.2178602664856867
+        },
+        "Lévy": {
+          "final loss": 0.054976236620397405,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2465598091644457,
+          "average distance to final point": 0.35552185684875826,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Lévy 13": {
+          "final loss": 0.01990092133132801,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.109856998874759,
+          "average distance to final point": 0.199299448337215,
+          "convergence": 0.2315802455024842,
+          "oscillation": 0.0212180996548694
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.04591340825901873,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.05043264342752018,
+          "average distance to final point": 0.1547081482230651,
+          "convergence": 0.21708378687080318,
+          "oscillation": 0.027315072457684643
+        },
+        "Rastrigin": {
+          "final loss": 0.26026333860562517,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3892976828613246,
+          "average distance to final point": 0.24869222554953788,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020113458167090516
+        },
+        "Rosenbrock": {
+          "final loss": 0.0013998249392687468,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2171963235492167,
+          "average distance to final point": 0.2296542149904805,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004342650458947451,
+          "lucky jump": 0.002579007514619313
+        },
+        "Schaffer 2": {
+          "final loss": 0.002388189847631491,
+          "boundary violation": 0.5632430450049901,
+          "final distance to global minimum": 0.02034148070136305,
+          "average distance to final point": 0.2790181558962256,
+          "convergence": 0.32110811009988927,
+          "oscillation": 0.024930037243514922
+        },
+        "Schaffer 4": {
+          "final loss": 0.8058257389369164,
+          "boundary violation": 0.204594763241599,
+          "final distance to global minimum": 0.8288287981848614,
+          "average distance to final point": 0.25632698410570826,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0325862268737479,
+          "min movement": 0.10553307653512924
+        },
+        "SchwefelSin": {
+          "final loss": 0.9617931392208591,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7880883456690084,
+          "average distance to final point": 0.18830227374577566,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Shubert": {
+          "final loss": 0.1679858363080185,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07845365469997233,
+          "average distance to final point": 0.12843237041892447,
+          "convergence": 0.19774542280580812,
+          "oscillation": 0.025051903468538982,
+          "min movement": 0.19320377458256427
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.4578903088325155,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.784288294473067,
+          "average distance to final point": 0.26415906503055625,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02192716511603007,
+          "lucky jump": 0.15811741363691464
+        },
+        "Weierstrass": {
+          "final loss": 0.619965944376724,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3323665748941685,
+          "average distance to final point": 0.25512839807671284,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.018917051542968848
+        }
+      }
+    },
+    "ftrl": {
+      "error_rates": {
+        "Ackley": 2.5070531118585113,
+        "Cross-in-Tray": 2.811665768478346,
+        "Drop-Wave": 0.9897220602506427,
+        "EggHolder": 3.2013526441229816,
+        "Gramacy & Lee 2D": 2.3753686069289293,
+        "Griewank": 1.001838511666603,
+        "Langermann": 1.9671176011199818,
+        "Langermann 2": 2.3612398736958493,
+        "Lévy": 3.1057772109812705,
+        "Lévy 13": 1.533616658215105,
+        "MixedMichalewiczSphere": 2.359087577046011,
+        "Rastrigin": 2.6067966523874957,
+        "Rosenbrock": 1.8437592368726747,
+        "Schaffer 2": 2.8739836199700073,
+        "Schaffer 4": 2.571188098002213,
+        "SchwefelSin": 2.673652745507022,
+        "Shubert": 1.3201797983765942,
+        "Styblinski-Tang": 2.146638638522943,
+        "Weierstrass": 2.384610991957852
+      },
+      "weighted_error_rates": {
+        "Ackley": 3.760579667787767,
+        "Cross-in-Tray": 1.405832884239173,
+        "Drop-Wave": 1.484583090375964,
+        "EggHolder": 2.5610821152983854,
+        "Gramacy & Lee 2D": 5.938421517322324,
+        "Griewank": 1.5027577674999046,
+        "Langermann": 1.9671176011199818,
+        "Langermann 2": 1.8889918989566796,
+        "Lévy": 3.1057772109812705,
+        "Lévy 13": 2.3004249873226574,
+        "MixedMichalewiczSphere": 3.5386313655690165,
+        "Rastrigin": 3.9101949785812433,
+        "Rosenbrock": 1.8437592368726747,
+        "Schaffer 2": 5.173170515946013,
+        "Schaffer 4": 4.628138576403983,
+        "SchwefelSin": 2.1389221964056175,
+        "Shubert": 1.3201797983765942,
+        "Styblinski-Tang": 2.575966366227531,
+        "Weierstrass": 4.769221983915704
+      },
+      "avg_error_rate": 2.2439289161032123,
+      "weighted_avg_error_rate": 2.9375659873264466,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.0899206315008538,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7454634541709031,
+          "average distance to final point": 0.050464415951518314,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06814754510372809,
+          "min movement": 0.20349596578133625
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.4072408638198048,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7135752651582833,
+          "average distance to final point": 0.036416954852585844,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.037302927011740566,
+          "min movement": 0.26756865828576
+        },
+        "Drop-Wave": {
+          "final loss": 0.35338841930241927,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.23182672961542938,
+          "average distance to final point": 0.0975513020482075,
+          "convergence": 0.10683511145442001,
+          "oscillation": 0.07517965485582466,
+          "lucky jump": 0.1249408429743418
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778455266216457,
+          "average distance to final point": 0.03333424487095191,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.053091718722990386,
+          "lucky jump": 0.6464197247663679,
+          "min movement": 0.3014455541316492
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5776025652260854,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1001818108143457,
+          "average distance to final point": 0.039877732229731774,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.057027404997753425,
+          "min movement": 0.25111799431084186
+        },
+        "Griewank": {
+          "final loss": 0.12003762463435068,
+          "boundary violation": 0.007417722325379297,
+          "final distance to global minimum": 0.2783335690917152,
+          "average distance to final point": 0.21046982891936114,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03601866734562564
+        },
+        "Langermann": {
+          "final loss": 0.07105795815062788,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.33927279465780275,
+          "average distance to final point": 0.08828655127081768,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0963493759583042,
+          "lucky jump": 1.0225898217322582
+        },
+        "Langermann 2": {
+          "final loss": 0.6783451756061751,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9600662651409587,
+          "average distance to final point": 0.05458794911152766,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.059080391886163604,
+          "min movement": 0.25959899260085245
+        },
+        "Lévy": {
+          "final loss": 0.3993849136468042,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9573545583336441,
+          "average distance to final point": 0.02788179052840733,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03330394096365221,
+          "lucky jump": 1.0567458365457563,
+          "min movement": 0.28154507161283515
+        },
+        "Lévy 13": {
+          "final loss": 0.3882882341685041,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6663523623647586,
+          "average distance to final point": 0.07916142081827272,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0038458353157440972,
+          "lucky jump": 0.0016904809225965164,
+          "min movement": 0.04471722527505764
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.9509971863950546,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.691973562348381,
+          "average distance to final point": 0.05311216719924767,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05596261218090131,
+          "min movement": 0.2574809495722552
+        },
+        "Rastrigin": {
+          "final loss": 0.8916810398704537,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8596178107423044,
+          "average distance to final point": 0.03767948340405298,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05639499859698489,
+          "lucky jump": 0.1149805501894038,
+          "min movement": 0.29688167023412443
+        },
+        "Rosenbrock": {
+          "final loss": 0.05175595562561655,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1041525351858124,
+          "average distance to final point": 0.04244717228078516,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2958424744302894
+        },
+        "Schaffer 2": {
+          "final loss": 1.1292589085212275,
+          "boundary violation": 0.02356853690297942,
+          "final distance to global minimum": 1.006632633871613,
+          "average distance to final point": 0.05699109288842896,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.030836354359408083,
+          "min movement": 0.27713499407617936
+        },
+        "Schaffer 4": {
+          "final loss": 0.8198306747142393,
+          "boundary violation": 0.020555041770421927,
+          "final distance to global minimum": 0.9950804122132142,
+          "average distance to final point": 0.058016787426116316,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03935475577105537,
+          "min movement": 0.28878932675699454
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099236785932502,
+          "average distance to final point": 0.017060009370674128,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01299139088440155,
+          "min movement": 0.3104771688999736
+        },
+        "Shubert": {
+          "final loss": 0.5891358858250584,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2354554235466336,
+          "average distance to final point": 0.04630087793482047,
+          "convergence": 0.06457888653670092,
+          "oscillation": 0.07367562029510269,
+          "lucky jump": 0.14733855470769996,
+          "min movement": 0.16369454953057785
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031419808138426,
+          "average distance to final point": 0.04084593506999637,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.23475639299432163
+        },
+        "Weierstrass": {
+          "final loss": 1.1437006745152756,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6026745017566613,
+          "average distance to final point": 0.12688442344020917,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.044856963222305986,
+          "lucky jump": 0.020388089488368417,
+          "min movement": 0.09654524018486021
+        }
+      }
+    },
+    "scionlight": {
+      "error_rates": {
+        "Ackley": 1.467006440691488,
+        "Cross-in-Tray": 0.8763898037370004,
+        "Drop-Wave": 4.672508662518013,
+        "EggHolder": 2.438390477552916,
+        "Gramacy & Lee 2D": 1.8552262526134067,
+        "Griewank": 0.7519156900140376,
+        "Langermann": 2.174646343550477,
+        "Langermann 2": 2.279335908254956,
+        "Lévy": 2.6068326050454598,
+        "Lévy 13": 1.011657654144002,
+        "MixedMichalewiczSphere": 0.7231188299043331,
+        "Rastrigin": 0.9147777514013428,
+        "Rosenbrock": 1.4042000940828057,
+        "Schaffer 2": 2.4394752941902533,
+        "Schaffer 4": 1.4700915573761555,
+        "SchwefelSin": 2.7660369697605858,
+        "Shubert": 1.6684136684852322,
+        "Styblinski-Tang": 2.237058864908009,
+        "Weierstrass": 1.2418947970655179
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.200509661037232,
+        "Cross-in-Tray": 0.4381949018685002,
+        "Drop-Wave": 7.008762993777019,
+        "EggHolder": 1.9507123820423329,
+        "Gramacy & Lee 2D": 4.638065631533516,
+        "Griewank": 1.1278735350210565,
+        "Langermann": 2.174646343550477,
+        "Langermann 2": 1.8234687266039646,
+        "Lévy": 2.6068326050454598,
+        "Lévy 13": 1.5174864812160032,
+        "MixedMichalewiczSphere": 1.0846782448564996,
+        "Rastrigin": 1.372166627102014,
+        "Rosenbrock": 1.4042000940828057,
+        "Schaffer 2": 4.391055529542456,
+        "Schaffer 4": 2.64616480327708,
+        "SchwefelSin": 2.2128295758084686,
+        "Shubert": 1.6684136684852322,
+        "Styblinski-Tang": 2.6844706378896106,
+        "Weierstrass": 2.4837895941310357
+      },
+      "avg_error_rate": 1.84205145606821,
+      "weighted_avg_error_rate": 2.391280107203724,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.6714863794574136,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.13535730613057662,
+          "average distance to final point": 0.24634614003623906,
+          "convergence": 0.2804211119693833,
+          "oscillation": 0.1333955030978753
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.09023439168480846,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.05382979532734398,
+          "average distance to final point": 0.2622128431866614,
+          "convergence": 0.3273250413439195,
+          "oscillation": 0.14278773219426716
+        },
+        "Drop-Wave": {
+          "final loss": 1.7318283435931647,
+          "boundary violation": 0.04963682947185412,
+          "final position out-of-bounds": 0.9005590471875484,
+          "final distance to global minimum": 1.071483265970228,
+          "average distance to final point": 0.0759522930713354,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.20004034180795105,
+          "min movement": 0.29344744206576
+        },
+        "EggHolder": {
+          "final loss": 1.1850685116351762,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.46500284454670876,
+          "average distance to final point": 0.12878865681401602,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.23001182885734733,
+          "lucky jump": 0.03968367607478906,
+          "min movement": 0.0402738602747072
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.44849656317275266,
+          "boundary violation": 0.018433832936355414,
+          "final distance to global minimum": 0.6760876086782386,
+          "average distance to final point": 0.27996455323630814,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0826825952395807
+        },
+        "Griewank": {
+          "final loss": 0.08642264370996801,
+          "boundary violation": 0.012725663273619247,
+          "final distance to global minimum": 0.1760048042445744,
+          "average distance to final point": 0.1841997983124316,
+          "convergence": 0.21191273581018458,
+          "oscillation": 0.0806500446632598
+        },
+        "Langermann": {
+          "final loss": 1.01182551717752,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.40171212931240713,
+          "average distance to final point": 0.18251643366480594,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.18903578072867838,
+          "min movement": 0.03999538331689435
+        },
+        "Langermann 2": {
+          "final loss": 0.8926293455612041,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6616728449465826,
+          "average distance to final point": 0.12127624949686897,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.161399286554091,
+          "min movement": 0.09279708234603783
+        },
+        "Lévy": {
+          "final loss": 0.6495587616838921,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.996444075046956,
+          "average distance to final point": 0.07433360302227278,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.19554929921479977,
+          "min movement": 0.34138576672736776
+        },
+        "Lévy 13": {
+          "final loss": 0.09619218203795567,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.28848913491369527,
+          "average distance to final point": 0.2279240893762204,
+          "convergence": 0.25367482796947577,
+          "oscillation": 0.14537741984665517
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.09897074277237598,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.06971584622732287,
+          "average distance to final point": 0.1915409816588562,
+          "convergence": 0.22078133401995112,
+          "oscillation": 0.14210992522582688
+        },
+        "Rastrigin": {
+          "final loss": 0.1754372972404983,
+          "boundary violation": 0.006142750233176899,
+          "final distance to global minimum": 0.09402279361337183,
+          "average distance to final point": 0.2286771200333938,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06093669093073061
+        },
+        "Rosenbrock": {
+          "final loss": 0.018908825565526664,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5986263748371531,
+          "average distance to final point": 0.2968834555095188,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.14022033882043589
+        },
+        "Schaffer 2": {
+          "final loss": 0.9599291635143632,
+          "boundary violation": 0.003559389937481767,
+          "final distance to global minimum": 0.6670871289746564,
+          "average distance to final point": 0.23086518547785237,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.11932551666345123,
+          "min movement": 0.10914781027227757
+        },
+        "Schaffer 4": {
+          "final loss": 0.3886359657412475,
+          "boundary violation": 0.07469964701774663,
+          "final distance to global minimum": 0.2967705534879147,
+          "average distance to final point": 0.17235904472962532,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.18806524704945013
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843291489611119,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0993074689670044,
+          "average distance to final point": 0.06288342189878347,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03959027110243623,
+          "min movement": 0.3303655594810789
+        },
+        "Shubert": {
+          "final loss": 0.9542078467954586,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.11289550460471395,
+          "average distance to final point": 0.11398705843179446,
+          "convergence": 0.19368529694616646,
+          "oscillation": 0.14713948767726676,
+          "min movement": 0.1464984740298324
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31895688618170887,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.195285525907498,
+          "average distance to final point": 0.07269850668516284,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07324741072644861,
+          "min movement": 0.2273094360570192
+        },
+        "Weierstrass": {
+          "final loss": 0.3825384333776673,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1543929003538573,
+          "average distance to final point": 0.26548270109135735,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08991966289246478
+        }
+      }
+    },
+    "adamc": {
+      "error_rates": {
+        "Ackley": 0.9582551913141049,
+        "Cross-in-Tray": 2.146238989764356,
+        "Drop-Wave": 2.726750869619829,
+        "EggHolder": 2.503810435618747,
+        "Gramacy & Lee 2D": 1.8022005836053119,
+        "Griewank": 0.6165540358612723,
+        "Langermann": 1.4541012062514427,
+        "Langermann 2": 2.763334466060464,
+        "Lévy": 1.9325349737115163,
+        "Lévy 13": 0.36184188480263635,
+        "MixedMichalewiczSphere": 0.33392370559797524,
+        "Rastrigin": 1.0202525468775125,
+        "Rosenbrock": 1.4352195627561697,
+        "Schaffer 2": 0.899274636796798,
+        "Schaffer 4": 1.6146011273628675,
+        "SchwefelSin": 2.660810161289844,
+        "Shubert": 0.4203272502411963,
+        "Styblinski-Tang": 2.050543637941362,
+        "Weierstrass": 0.8717006708299951
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.4373827869711573,
+        "Cross-in-Tray": 1.073119494882178,
+        "Drop-Wave": 4.090126304429743,
+        "EggHolder": 2.0030483484949975,
+        "Gramacy & Lee 2D": 4.50550145901328,
+        "Griewank": 0.9248310537919084,
+        "Langermann": 1.4541012062514427,
+        "Langermann 2": 2.2106675728483713,
+        "Lévy": 1.9325349737115163,
+        "Lévy 13": 0.5427628272039545,
+        "MixedMichalewiczSphere": 0.5008855583969629,
+        "Rastrigin": 1.530378820316269,
+        "Rosenbrock": 1.4352195627561697,
+        "Schaffer 2": 1.6186943462342365,
+        "Schaffer 4": 2.9062820292531617,
+        "SchwefelSin": 2.128648129031875,
+        "Shubert": 0.4203272502411963,
+        "Styblinski-Tang": 2.4606523655296346,
+        "Weierstrass": 1.7434013416599903
+      },
+      "avg_error_rate": 1.5038039966475474,
+      "weighted_avg_error_rate": 1.837819233211476,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.3910655230652453,
+          "boundary violation": 0.010850316682351159,
+          "final distance to global minimum": 0.24637203579228592,
+          "average distance to final point": 0.12506124991024387,
+          "convergence": 0.13743389549865445,
+          "oscillation": 0.04747217036532423
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.1141611528265762,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5173432394881828,
+          "average distance to final point": 0.14989282946148527,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00935587496109533,
+          "min movement": 0.005924793676845391
+        },
+        "Drop-Wave": {
+          "final loss": 0.9831924246007235,
+          "boundary violation": 0.4663115962327986,
+          "final distance to global minimum": 0.42177860795029765,
+          "average distance to final point": 0.15765900226937496,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04514856010618948,
+          "lucky jump": 0.30042882431508794,
+          "min movement": 0.0026707547951857987
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.777860904780578,
+          "average distance to final point": 0.04390845201716218,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010772403538297778,
+          "min movement": 0.2820528002733325
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5052437816072423,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7823214558830924,
+          "average distance to final point": 0.07798281773946661,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.026061816026068226,
+          "lucky jump": 0.06045747707030122,
+          "min movement": 0.0005721359289698739
+        },
+        "Griewank": {
+          "final loss": 0.09689577665373451,
+          "boundary violation": 0.0003770785505373869,
+          "final distance to global minimum": 0.14246394006810478,
+          "average distance to final point": 0.19939439942562998,
+          "convergence": 0.1716215392943304,
+          "oscillation": 0.0058013018689352085
+        },
+        "Langermann": {
+          "final loss": 0.09962237244662944,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.43317396167169736,
+          "average distance to final point": 0.08970515681168552,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02838082540623491,
+          "lucky jump": 0.4536577905650242
+        },
+        "Langermann 2": {
+          "final loss": 0.9917419400753383,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0589846493865545,
+          "average distance to final point": 0.04814720329606267,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024339866145376754,
+          "min movement": 0.2905597078069605
+        },
+        "Lévy": {
+          "final loss": 0.336296838892931,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636281136754542,
+          "average distance to final point": 0.10372585974042053,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0058379146936429985,
+          "lucky jump": 0.2734851473588963
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.033347521653647745,
+          "average distance to final point": 0.1141628660347034,
+          "convergence": 0.18534122937640485,
+          "oscillation": 0.028990267737880406
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 9.188590420456652e-5,
+          "final distance to global minimum": 0.02355704257743271,
+          "average distance to final point": 0.11701497850718279,
+          "convergence": 0.18104754549331284,
+          "oscillation": 0.012212253115842326
+        },
+        "Rastrigin": {
+          "final loss": 0.1641435380327279,
+          "boundary violation": 0.00594053806506791,
+          "final distance to global minimum": 0.35998499240214454,
+          "average distance to final point": 0.11352865381796327,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02709372520943774
+        },
+        "Rosenbrock": {
+          "final loss": 0.030390933748252785,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.792680435288333,
+          "average distance to final point": 0.26258709436941285,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.09058987560767426,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.14299136691687792,
+          "average distance to final point": 0.3123448623758638,
+          "convergence": 0.32839702379469493,
+          "oscillation": 0.0249515081016871
+        },
+        "Schaffer 4": {
+          "final loss": 0.5573930092842118,
+          "boundary violation": 0.16848640479099763,
+          "final distance to global minimum": 0.18518736586038556,
+          "average distance to final point": 0.3343064777539114,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.019666770323189964
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843263403433406,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992232222694887,
+          "average distance to final point": 0.03403911949471752,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0010750205447968284,
+          "min movement": 0.29258535928732904
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08613066116668007,
+          "average distance to final point": 0.0395492452030134,
+          "convergence": 0.06986856066195289,
+          "oscillation": 0.01840988565243692,
+          "min movement": 0.20636889755711302
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.318333303822127,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031542150761716,
+          "average distance to final point": 0.06929968401842793,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0025861535495979335,
+          "min movement": 0.10760918212486664
+        },
+        "Weierstrass": {
+          "final loss": 0.0898446687639334,
+          "boundary violation": 0.03841203557499716,
+          "final distance to global minimum": 0.09419749777571942,
+          "average distance to final point": 0.28717141307185073,
+          "convergence": 0.34700139527261553,
+          "oscillation": 0.015073660370878888
+        }
+      }
+    },
+    "galore": {
+      "error_rates": {
+        "Ackley": 1.126485062038058,
+        "Cross-in-Tray": 1.8762846001104132,
+        "Drop-Wave": 2.004937913101334,
+        "EggHolder": 2.503932967742829,
+        "Gramacy & Lee 2D": 1.8041249680820821,
+        "Griewank": 0.6061944921085831,
+        "Langermann": 1.4543064070561955,
+        "Langermann 2": 2.897547022002996,
+        "Lévy": 1.9325381171508926,
+        "Lévy 13": 0.3206468009235327,
+        "MixedMichalewiczSphere": 0.37186702867035015,
+        "Rastrigin": 1.0338742983971008,
+        "Rosenbrock": 1.4352220575422159,
+        "Schaffer 2": 0.9494266262367831,
+        "Schaffer 4": 1.7144245380594043,
+        "SchwefelSin": 2.6606714536446647,
+        "Shubert": 0.4177750973700876,
+        "Styblinski-Tang": 2.0511405822525974,
+        "Weierstrass": 1.4913207970218079
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.689727593057087,
+        "Cross-in-Tray": 0.9381423000552066,
+        "Drop-Wave": 3.007406869652001,
+        "EggHolder": 2.0031463741942632,
+        "Gramacy & Lee 2D": 4.510312420205206,
+        "Griewank": 0.9092917381628747,
+        "Langermann": 1.4543064070561955,
+        "Langermann 2": 2.318037617602397,
+        "Lévy": 1.9325381171508926,
+        "Lévy 13": 0.48097020138529906,
+        "MixedMichalewiczSphere": 0.5578005430055253,
+        "Rastrigin": 1.5508114475956511,
+        "Rosenbrock": 1.4352220575422159,
+        "Schaffer 2": 1.7089679272262095,
+        "Schaffer 4": 3.0859641685069277,
+        "SchwefelSin": 2.1285371629157317,
+        "Shubert": 0.4177750973700876,
+        "Styblinski-Tang": 2.461368698703117,
+        "Weierstrass": 2.9826415940436157
+      },
+      "avg_error_rate": 1.5080379383953646,
+      "weighted_avg_error_rate": 1.8722614913384474,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.39106430538942816,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24634297872154004,
+          "average distance to final point": 0.10650414369823422,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03301253487868428
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.9506117283073351,
+          "boundary violation": 0.00010268446940945108,
+          "final distance to global minimum": 0.4235907745917021,
+          "average distance to final point": 0.12284426535518653,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007667522925418504,
+          "min movement": 0.02190652511119022
+        },
+        "Drop-Wave": {
+          "final loss": 0.9831933536193459,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.42177046292590314,
+          "average distance to final point": 0.097486682776867,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03935501876067748,
+          "lucky jump": 0.10478482627686656,
+          "min movement": 0.008786469391502889
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778620743796204,
+          "average distance to final point": 0.04390109955778166,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010918249573689257,
+          "min movement": 0.28203566922236056
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5052455144283983,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7823481139175301,
+          "average distance to final point": 0.07706401224748613,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02579477014282794,
+          "lucky jump": 0.06337609054467311,
+          "min movement": 0.0007353674509950071
+        },
+        "Griewank": {
+          "final loss": 0.08477409912102188,
+          "boundary violation": 0.005482891623870225,
+          "final distance to global minimum": 0.11558120318553279,
+          "average distance to final point": 0.1501346536073927,
+          "convergence": 0.22980943922860553,
+          "oscillation": 0.02041220534216005
+        },
+        "Langermann": {
+          "final loss": 0.09963049790687026,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4331344042310155,
+          "average distance to final point": 0.07968498974857074,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04243923512572792,
+          "lucky jump": 0.44985618069383987
+        },
+        "Langermann 2": {
+          "final loss": 1.066511311878821,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.104195650211857,
+          "average distance to final point": 0.05407146673565404,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01366478723531003,
+          "min movement": 0.3095427065911825
+        },
+        "Lévy": {
+          "final loss": 0.336296838892931,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636281666496937,
+          "average distance to final point": 0.10413545828412335,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005656713703152864,
+          "lucky jump": 0.27325984027082034
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.03186591049947956,
+          "average distance to final point": 0.10238858008150356,
+          "convergence": 0.15317045977915544,
+          "oscillation": 0.0332218505633941
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0009721166721612933,
+          "final distance to global minimum": 0.01748260372756542,
+          "average distance to final point": 0.12339632666152918,
+          "convergence": 0.2095273049389239,
+          "oscillation": 0.02048867667017035
+        },
+        "Rastrigin": {
+          "final loss": 0.16414675910222562,
+          "boundary violation": 0.014575157498839027,
+          "final distance to global minimum": 0.35993463834811784,
+          "average distance to final point": 0.11722551152821352,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02843113256953343
+        },
+        "Rosenbrock": {
+          "final loss": 0.030392231371255414,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7926883573427963,
+          "average distance to final point": 0.262580369477993,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.09335644806170705,
+          "boundary violation": 0.046032774580741474,
+          "final distance to global minimum": 0.14840503548261383,
+          "average distance to final point": 0.2928060024927761,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.019265266268773475
+        },
+        "Schaffer 4": {
+          "final loss": 0.46412649835548675,
+          "boundary violation": 0.10147855541751852,
+          "final distance to global minimum": 0.4507796376442521,
+          "average distance to final point": 0.32359514287916347,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024883604412812194
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843263403433406,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992229800604278,
+          "average distance to final point": 0.03404725152151642,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0009356937367005919,
+          "min movement": 0.292578088632508
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08612912261993431,
+          "average distance to final point": 0.04131547081799455,
+          "convergence": 0.06986856066195289,
+          "oscillation": 0.018211892738520485,
+          "min movement": 0.20225005053168538
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183333283312961,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031553232490237,
+          "average distance to final point": 0.06928456709789123,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0030228537150873806,
+          "min movement": 0.10778341050912768
+        },
+        "Weierstrass": {
+          "final loss": 0.6186649994415999,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2595038534819325,
+          "average distance to final point": 0.2538661920725541,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.009724652675550092
+        }
+      }
+    },
+    "conda": {
+      "error_rates": {
+        "Ackley": 1.7308835681680979,
+        "Cross-in-Tray": 2.4353466485100443,
+        "Drop-Wave": 1.2555913707914022,
+        "EggHolder": 2.5038491343736213,
+        "Gramacy & Lee 2D": 1.8047792985753521,
+        "Griewank": 0.5590340579451867,
+        "Langermann": 1.3082686182454855,
+        "Langermann 2": 2.76688866300441,
+        "Lévy": 1.932368337011516,
+        "Lévy 13": 0.3959496488588955,
+        "MixedMichalewiczSphere": 0.3261308527797976,
+        "Rastrigin": 1.1209893317778226,
+        "Rosenbrock": 1.4362038726312327,
+        "Schaffer 2": 1.0815851910799121,
+        "Schaffer 4": 0.5241975599349377,
+        "SchwefelSin": 2.6608032910604624,
+        "Shubert": 0.4144788599365017,
+        "Styblinski-Tang": 2.050619736747642,
+        "Weierstrass": 1.0214597957185527
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.596325352252147,
+        "Cross-in-Tray": 1.2176733242550222,
+        "Drop-Wave": 1.8833870561871033,
+        "EggHolder": 2.003079307498897,
+        "Gramacy & Lee 2D": 4.51194824643838,
+        "Griewank": 0.83855108691778,
+        "Langermann": 1.3082686182454855,
+        "Langermann 2": 2.213510930403528,
+        "Lévy": 1.932368337011516,
+        "Lévy 13": 0.5939244732883433,
+        "MixedMichalewiczSphere": 0.4891962791696964,
+        "Rastrigin": 1.6814839976667337,
+        "Rosenbrock": 1.4362038726312327,
+        "Schaffer 2": 1.9468533439438418,
+        "Schaffer 4": 0.9435556078828878,
+        "SchwefelSin": 2.12864263284837,
+        "Shubert": 0.4144788599365017,
+        "Styblinski-Tang": 2.4607436840971704,
+        "Weierstrass": 2.0429195914371054
+      },
+      "avg_error_rate": 1.4383909387974143,
+      "weighted_avg_error_rate": 1.718058663269039,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.3911292582110047,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.24662727012925945,
+          "average distance to final point": 0.11185458624842344,
+          "convergence": 0.21333333333333335,
+          "oscillation": 0.04693658976935401,
+          "lucky jump": 0.7210025304767226
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.2348644882970166,
+          "boundary violation": 0.00012114022730936187,
+          "final distance to global minimum": 0.5884597081195071,
+          "average distance to final point": 0.08773503723225204,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.009754599571254694,
+          "min movement": 0.16485057571253303
+        },
+        "Drop-Wave": {
+          "final loss": 0.3533914977754477,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.23178747887135875,
+          "average distance to final point": 0.1167192404502475,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04488217067756069,
+          "lucky jump": 0.1592498836666163
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778616845133893,
+          "average distance to final point": 0.043902602514924234,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010828787062378076,
+          "min movement": 0.28204018527355385
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5052430639730457,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7823370170979945,
+          "average distance to final point": 0.07699357791000079,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.026670550728544597,
+          "lucky jump": 0.06309312361841339,
+          "min movement": 0.0008808658971819113
+        },
+        "Griewank": {
+          "final loss": 0.01029850788877296,
+          "boundary violation": 0.0059526521394525885,
+          "final distance to global minimum": 0.10124782336219636,
+          "average distance to final point": 0.1871633714933067,
+          "convergence": 0.23508902300206647,
+          "oscillation": 0.019282680059391613
+        },
+        "Langermann": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.02265868506261532,
+          "average distance to final point": 0.07871869643673951,
+          "convergence": 0.16053030094297244,
+          "oscillation": 0.031445696294635936,
+          "lucky jump": 1.0149152395085224
+        },
+        "Langermann 2": {
+          "final loss": 1.0004665315611199,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.068423090294357,
+          "average distance to final point": 0.05697101393001726,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020873187115878208,
+          "min movement": 0.2705937407528659
+        },
+        "Lévy": {
+          "final loss": 0.3362968506433311,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636286434177655,
+          "average distance to final point": 0.10471614739813315,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0055464505113450215,
+          "lucky jump": 0.2726191456907701
+        },
+        "Lévy 13": {
+          "final loss": 0.0014291678099121932,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.04521147128966688,
+          "average distance to final point": 0.11612195469591037,
+          "convergence": 0.2095273049389239,
+          "oscillation": 0.023659750124482178
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 9.257812057696492e-5,
+          "final distance to global minimum": 0.02398249775219839,
+          "average distance to final point": 0.1115845368000059,
+          "convergence": 0.1788678902115595,
+          "oscillation": 0.011603349895456886
+        },
+        "Rastrigin": {
+          "final loss": 0.1641439545079597,
+          "boundary violation": 0.09274252190326832,
+          "final distance to global minimum": 0.3599660732515849,
+          "average distance to final point": 0.12811475975974673,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.026460923005091515
+        },
+        "Rosenbrock": {
+          "final loss": 0.030632963595801505,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7941670058604332,
+          "average distance to final point": 0.2618428038248268,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.05071283259774179,
+          "boundary violation": 0.25380115316135377,
+          "final distance to global minimum": 0.10244287609832425,
+          "average distance to final point": 0.32336371719125245,
+          "convergence": 0.33079926090079154,
+          "oscillation": 0.020465351130448475
+        },
+        "Schaffer 4": {
+          "final loss": 0.0,
+          "boundary violation": 0.138267207743179,
+          "final distance to global minimum": 0.0840992963753506,
+          "average distance to final point": 0.14072453286988362,
+          "convergence": 0.15342072171661128,
+          "oscillation": 0.007685801229913141
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992206790729622,
+          "average distance to final point": 0.03448240775652872,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2932128138115009
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08606714641260564,
+          "average distance to final point": 0.0417062214248138,
+          "convergence": 0.06986856066195289,
+          "oscillation": 0.015552880961879605,
+          "min movement": 0.20128405047524978
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183333283312961,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031541264223213,
+          "average distance to final point": 0.06930062247727292,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.002642917896669903,
+          "lucky jump": 2.9301929574509692e-5,
+          "min movement": 0.10759834034033616
+        },
+        "Weierstrass": {
+          "final loss": 0.2903703083594588,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.14319251896651466,
+          "average distance to final point": 0.21693228020685784,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02140358883555013
+        }
+      }
+    },
+    "sgd": {
+      "error_rates": {
+        "Ackley": 1.0830667559831837,
+        "Cross-in-Tray": 3.8068689973029617,
+        "Drop-Wave": 3.3557805397879275,
+        "EggHolder": 1.559631446317249,
+        "Gramacy & Lee 2D": 1.9374984877826833,
+        "Griewank": 0.6991232364185869,
+        "Langermann": 2.804402318065839,
+        "Langermann 2": 2.7382296472641925,
+        "Lévy": 0.3378355705319495,
+        "Lévy 13": 0.6125288835184252,
+        "MixedMichalewiczSphere": 0.2733344288707793,
+        "Rastrigin": 0.69075733826247,
+        "Rosenbrock": 0.4802816779331159,
+        "Schaffer 2": 2.923017924227012,
+        "Schaffer 4": 2.61710645384118,
+        "SchwefelSin": 2.023310265535161,
+        "Shubert": 2.4624049974066193,
+        "Styblinski-Tang": 0.5512062922552262,
+        "Weierstrass": 1.64902763962682
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.6246001339747755,
+        "Cross-in-Tray": 1.9034344986514808,
+        "Drop-Wave": 5.033670809681891,
+        "EggHolder": 1.2477051570537991,
+        "Gramacy & Lee 2D": 4.843746219456708,
+        "Griewank": 1.0486848546278802,
+        "Langermann": 2.804402318065839,
+        "Langermann 2": 2.190583717811354,
+        "Lévy": 0.3378355705319495,
+        "Lévy 13": 0.9187933252776377,
+        "MixedMichalewiczSphere": 0.41000164330616895,
+        "Rastrigin": 1.036136007393705,
+        "Rosenbrock": 0.4802816779331159,
+        "Schaffer 2": 5.261432263608622,
+        "Schaffer 4": 4.710791616914124,
+        "SchwefelSin": 1.6186482124281287,
+        "Shubert": 2.4624049974066193,
+        "Styblinski-Tang": 0.6614475507062715,
+        "Weierstrass": 3.29805527925364
+      },
+      "avg_error_rate": 1.7160743632069149,
+      "weighted_avg_error_rate": 2.2048766238991426,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.37952373217820123,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0931549631993225,
+          "average distance to final point": 0.2438142894670162,
+          "convergence": 0.2923281572999748,
+          "oscillation": 0.07424561383866893
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.651111761617043,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9889401601964934,
+          "average distance to final point": 0.058880801283971794,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024849769545391625,
+          "lucky jump": 0.42198524150287875,
+          "min movement": 0.31154016380701177
+        },
+        "Drop-Wave": {
+          "final loss": 1.6840062022422504,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8506663010241511,
+          "average distance to final point": 0.05550873917329723,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10187025797944962,
+          "min movement": 0.3141679400186076
+        },
+        "EggHolder": {
+          "final loss": 0.6171421904149192,
+          "boundary violation": 0.022160159209675245,
+          "final distance to global minimum": 0.3052769462918776,
+          "average distance to final point": 0.2544897911276199,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011001259922985576
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5122239189329884,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9058339635459306,
+          "average distance to final point": 0.11586243908612855,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0540170668674647
+        },
+        "Griewank": {
+          "final loss": 0.05230715889452595,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1812503190198435,
+          "average distance to final point": 0.20779372302445517,
+          "convergence": 0.2491340034577409,
+          "oscillation": 0.008638032022021347
+        },
+        "Langermann": {
+          "final loss": 1.0764661942442306,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8919328369107863,
+          "average distance to final point": 0.1089959328422101,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10732995977730579,
+          "lucky jump": 0.03346457893728405,
+          "min movement": 0.23665171600385082
+        },
+        "Langermann 2": {
+          "final loss": 1.0101485862666375,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0055118479557479,
+          "average distance to final point": 0.1335867856448915,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06523392334112016,
+          "min movement": 0.17418740470562386
+        },
+        "Lévy": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.018030753721593778,
+          "average distance to final point": 0.13416040298080384,
+          "convergence": 0.18104754549331284,
+          "oscillation": 0.004596868336239055
+        },
+        "Lévy 13": {
+          "final loss": 0.019957524480130592,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.13454505000504663,
+          "average distance to final point": 0.17366599847134018,
+          "convergence": 0.27585197052569754,
+          "oscillation": 0.008508340036210163
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.022007159490914273,
+          "average distance to final point": 0.10351809695295673,
+          "convergence": 0.12893894858448918,
+          "oscillation": 0.018870223842419084
+        },
+        "Rastrigin": {
+          "final loss": 0.1369802638566176,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08231622098123506,
+          "average distance to final point": 0.14277530314013154,
+          "convergence": 0.218939015319192,
+          "oscillation": 0.10974653496529377
+        },
+        "Rosenbrock": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.047834159340582376,
+          "average distance to final point": 0.17697122331860296,
+          "convergence": 0.24346796178676874,
+          "oscillation": 0.01200833348716179
+        },
+        "Schaffer 2": {
+          "final loss": 1.126535346180101,
+          "boundary violation": 0.016084964015579736,
+          "final distance to global minimum": 0.9935381095870621,
+          "average distance to final point": 0.12487508627309396,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02756229558045814,
+          "min movement": 0.28486102324054635
+        },
+        "Schaffer 4": {
+          "final loss": 0.829640534350182,
+          "boundary violation": 0.004297515599514427,
+          "final distance to global minimum": 0.9784405824186042,
+          "average distance to final point": 0.11408185301998265,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.048632181075746544,
+          "min movement": 0.29245268802697877
+        },
+        "SchwefelSin": {
+          "final loss": 0.8177555299926815,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6688176118140884,
+          "average distance to final point": 0.17595807229714336,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011217952081076574
+        },
+        "Shubert": {
+          "final loss": 1.0893570368140328,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4524670192896735,
+          "average distance to final point": 0.07903057694032352,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08988165927660273,
+          "lucky jump": 0.1995678448259981,
+          "min movement": 0.20253976090981782
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.006623844414873898,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.06018322126483009,
+          "average distance to final point": 0.19388589918849933,
+          "convergence": 0.2804211119693833,
+          "oscillation": 0.010092215417639615
+        },
+        "Weierstrass": {
+          "final loss": 0.6494139288667854,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3459875706635911,
+          "average distance to final point": 0.26324704135156973,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0408179993947025
+        }
+      }
+    },
+    "adamg": {
+      "error_rates": {
+        "Ackley": 8.603940830615706,
+        "Cross-in-Tray": 10.90401685448827,
+        "Drop-Wave": 10.073134010137068,
+        "EggHolder": 5.485382288794433,
+        "Gramacy & Lee 2D": 2.2075479589560847,
+        "Griewank": 11.232851548461891,
+        "Langermann": 9.954951735068818,
+        "Langermann 2": 9.895155142460474,
+        "Lévy": 4.468916463242339,
+        "Lévy 13": 1.9339129808324522,
+        "MixedMichalewiczSphere": 10.604915794412324,
+        "Rastrigin": 9.464617418424066,
+        "Rosenbrock": 1.7830715635960779,
+        "Schaffer 2": 2.539977368138649,
+        "Schaffer 4": 2.555801595323181,
+        "SchwefelSin": 2.7141097539807224,
+        "Shubert": 8.286968416623868,
+        "Styblinski-Tang": 2.151776600157349,
+        "Weierstrass": 2.1746286150847167
+      },
+      "weighted_error_rates": {
+        "Ackley": 12.905911245923559,
+        "Cross-in-Tray": 5.452008427244135,
+        "Drop-Wave": 15.109701015205601,
+        "EggHolder": 4.388305831035547,
+        "Gramacy & Lee 2D": 5.5188698973902115,
+        "Griewank": 16.849277322692835,
+        "Langermann": 9.954951735068818,
+        "Langermann 2": 7.91612411396838,
+        "Lévy": 4.468916463242339,
+        "Lévy 13": 2.9008694712486784,
+        "MixedMichalewiczSphere": 15.907373691618487,
+        "Rastrigin": 14.196926127636099,
+        "Rosenbrock": 1.7830715635960779,
+        "Schaffer 2": 4.571959262649568,
+        "Schaffer 4": 4.600442871581726,
+        "SchwefelSin": 2.171287803184578,
+        "Shubert": 8.286968416623868,
+        "Styblinski-Tang": 2.582131920188819,
+        "Weierstrass": 4.349257230169433
+      },
+      "avg_error_rate": 6.1597724704630785,
+      "weighted_avg_error_rate": 7.57443970580362,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.3415388901717036,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9740998018547579,
+          "average distance to final point": 0.06936438056974906,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.40719237632539207,
+          "final proximity": 5.462184282343932
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.6057554076298988,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9218813166914763,
+          "average distance to final point": 0.02665353760404703,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.430225872122084,
+          "final proximity": 7.569939621090594
+        },
+        "Drop-Wave": {
+          "final loss": 1.7055195227361222,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9873259541396315,
+          "average distance to final point": 0.04875856786838103,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0007577835978235228,
+          "min movement": 0.41965166300426027,
+          "final proximity": 6.5615594194406786
+        },
+        "EggHolder": {
+          "final loss": 1.0749837134239506,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7602497794349038,
+          "average distance to final point": 0.10033606973750056,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.001461688521195408,
+          "min movement": 0.372812555599634,
+          "final proximity": 2.825977382727078
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5492277507859914,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0561215917957223,
+          "average distance to final point": 0.08341252608001476,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01060352068120477,
+          "min movement": 0.15862147026298015
+        },
+        "Griewank": {
+          "final loss": 1.2733612421153528,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.003768166600535,
+          "average distance to final point": 0.004106324479566143,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0003550873069157495,
+          "min movement": 0.4358927686160527,
+          "final proximity": 8.165806859993298
+        },
+        "Langermann": {
+          "final loss": 1.0542585327004539,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9383879354210221,
+          "average distance to final point": 0.030711314591984656,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.4259570299330566,
+          "final proximity": 7.15607582307213
+        },
+        "Langermann 2": {
+          "final loss": 1.0082538901646947,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0575917572517781,
+          "average distance to final point": 0.03616025613816037,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.4245373567872897,
+          "final proximity": 7.019050782768381
+        },
+        "Lévy": {
+          "final loss": 0.44589848156656897,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0170615640913123,
+          "average distance to final point": 0.07560222017479272,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3641351589233946,
+          "final proximity": 2.216657939136099
+        },
+        "Lévy 13": {
+          "final loss": 0.5386024089963222,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8214784358210743,
+          "average distance to final point": 0.22427103666488463,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 1.2464822739438488,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9173814649299697,
+          "average distance to final point": 0.03045254345345171,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.4308324533141983,
+          "final proximity": 7.630205959420685
+        },
+        "Rastrigin": {
+          "final loss": 1.1424985078309868,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9717548512070255,
+          "average distance to final point": 0.04077975766065049,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.41934515130882655,
+          "final proximity": 6.540678051066406
+        },
+        "Rosenbrock": {
+          "final loss": 0.047081490322503125,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9920110125917673,
+          "average distance to final point": 0.13659864025375792,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.25781932107787836
+        },
+        "Schaffer 2": {
+          "final loss": 1.2728765252766043,
+          "boundary violation": 0.023452525790370098,
+          "final distance to global minimum": 0.5827721872390298,
+          "average distance to final point": 0.29794819116014737,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01336683932232563
+        },
+        "Schaffer 4": {
+          "final loss": 0.8155816865463005,
+          "boundary violation": 0.004595897767133035,
+          "final distance to global minimum": 0.9975718180948474,
+          "average distance to final point": 0.08059081082980692,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005722274834469982,
+          "min movement": 0.30217800790045196
+        },
+        "SchwefelSin": {
+          "final loss": 0.8844390752653117,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0996261389031614,
+          "average distance to final point": 0.06498943228070644,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3154940081813716
+        },
+        "Shubert": {
+          "final loss": 1.0896479108132398,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4900894482554038,
+          "average distance to final point": 0.0599704347803261,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.4121131369401504,
+          "final proximity": 5.885586386484576
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3184049991823691,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2025953203887978,
+          "average distance to final point": 0.0840477183990277,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.19716746283698347
+        },
+        "Weierstrass": {
+          "final loss": 0.8167706059794839,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6755091201799757,
+          "average distance to final point": 0.2709944228173405,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005805247064235753,
+          "min movement": 0.055988119693509295
+        }
+      }
+    },
+    "lbfgs": {
+      "error_rates": {
+        "Ackley": 2.758323181262872,
+        "Cross-in-Tray": 4.823477514718947,
+        "Drop-Wave": 4.166572122351743,
+        "EggHolder": 2.980333660500581,
+        "Gramacy & Lee 2D": 2.386088315060532,
+        "Griewank": 2.149407460221775,
+        "Langermann": 2.4290076811554573,
+        "Langermann 2": 2.9305197086940877,
+        "Lévy": 4.413177733726159,
+        "Lévy 13": 1.876886909922519,
+        "MixedMichalewiczSphere": 2.4906055580361492,
+        "Rastrigin": 2.1844886475249234,
+        "Rosenbrock": 0.36279310360436945,
+        "Schaffer 2": 1.3028420808229852,
+        "Schaffer 4": 1.632478046422921,
+        "SchwefelSin": 2.7865435816949446,
+        "Shubert": 2.0170525212628054,
+        "Styblinski-Tang": 2.1326992959298785,
+        "Weierstrass": 2.7980818490741632
+      },
+      "weighted_error_rates": {
+        "Ackley": 4.137484771894308,
+        "Cross-in-Tray": 2.4117387573594735,
+        "Drop-Wave": 6.249858183527615,
+        "EggHolder": 2.3842669284004647,
+        "Gramacy & Lee 2D": 5.9652207876513295,
+        "Griewank": 3.2241111903326622,
+        "Langermann": 2.4290076811554573,
+        "Langermann 2": 2.34441576695527,
+        "Lévy": 4.413177733726159,
+        "Lévy 13": 2.8153303648837786,
+        "MixedMichalewiczSphere": 3.735908337054224,
+        "Rastrigin": 3.276732971287385,
+        "Rosenbrock": 0.36279310360436945,
+        "Schaffer 2": 2.3451157454813734,
+        "Schaffer 4": 2.9384604835612578,
+        "SchwefelSin": 2.2292348653559557,
+        "Shubert": 2.0170525212628054,
+        "Styblinski-Tang": 2.559239155115854,
+        "Weierstrass": 5.5961636981483265
+      },
+      "avg_error_rate": 2.5590199458940956,
+      "weighted_avg_error_rate": 3.2334375287767405,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.2309247804913088,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8737249124960874,
+          "average distance to final point": 0.02670367172179432,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0012783255072095023,
+          "min movement": 0.2761303916963015
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.6591678876863274,
+          "boundary violation": 0.005222179581082353,
+          "final position out-of-bounds": 1.3354630192087127,
+          "final distance to global minimum": 1.0026947364226282,
+          "average distance to final point": 0.015929749443769514,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.009406252539608273,
+          "lucky jump": 0.10531290925264514,
+          "min movement": 0.340719681234003
+        },
+        "Drop-Wave": {
+          "final loss": 1.646950050040142,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8424740554973569,
+          "average distance to final point": 0.01321621066941473,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.9879583718389905,
+          "min movement": 0.3264123349556677
+        },
+        "EggHolder": {
+          "final loss": 1.1377886712101832,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8187961813956385,
+          "average distance to final point": 0.01750025172694762,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0018904528836336536,
+          "lucky jump": 0.3294916720347374,
+          "min movement": 0.32530533189926863
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5708374660618031,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0657054502948045,
+          "average distance to final point": 0.07223368850610186,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.08980369784043682,
+          "min movement": 0.23794691300721446
+        },
+        "Griewank": {
+          "final loss": 0.7966507505295422,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7964500198682187,
+          "average distance to final point": 0.03844473379688928,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00485631120158154,
+          "min movement": 0.16344454547537207
+        },
+        "Langermann": {
+          "final loss": 0.9632953947230894,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8134729854418237,
+          "average distance to final point": 0.02219834340827168,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0045094959133155236,
+          "min movement": 0.27597036231878574
+        },
+        "Langermann 2": {
+          "final loss": 1.0953610902264719,
+          "boundary violation": 2.0051785095659588e-6,
+          "final distance to global minimum": 1.155345638476895,
+          "average distance to final point": 0.025519072971957695,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006567331788493873,
+          "min movement": 0.29816347070158805
+        },
+        "Lévy": {
+          "final loss": 0.3458594477362659,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8778068782964399,
+          "average distance to final point": 0.0430805131698511,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 2.6058607457388416,
+          "min movement": 0.19100904943458888
+        },
+        "Lévy 13": {
+          "final loss": 0.5662273658929541,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8340229151442866,
+          "average distance to final point": 0.06784561819583365,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.0021813017416812282,
+          "min movement": 0.05704860959759228
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 1.0199125829348819,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7905250042667311,
+          "average distance to final point": 0.03492224945624778,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007933486444742063,
+          "min movement": 0.2877511355833747
+        },
+        "Rastrigin": {
+          "final loss": 0.760824750027845,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7940227381752036,
+          "average distance to final point": 0.03965105651757836,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008286876077718686,
+          "min movement": 0.2321421273764068
+        },
+        "Rosenbrock": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.05060318536726723,
+          "average distance to final point": 0.1546899182371022,
+          "convergence": 0.15750000000000003,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.49411333121527223,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.3971600278093113,
+          "average distance to final point": 0.06200762244823039,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 4": {
+          "final loss": 0.6240195370489482,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5843946881349189,
+          "average distance to final point": 0.03148553899209668,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0011562095635785342,
+          "min movement": 0.04186097333320762
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843323024908154,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0991076853892368,
+          "average distance to final point": 0.1204220973703455,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3331203970943759
+        },
+        "Shubert": {
+          "final loss": 0.9749551849684842,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.36400776469496354,
+          "average distance to final point": 0.0399658414385054,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004567066104501913,
+          "min movement": 0.2839955647061792
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031475217012553,
+          "average distance to final point": 0.02689571884691533,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.23476172573692594
+        },
+        "Weierstrass": {
+          "final loss": 1.1841160038424288,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.855117901538881,
+          "average distance to final point": 0.029237283276274555,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.004019172613403617,
+          "lucky jump": 0.11193956874349204,
+          "min movement": 0.26409081970951215
+        }
+      }
+    },
+    "adammini": {
+      "error_rates": {
+        "Ackley": 0.555534683178363,
+        "Cross-in-Tray": 2.561326087931134,
+        "Drop-Wave": 2.05786552632491,
+        "EggHolder": 2.4959047480286194,
+        "Gramacy & Lee 2D": 1.76567820807611,
+        "Griewank": 0.5716042432793084,
+        "Langermann": 1.72384838464675,
+        "Langermann 2": 2.9634521637426747,
+        "Lévy": 2.4620954931894397,
+        "Lévy 13": 1.2335261464462683,
+        "MixedMichalewiczSphere": 0.37135372091844326,
+        "Rastrigin": 0.31980806465851513,
+        "Rosenbrock": 1.4865004847487078,
+        "Schaffer 2": 1.1475376842847513,
+        "Schaffer 4": 0.9911218819661661,
+        "SchwefelSin": 2.6741712400021878,
+        "Shubert": 0.3591640566560445,
+        "Styblinski-Tang": 2.0448479362047634,
+        "Weierstrass": 1.2968190757772369
+      },
+      "weighted_error_rates": {
+        "Ackley": 0.8333020247675444,
+        "Cross-in-Tray": 1.280663043965567,
+        "Drop-Wave": 3.0867982894873647,
+        "EggHolder": 1.9967237984228956,
+        "Gramacy & Lee 2D": 4.414195520190275,
+        "Griewank": 0.8574063649189625,
+        "Langermann": 1.72384838464675,
+        "Langermann 2": 2.37076173099414,
+        "Lévy": 2.4620954931894397,
+        "Lévy 13": 1.8502892196694025,
+        "MixedMichalewiczSphere": 0.5570305813776649,
+        "Rastrigin": 0.47971209698777273,
+        "Rosenbrock": 1.4865004847487078,
+        "Schaffer 2": 2.0655678317125523,
+        "Schaffer 4": 1.784019387539099,
+        "SchwefelSin": 2.13933699200175,
+        "Shubert": 0.3591640566560445,
+        "Styblinski-Tang": 2.453817523445716,
+        "Weierstrass": 2.5936381515544737
+      },
+      "avg_error_rate": 1.5306399910558102,
+      "weighted_avg_error_rate": 1.8313089987513749,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.1609631868806884,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.05662918302679834,
+          "average distance to final point": 0.12660240338988812,
+          "convergence": 0.16760892959528875,
+          "oscillation": 0.04373098028569934
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.366858926057815,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6874824937508976,
+          "average distance to final point": 0.08074797900808563,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008938047036223265,
+          "min movement": 0.06773754272794077
+        },
+        "Drop-Wave": {
+          "final loss": 0.9851527970542279,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4206877378753955,
+          "average distance to final point": 0.08836851415246655,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05468840917928786,
+          "lucky jump": 0.10969770238329693,
+          "min movement": 0.04970926633006442
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778563130112441,
+          "average distance to final point": 0.03655754844485245,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010506638307753072,
+          "min movement": 0.2817683732553931
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.46525532581177015,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7584623811011937,
+          "average distance to final point": 0.08000256813312161,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.034130341261151526,
+          "lucky jump": 0.0782664924187018
+        },
+        "Griewank": {
+          "final loss": 0.041359653747469395,
+          "boundary violation": 1.7272855710502748e-5,
+          "final distance to global minimum": 0.07515740953169237,
+          "average distance to final point": 0.19131553070541635,
+          "convergence": 0.24662878474779204,
+          "oscillation": 0.01712559169122774
+        },
+        "Langermann": {
+          "final loss": 0.6597396360184419,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5641633788057864,
+          "average distance to final point": 0.065987261736221,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02040997671813896,
+          "min movement": 0.06398703201799065
+        },
+        "Langermann 2": {
+          "final loss": 1.0918924972360846,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1449235393182655,
+          "average distance to final point": 0.041470445146192775,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011854324097508423,
+          "min movement": 0.3237502585944527
+        },
+        "Lévy": {
+          "final loss": 0.3074074329532855,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8173664892229718,
+          "average distance to final point": 0.12025726214972186,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00817905760197675,
+          "lucky jump": 0.8593241519113125
+        },
+        "Lévy 13": {
+          "final loss": 0.1566112878040896,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4119554784685022,
+          "average distance to final point": 0.20458615382423784,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006858411147905037,
+          "lucky jump": 0.10395371585136227
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0031351648856450193,
+          "final distance to global minimum": 0.021004222032550455,
+          "average distance to final point": 0.12953245501595056,
+          "convergence": 0.20370764377348985,
+          "oscillation": 0.013974235210807382
+        },
+        "Rastrigin": {
+          "final loss": 0.0007562938209180697,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.006043326174972813,
+          "average distance to final point": 0.09463005013450063,
+          "convergence": 0.13743389549865445,
+          "oscillation": 0.032571158446942666,
+          "lucky jump": 0.04837334058252651
+        },
+        "Rosenbrock": {
+          "final loss": 0.0363403080316754,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8349067923277197,
+          "average distance to final point": 0.21031040730831477,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0006220013607393673,
+          "min movement": 0.05475987637008716
+        },
+        "Schaffer 2": {
+          "final loss": 0.07265610012218564,
+          "boundary violation": 0.40626129074620293,
+          "final distance to global minimum": 0.14350400484226408,
+          "average distance to final point": 0.16065068740724614,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014904501816681416
+        },
+        "Schaffer 4": {
+          "final loss": 0.03368486047453652,
+          "boundary violation": 0.3737216911406465,
+          "final distance to global minimum": 0.13440207152005737,
+          "average distance to final point": 0.2048461300094908,
+          "convergence": 0.22279333322666325,
+          "oscillation": 0.02167379559477168
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992214460690628,
+          "average distance to final point": 0.03581886125915763,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0035148616657610546,
+          "min movement": 0.30172868058873586
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07937883836652916,
+          "average distance to final point": 0.11210355402510626,
+          "convergence": 0.1318244397400685,
+          "oscillation": 0.03585722452434058
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.318333303822127,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2030463209145452,
+          "average distance to final point": 0.06848979547256757,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.1054174166453523
+        },
+        "Weierstrass": {
+          "final loss": 0.44907968936745063,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.300209351314897,
+          "average distance to final point": 0.1861980267481221,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011770908996595822
+        }
+      }
+    },
+    "lion": {
+      "error_rates": {
+        "Ackley": 1.7538376579980015,
+        "Cross-in-Tray": 1.7701859536036864,
+        "Drop-Wave": 1.9822012676799083,
+        "EggHolder": 2.425746713222053,
+        "Gramacy & Lee 2D": 2.0907225985865328,
+        "Griewank": 0.6181835105414828,
+        "Langermann": 2.4360841408145038,
+        "Langermann 2": 3.0385655223170085,
+        "Lévy": 1.721736637601646,
+        "Lévy 13": 0.5867192043088616,
+        "MixedMichalewiczSphere": 2.2304250739240277,
+        "Rastrigin": 1.2153282495732776,
+        "Rosenbrock": 0.7203901258676048,
+        "Schaffer 2": 1.6403709998763116,
+        "Schaffer 4": 1.4367388012790665,
+        "SchwefelSin": 2.148362040224018,
+        "Shubert": 2.0362456047471955,
+        "Styblinski-Tang": 0.5358905807073167,
+        "Weierstrass": 1.5437391750048777
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.630756486997002,
+        "Cross-in-Tray": 0.8850929768018432,
+        "Drop-Wave": 2.9733019015198625,
+        "EggHolder": 1.9405973705776427,
+        "Gramacy & Lee 2D": 5.226806496466332,
+        "Griewank": 0.9272752658122242,
+        "Langermann": 2.4360841408145038,
+        "Langermann 2": 2.430852417853607,
+        "Lévy": 1.721736637601646,
+        "Lévy 13": 0.8800788064632924,
+        "MixedMichalewiczSphere": 3.3456376108860413,
+        "Rastrigin": 1.8229923743599163,
+        "Rosenbrock": 0.7203901258676048,
+        "Schaffer 2": 2.952667799777361,
+        "Schaffer 4": 2.5861298423023196,
+        "SchwefelSin": 1.7186896321792144,
+        "Shubert": 2.0362456047471955,
+        "Styblinski-Tang": 0.64306869684878,
+        "Weierstrass": 3.0874783500097553
+      },
+      "avg_error_rate": 1.6806038872567044,
+      "weighted_avg_error_rate": 2.156099080941376,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.732644872075486,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.20305190872019702,
+          "average distance to final point": 0.33521230459060763,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13336747326153955
+        },
+        "Cross-in-Tray": {
+          "final loss": 0.9702490149422646,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.1755957862296968,
+          "average distance to final point": 0.15669868489064215,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.11808136819091163
+        },
+        "Drop-Wave": {
+          "final loss": 0.7241862914139705,
+          "boundary violation": 0.0909238429396998,
+          "final distance to global minimum": 0.3409587642994168,
+          "average distance to final point": 0.3267554389869214,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1498158306897285
+        },
+        "EggHolder": {
+          "final loss": 0.9610998725278839,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7014086285653781,
+          "average distance to final point": 0.21595521746336604,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13481729351344515,
+          "min movement": 0.06290460180180912
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5347029536727562,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9476613730802593,
+          "average distance to final point": 0.23423043739227842,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.007028939819412133,
+          "min movement": 0.017537795271655488
+        },
+        "Griewank": {
+          "final loss": 0.09491793877095778,
+          "boundary violation": 0.0007750713294848693,
+          "final distance to global minimum": 0.19398962890984794,
+          "average distance to final point": 0.15285213500721237,
+          "convergence": 0.15379544965281847,
+          "oscillation": 0.02185328687116138
+        },
+        "Langermann": {
+          "final loss": 1.2219677691608015,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.48980846954465024,
+          "average distance to final point": 0.14161537072164257,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13473181702953793,
+          "min movement": 0.09839961500770036
+        },
+        "Langermann 2": {
+          "final loss": 1.0934088210705575,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0840386447902715,
+          "average distance to final point": 0.08091264068127617,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10957956651858042,
+          "min movement": 0.3210647499061514
+        },
+        "Lévy": {
+          "final loss": 0.08545515295748217,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2055695012575439,
+          "average distance to final point": 0.23551109781300308,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.19981623253955338,
+          "lucky jump": 0.6458235536838923
+        },
+        "Lévy 13": {
+          "final loss": 0.056635604349363475,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.11757074786094009,
+          "average distance to final point": 0.17378522790130663,
+          "convergence": 0.11991449828236961,
+          "oscillation": 0.11881312591488186
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.7523828012529461,
+          "boundary violation": 0.01581387586128233,
+          "final distance to global minimum": 0.7534256742070202,
+          "average distance to final point": 0.23436069779296212,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.12488092545964548
+        },
+        "Rastrigin": {
+          "final loss": 0.35696234614157796,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.13835883706725763,
+          "average distance to final point": 0.22437203513662632,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.14607393187764459
+        },
+        "Rosenbrock": {
+          "final loss": 0.006145082805192475,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.06625400583323443,
+          "average distance to final point": 0.28438046553200924,
+          "convergence": 0.32799534447019263,
+          "oscillation": 0.035615227226975944
+        },
+        "Schaffer 2": {
+          "final loss": 0.455511326724938,
+          "boundary violation": 0.00928754624875988,
+          "final distance to global minimum": 0.3744823768583876,
+          "average distance to final point": 0.26870829992332124,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.18282035077073386
+        },
+        "Schaffer 4": {
+          "final loss": 0.4724605871607359,
+          "boundary violation": 0.004074683524313192,
+          "final distance to global minimum": 0.45576914852491834,
+          "average distance to final point": 0.20181575594132337,
+          "convergence": 0.12389708621146318,
+          "oscillation": 0.1787215399163125
+        },
+        "SchwefelSin": {
+          "final loss": 0.6526394524827427,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5618105102259462,
+          "average distance to final point": 0.28987012112628713,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.21622606981776482,
+          "lucky jump": 0.07825478722110589
+        },
+        "Shubert": {
+          "final loss": 0.9699014343349843,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2564600120658807,
+          "average distance to final point": 0.11605970898577002,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.12024379403946325,
+          "min movement": 0.22401955597092602
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.03562333728173474,
+          "average distance to final point": 0.19669480764108893,
+          "convergence": 0.22078133401995112,
+          "oscillation": 0.0827911017645418
+        },
+        "Weierstrass": {
+          "final loss": 0.632094427835785,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.26023836264008715,
+          "average distance to final point": 0.1103950433961107,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1914502417827237
+        }
+      }
+    },
+    "adamod": {
+      "error_rates": {
+        "Ackley": 8.775765760226342,
+        "Cross-in-Tray": 10.91810341746849,
+        "Drop-Wave": 10.171602250606067,
+        "EggHolder": 5.654950097022929,
+        "Gramacy & Lee 2D": 2.3307338198440033,
+        "Griewank": 11.234614886118038,
+        "Langermann": 9.977741077902703,
+        "Langermann 2": 9.930936202191369,
+        "Lévy": 4.623243261350757,
+        "Lévy 13": 2.031873584636626,
+        "MixedMichalewiczSphere": 10.63919419999721,
+        "Rastrigin": 9.503562689329511,
+        "Rosenbrock": 1.7827136052636845,
+        "Schaffer 2": 2.627891635186578,
+        "Schaffer 4": 2.421688712791029,
+        "SchwefelSin": 2.73743511431753,
+        "Shubert": 8.386050327129906,
+        "Styblinski-Tang": 2.217611523764081,
+        "Weierstrass": 2.9720843635464407
+      },
+      "weighted_error_rates": {
+        "Ackley": 13.163648640339513,
+        "Cross-in-Tray": 5.459051708734245,
+        "Drop-Wave": 15.257403375909101,
+        "EggHolder": 4.5239600776183435,
+        "Gramacy & Lee 2D": 5.826834549610008,
+        "Griewank": 16.851922329177057,
+        "Langermann": 9.977741077902703,
+        "Langermann 2": 7.9447489617530955,
+        "Lévy": 4.623243261350757,
+        "Lévy 13": 3.0478103769549385,
+        "MixedMichalewiczSphere": 15.958791299995815,
+        "Rastrigin": 14.255344033994266,
+        "Rosenbrock": 1.7827136052636845,
+        "Schaffer 2": 4.73020494333584,
+        "Schaffer 4": 4.359039683023852,
+        "SchwefelSin": 2.189948091454024,
+        "Shubert": 8.386050327129906,
+        "Styblinski-Tang": 2.6611338285168973,
+        "Weierstrass": 5.944168727092881
+      },
+      "avg_error_rate": 6.259884027825963,
+      "weighted_avg_error_rate": 7.733882047324049,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.329086073306325,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9742934615551576,
+          "average distance to final point": 0.02766013000997669,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0018655792017268976,
+          "min movement": 0.4012607491578121,
+          "final proximity": 5.692038667645172
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.6057434435808602,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9217199843612295,
+          "average distance to final point": 0.01375803045233339,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00047185374837237047,
+          "min movement": 0.4281790696949399,
+          "final proximity": 7.598669936280583
+        },
+        "Drop-Wave": {
+          "final loss": 1.7045085260507171,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9858300311033066,
+          "average distance to final point": 0.020248160549392987,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005229907448578076,
+          "min movement": 0.4144937965054309,
+          "final proximity": 6.691730729598471
+        },
+        "EggHolder": {
+          "final loss": 1.0723716827797753,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7630186888177176,
+          "average distance to final point": 0.10565835631916999,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.37532059188526834,
+          "final proximity": 2.989019677870826
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5636571708274432,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.096089374259788,
+          "average distance to final point": 0.103050810444946,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00846256797831737,
+          "min movement": 0.20991279698333776
+        },
+        "Griewank": {
+          "final loss": 1.2733612421153528,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0037658931093016,
+          "average distance to final point": 0.005734906988577125,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00032658014401225306,
+          "min movement": 0.4359150225886149,
+          "final proximity": 8.165950141822007
+        },
+        "Langermann": {
+          "final loss": 1.0542561614766683,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9385119291149465,
+          "average distance to final point": 0.034240099219802825,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.42617452509124343,
+          "final proximity": 7.174997263649871
+        },
+        "Langermann 2": {
+          "final loss": 1.0078846288119307,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.057538154484544,
+          "average distance to final point": 0.019889586311814075,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0027177820529313574,
+          "min movement": 0.41869254902509834,
+          "final proximity": 7.074652402154879
+        },
+        "Lévy": {
+          "final loss": 0.44427827775976014,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.019522591807572,
+          "average distance to final point": 0.0612520801234853,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3650002364076135,
+          "final proximity": 2.3836289759021545
+        },
+        "Lévy 13": {
+          "final loss": 0.5573367923789828,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8293693853003528,
+          "average distance to final point": 0.2554924583069548,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.04011384930016412
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 1.2461577821286463,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9169580007496134,
+          "average distance to final point": 0.011678218828678909,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0017772971920916641,
+          "min movement": 0.4289685580243493,
+          "final proximity": 7.684093243723659
+        },
+        "Rastrigin": {
+          "final loss": 1.1422797336523565,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9716016772766611,
+          "average distance to final point": 0.022309437794728174,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.41527137270641923,
+          "final proximity": 6.602539368549175
+        },
+        "Rosenbrock": {
+          "final loss": 0.04502465035966029,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9511950335478372,
+          "average distance to final point": 0.20330881805290138,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.23362400395311433
+        },
+        "Schaffer 2": {
+          "final loss": 1.0778090174675912,
+          "boundary violation": 0.028389548570114727,
+          "final distance to global minimum": 0.7518577194016554,
+          "average distance to final point": 0.21750284570049255,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01616526956413332,
+          "min movement": 0.18660613513241978
+        },
+        "Schaffer 4": {
+          "final loss": 0.8551873743048519,
+          "boundary violation": 0.0023567892523027032,
+          "final distance to global minimum": 0.7785856383470946,
+          "average distance to final point": 0.20082867272841365,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.017088933611393655,
+          "min movement": 0.2180802051968009
+        },
+        "SchwefelSin": {
+          "final loss": 0.884327375097846,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992724305001218,
+          "average distance to final point": 0.07675434816412756,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3275198612052639
+        },
+        "Shubert": {
+          "final loss": 1.0885217409087462,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5049270712106823,
+          "average distance to final point": 0.02458566716610767,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005329104696746223,
+          "min movement": 0.4010424305468797,
+          "final proximity": 6.012083213250573
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833335284046377,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.203205234823221,
+          "average distance to final point": 0.11331562384133666,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.23319621290888862
+        },
+        "Weierstrass": {
+          "final loss": 1.227322013788851,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9346556844128433,
+          "average distance to final point": 0.1275427135678164,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.003973948994383216,
+          "min movement": 0.32902890343237556
+        }
+      }
+    },
+    "madgrad": {
+      "error_rates": {
+        "Ackley": 1.072631966965679,
+        "Cross-in-Tray": 5.127023718953782,
+        "Drop-Wave": 2.7983701863110078,
+        "EggHolder": 7.699502981748221,
+        "Gramacy & Lee 2D": 1.9971817260406026,
+        "Griewank": 0.6907618073423266,
+        "Langermann": 2.5619430671635985,
+        "Langermann 2": 2.0454193494836503,
+        "Lévy": 4.570329929046681,
+        "Lévy 13": 0.3144605834466024,
+        "MixedMichalewiczSphere": 0.34115225475829547,
+        "Rastrigin": 1.8291535231571867,
+        "Rosenbrock": 0.7378762826385523,
+        "Schaffer 2": 0.5220013209405977,
+        "Schaffer 4": 2.5799586692406278,
+        "SchwefelSin": 2.67606753911438,
+        "Shubert": 1.8600691455720528,
+        "Styblinski-Tang": 2.0417479488951136,
+        "Weierstrass": 0.9122217040733525
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.6089479504485185,
+        "Cross-in-Tray": 2.563511859476891,
+        "Drop-Wave": 4.197555279466512,
+        "EggHolder": 6.1596023853985775,
+        "Gramacy & Lee 2D": 4.992954315101507,
+        "Griewank": 1.03614271101349,
+        "Langermann": 2.5619430671635985,
+        "Langermann 2": 1.6363354795869203,
+        "Lévy": 4.570329929046681,
+        "Lévy 13": 0.4716908751699036,
+        "MixedMichalewiczSphere": 0.5117283821374432,
+        "Rastrigin": 2.74373028473578,
+        "Rosenbrock": 0.7378762826385523,
+        "Schaffer 2": 0.9396023776930759,
+        "Schaffer 4": 4.6439256046331305,
+        "SchwefelSin": 2.140854031291504,
+        "Shubert": 1.8600691455720528,
+        "Styblinski-Tang": 2.4500975386741364,
+        "Weierstrass": 1.824443408146705
+      },
+      "avg_error_rate": 2.230414405520648,
+      "weighted_avg_error_rate": 2.5079653109155253,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.3350614019689807,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08628822057577465,
+          "average distance to final point": 0.25655272521753586,
+          "convergence": 0.34571618351663724,
+          "oscillation": 0.04901343568675068
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.6600307508031917,
+          "boundary violation": 0.02092164768469619,
+          "final position out-of-bounds": 1.5865274125800184,
+          "final distance to global minimum": 1.0051781368495623,
+          "average distance to final point": 0.1329893708491883,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04613194085982484,
+          "min movement": 0.3256833599771296
+        },
+        "Drop-Wave": {
+          "final loss": 1.5031860896744917,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6170729567477576,
+          "average distance to final point": 0.13319312030243094,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10051013911616441,
+          "lucky jump": 0.012460693620418108,
+          "min movement": 0.08238608749957396
+        },
+        "EggHolder": {
+          "final loss": 1.1674484526153246,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8783725653160785,
+          "average distance to final point": 0.029972650873157137,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008858531908368668,
+          "min movement": 0.3871816806509756,
+          "final proximity": 4.878108001034146
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5399646939289272,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9053021299764575,
+          "average distance to final point": 0.1235441240410102,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07880967874403645
+        },
+        "Griewank": {
+          "final loss": 0.017250595924608935,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.06905001237837169,
+          "average distance to final point": 0.27749011276677676,
+          "convergence": 0.30422155147483443,
+          "oscillation": 0.022749534797734748
+        },
+        "Langermann": {
+          "final loss": 0.8272587698877025,
+          "boundary violation": 0.002724841010333725,
+          "final distance to global minimum": 0.7551607188538476,
+          "average distance to final point": 0.2078861684622814,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0780971642663422,
+          "lucky jump": 0.3412543053329196
+        },
+        "Langermann 2": {
+          "final loss": 0.8973474981977828,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.56106600096772,
+          "average distance to final point": 0.12768902429289225,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09053102022576617,
+          "min movement": 0.01922470644931783
+        },
+        "Lévy": {
+          "final loss": 0.4442751568753279,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0196068914481446,
+          "average distance to final point": 0.0323627189946179,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.011067569254627211,
+          "min movement": 0.32383871540250014,
+          "final proximity": 2.3896177777212912
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.02623397063748327,
+          "average distance to final point": 0.1338257494042657,
+          "convergence": 0.11991449828236961,
+          "oscillation": 0.03448636512248384
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.022072610169491302,
+          "average distance to final point": 0.11032409132663669,
+          "convergence": 0.16053030094297244,
+          "oscillation": 0.04822525231919504
+        },
+        "Rastrigin": {
+          "final loss": 0.42517163133359737,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4548470496842064,
+          "average distance to final point": 0.2780165342454809,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07825883399684552,
+          "lucky jump": 0.24329837454688527
+        },
+        "Rosenbrock": {
+          "final loss": 0.000669118840225491,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.16361357969691612,
+          "average distance to final point": 0.2218907341134742,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0018690771537212335,
+          "lucky jump": 0.0002726734840440465
+        },
+        "Schaffer 2": {
+          "final loss": 0.0006188488722195729,
+          "boundary violation": 0.2503013644315154,
+          "final distance to global minimum": 0.013255115094883821,
+          "average distance to final point": 0.12033697929691797,
+          "convergence": 0.13096471756643202,
+          "oscillation": 0.006524295678628848
+        },
+        "Schaffer 4": {
+          "final loss": 0.8197786353636184,
+          "boundary violation": 0.011828674376280802,
+          "final distance to global minimum": 0.9787296921203374,
+          "average distance to final point": 0.11863772533759179,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.012633244254882318,
+          "min movement": 0.28878959843774593
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992233433740086,
+          "average distance to final point": 0.04150886160064946,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.30144794372025113
+        },
+        "Shubert": {
+          "final loss": 1.0773609619546807,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.47088724154384237,
+          "average distance to final point": 0.1434919486747589,
+          "convergence": 0.1102359072622532,
+          "oscillation": 0.0403590194852002,
+          "min movement": 0.01773406665131762
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031408283076521,
+          "average distance to final point": 0.06550915611222967,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01190823568908171,
+          "lucky jump": 0.0004579289177234882,
+          "min movement": 0.09283747022364455
+        },
+        "Weierstrass": {
+          "final loss": 0.12206772311959244,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.12506912473665902,
+          "average distance to final point": 0.3022998963561463,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01322386051078352
+        }
+      }
+    },
+    "adamp": {
+      "error_rates": {
+        "Ackley": 1.9620328845207549,
+        "Cross-in-Tray": 2.4537518881920066,
+        "Drop-Wave": 2.0792710473744114,
+        "EggHolder": 2.503784499088359,
+        "Gramacy & Lee 2D": 1.8021824508913542,
+        "Griewank": 0.537744725151529,
+        "Langermann": 1.4558718241587891,
+        "Langermann 2": 2.636603711639634,
+        "Lévy": 1.9325404267076305,
+        "Lévy 13": 0.3148842951350461,
+        "MixedMichalewiczSphere": 0.31678103951655046,
+        "Rastrigin": 1.0266891502679458,
+        "Rosenbrock": 1.435219521108242,
+        "Schaffer 2": 0.946691403431396,
+        "Schaffer 4": 0.5920189818061822,
+        "SchwefelSin": 2.6608116089960303,
+        "Shubert": 0.3866907726687136,
+        "Styblinski-Tang": 2.050543981930507,
+        "Weierstrass": 1.1490773224082929
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.943049326781132,
+        "Cross-in-Tray": 1.2268759440960033,
+        "Drop-Wave": 3.118906571061617,
+        "EggHolder": 2.003027599270687,
+        "Gramacy & Lee 2D": 4.505456127228386,
+        "Griewank": 0.8066170877272936,
+        "Langermann": 1.4558718241587891,
+        "Langermann 2": 2.1092829693117072,
+        "Lévy": 1.9325404267076305,
+        "Lévy 13": 0.4723264427025692,
+        "MixedMichalewiczSphere": 0.4751715592748257,
+        "Rastrigin": 1.5400337254019187,
+        "Rosenbrock": 1.435219521108242,
+        "Schaffer 2": 1.704044526176513,
+        "Schaffer 4": 1.065634167251128,
+        "SchwefelSin": 2.1286492871968243,
+        "Shubert": 0.3866907726687136,
+        "Styblinski-Tang": 2.460652778316608,
+        "Weierstrass": 2.2981546448165857
+      },
+      "avg_error_rate": 1.4864837649996514,
+      "weighted_avg_error_rate": 1.7930634369082723,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.8399905469132176,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5486334120594609,
+          "average distance to final point": 0.08753763375090741,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03284983870993192,
+          "min movement": 0.10346035373706566
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.312317497245114,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6467249873992389,
+          "average distance to final point": 0.1317793388653788,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01336896533210388
+        },
+        "Drop-Wave": {
+          "final loss": 0.9831925175026073,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4218487469276207,
+          "average distance to final point": 0.11376780518763492,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04581810507790732,
+          "lucky jump": 0.16508277332846966
+        },
+        "EggHolder": {
+          "final loss": 1.039654775659205,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7778611213730724,
+          "average distance to final point": 0.04390666458793593,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.010751904008646224,
+          "min movement": 0.28204893410932835
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5052438166137706,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7823210307107036,
+          "average distance to final point": 0.07798342315826104,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.026051147407614734,
+          "lucky jump": 0.060458979142700126,
+          "min movement": 0.000562954508132661
+        },
+        "Griewank": {
+          "final loss": 0.09413882728286123,
+          "boundary violation": 0.0003979314290631869,
+          "final distance to global minimum": 0.043289360741464354,
+          "average distance to final point": 0.18390044085411164,
+          "convergence": 0.2046871739500468,
+          "oscillation": 0.011330990893981764
+        },
+        "Langermann": {
+          "final loss": 0.09962192055801215,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.433185623696479,
+          "average distance to final point": 0.07872913314519778,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.042016915374382326,
+          "lucky jump": 0.4527571320345465
+        },
+        "Langermann 2": {
+          "final loss": 0.8894434275957044,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0207321693630977,
+          "average distance to final point": 0.06519918776749418,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020641310795989753,
+          "min movement": 0.2910265167671765
+        },
+        "Lévy": {
+          "final loss": 0.336296838892931,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8636281666496937,
+          "average distance to final point": 0.10372309765589571,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.005844544961163065,
+          "lucky jump": 0.2734866791977758
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.029848445763385245,
+          "average distance to final point": 0.09942603497685451,
+          "convergence": 0.15565730307524658,
+          "oscillation": 0.029952511319559786
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 9.934961245183016e-5,
+          "final distance to global minimum": 0.02263272668408293,
+          "average distance to final point": 0.11037228110057092,
+          "convergence": 0.1721882050744341,
+          "oscillation": 0.01148847704501066
+        },
+        "Rastrigin": {
+          "final loss": 0.16414387015861934,
+          "boundary violation": 0.011405958088707153,
+          "final distance to global minimum": 0.3600856728540413,
+          "average distance to final point": 0.11361588305707493,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.027876666759331866
+        },
+        "Rosenbrock": {
+          "final loss": 0.030390919540404016,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7926803358480211,
+          "average distance to final point": 0.2625871663696456,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.07467928037672483,
+          "boundary violation": 0.2142885668916852,
+          "final distance to global minimum": 0.06187840878360933,
+          "average distance to final point": 0.27924240628873864,
+          "convergence": 0.29972393768825295,
+          "oscillation": 0.01687880340238505
+        },
+        "Schaffer 4": {
+          "final loss": 0.0,
+          "boundary violation": 0.03095491832704664,
+          "final distance to global minimum": 0.08408329212347912,
+          "average distance to final point": 0.21018284379705687,
+          "convergence": 0.24587319317591724,
+          "oscillation": 0.02092473438268225
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843263403433406,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0992231819013139,
+          "average distance to final point": 0.034038998434056854,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.001076487674589287,
+          "min movement": 0.2925855012925584
+        },
+        "Shubert": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08632645229973804,
+          "average distance to final point": 0.12300841574287305,
+          "convergence": 0.1401640786499874,
+          "oscillation": 0.037191825976115096
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.318333303822127,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031542150761716,
+          "average distance to final point": 0.06929967183057247,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0025865294749017062,
+          "min movement": 0.10760916237656294
+        },
+        "Weierstrass": {
+          "final loss": 0.506008977462393,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.231108190932639,
+          "average distance to final point": 0.21355608331652123,
+          "convergence": 0.18104754549331284,
+          "oscillation": 0.01735652520342659
+        }
+      }
+    },
+    "mars": {
+      "error_rates": {
+        "Ackley": 8.767045871713574,
+        "Cross-in-Tray": 10.922213520157488,
+        "Drop-Wave": 10.178970701429623,
+        "EggHolder": 9.440542794763193,
+        "Gramacy & Lee 2D": 5.0028629337307855,
+        "Griewank": 11.235945764506242,
+        "Langermann": 10.000351798256167,
+        "Langermann 2": 9.940586468909196,
+        "Lévy": 8.18407789057454,
+        "Lévy 13": 9.161552350205927,
+        "MixedMichalewiczSphere": 10.643064284544593,
+        "Rastrigin": 9.52676778242908,
+        "Rosenbrock": 1.8756243245532087,
+        "Schaffer 2": 11.187328926711062,
+        "Schaffer 4": 10.829912544086625,
+        "SchwefelSin": 10.307765653114924,
+        "Shubert": 8.757286025795981,
+        "Styblinski-Tang": 5.878572700035248,
+        "Weierstrass": 11.535601944553346
+      },
+      "weighted_error_rates": {
+        "Ackley": 13.15056880757036,
+        "Cross-in-Tray": 5.461106760078744,
+        "Drop-Wave": 15.268456052144435,
+        "EggHolder": 7.552434235810555,
+        "Gramacy & Lee 2D": 12.507157334326964,
+        "Griewank": 16.853918646759364,
+        "Langermann": 10.000351798256167,
+        "Langermann 2": 7.952469175127357,
+        "Lévy": 8.18407789057454,
+        "Lévy 13": 13.74232852530889,
+        "MixedMichalewiczSphere": 15.96459642681689,
+        "Rastrigin": 14.290151673643619,
+        "Rosenbrock": 1.8756243245532087,
+        "Schaffer 2": 20.137192068079912,
+        "Schaffer 4": 19.493842579355924,
+        "SchwefelSin": 8.24621252249194,
+        "Shubert": 8.757286025795981,
+        "Styblinski-Tang": 7.054287240042297,
+        "Weierstrass": 23.07120388910669
+      },
+      "avg_error_rate": 9.125056541056358,
+      "weighted_avg_error_rate": 12.08227715662336,
+      "metrics": {
+        "Ackley": {
+          "final loss": 1.3294716033887597,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9742731111939709,
+          "average distance to final point": 0.05227169878583387,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.4094072717440594,
+          "final proximity": 5.652061087250779
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.6057434435808602,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9217209544445797,
+          "average distance to final point": 0.01590488625486661,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0006428619579974892,
+          "min movement": 0.4302672239271712,
+          "final proximity": 7.598373050641841
+        },
+        "Drop-Wave": {
+          "final loss": 1.7045084549698493,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9858133958449841,
+          "average distance to final point": 0.024685460375760308,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0019593259680750113,
+          "min movement": 0.41998753649431475,
+          "final proximity": 6.692455428426468
+        },
+        "EggHolder": {
+          "final loss": 1.2009823497921928,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8173649841094934,
+          "average distance to final point": 0.05035589548309446,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.4201034092807704,
+          "final proximity": 6.6021750567474715
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.6965375806781475,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2041931531194594,
+          "average distance to final point": 0.08442368199714888,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3658475545369952,
+          "final proximity": 2.3022998640488628
+        },
+        "Griewank": {
+          "final loss": 1.273361160849146,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.003766152937012,
+          "average distance to final point": 0.0070069118900077465,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0002685440880596902,
+          "min movement": 0.43605503683499813,
+          "final proximity": 8.165926858556848
+        },
+        "Langermann": {
+          "final loss": 1.054255848295957,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9386455167057295,
+          "average distance to final point": 0.031325549482374496,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0010274571803983513,
+          "min movement": 0.4259515912400061,
+          "final proximity": 7.19958473600153
+        },
+        "Langermann 2": {
+          "final loss": 1.0078848121317883,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0575295420805968,
+          "average distance to final point": 0.026532657716380782,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00029795225887548397,
+          "min movement": 0.42446597071358283,
+          "final proximity": 7.074314434657801
+        },
+        "Lévy": {
+          "final loss": 0.8831353744369593,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0605191657208832,
+          "average distance to final point": 0.05874250075408764,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.40675656292905255,
+          "final proximity": 5.425363187383387
+        },
+        "Lévy 13": {
+          "final loss": 1.0443481411441764,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0731754259166553,
+          "average distance to final point": 0.04895251226739172,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.41600469251936395,
+          "final proximity": 6.229510479008169
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 1.246157617860001,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9169526241851976,
+          "average distance to final point": 0.013897265825155311,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0007452496048479887,
+          "min movement": 0.4308690283017454,
+          "final proximity": 7.684881399417475
+        },
+        "Rastrigin": {
+          "final loss": 1.1422812354114813,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9716028674132225,
+          "average distance to final point": 0.03374074271189521,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0006157520905259319,
+          "min movement": 0.41974561553392825,
+          "final proximity": 6.6092204699178545
+        },
+        "Rosenbrock": {
+          "final loss": 0.04969550073115547,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0514194786583733,
+          "average distance to final point": 0.1293297729249019,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.2956184728886068
+        },
+        "Schaffer 2": {
+          "final loss": 1.127513555123382,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9963721251893436,
+          "average distance to final point": 0.004266589570104614,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0024384772860380935,
+          "min movement": 0.4370915825785406,
+          "final proximity": 8.270085497613483
+        },
+        "Schaffer 4": {
+          "final loss": 0.8143621423257998,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9918199008088754,
+          "average distance to final point": 0.00408541274066544,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.002431847025788158,
+          "min movement": 0.4366628233329128,
+          "final proximity": 8.230989318502413
+        },
+        "SchwefelSin": {
+          "final loss": 1.449613089209543,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1412250626693319,
+          "average distance to final point": 0.03962777006888152,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.4233436450137881,
+          "final proximity": 6.904394986803209
+        },
+        "Shubert": {
+          "final loss": 1.093715060941572,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5009034262243452,
+          "average distance to final point": 0.050304537442754406,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.4172929131653952,
+          "final proximity": 6.345508988671742
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.5711042577113671,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.3427635387539005,
+          "average distance to final point": 0.08297868690024299,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3776242399388452,
+          "final proximity": 3.15454087738072
+        },
+        "Weierstrass": {
+          "final loss": 1.5483940591504008,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0349944802326787,
+          "average distance to final point": 0.008942391827918943,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0007744069394255119,
+          "min movement": 0.4360211008952465,
+          "final proximity": 8.156914406157503
+        }
+      }
+    },
+    "nadam": {
+      "error_rates": {
+        "Ackley": 1.1835862575488534,
+        "Cross-in-Tray": 2.6482278675106308,
+        "Drop-Wave": 2.6985032672543507,
+        "EggHolder": 3.3505017389029867,
+        "Gramacy & Lee 2D": 2.1251170270923256,
+        "Griewank": 0.6136386344374012,
+        "Langermann": 2.114873303834723,
+        "Langermann 2": 2.43611314144569,
+        "Lévy": 2.463673597387569,
+        "Lévy 13": 1.0178499095531424,
+        "MixedMichalewiczSphere": 1.1330261943464985,
+        "Rastrigin": 1.0038463672435676,
+        "Rosenbrock": 1.4493171069589563,
+        "Schaffer 2": 0.7616177823419471,
+        "Schaffer 4": 1.9781581201328327,
+        "SchwefelSin": 2.686649207248471,
+        "Shubert": 1.6386610538061956,
+        "Styblinski-Tang": 2.1226828257466726,
+        "Weierstrass": 1.4846285329488649
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.77537938632328,
+        "Cross-in-Tray": 1.3241139337553154,
+        "Drop-Wave": 4.047754900881526,
+        "EggHolder": 2.6804013911223894,
+        "Gramacy & Lee 2D": 5.312792567730814,
+        "Griewank": 0.9204579516561018,
+        "Langermann": 2.114873303834723,
+        "Langermann 2": 1.9488905131565522,
+        "Lévy": 2.463673597387569,
+        "Lévy 13": 1.5267748643297137,
+        "MixedMichalewiczSphere": 1.6995392915197478,
+        "Rastrigin": 1.5057695508653515,
+        "Rosenbrock": 1.4493171069589563,
+        "Schaffer 2": 1.3709120082155049,
+        "Schaffer 4": 3.560684616239099,
+        "SchwefelSin": 2.149319365798777,
+        "Shubert": 1.6386610538061956,
+        "Styblinski-Tang": 2.547219390896007,
+        "Weierstrass": 2.9692570658977298
+      },
+      "avg_error_rate": 1.8374037860916674,
+      "weighted_avg_error_rate": 2.2634627294934395,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.5119612097506605,
+          "boundary violation": 0.010495285469821744,
+          "final distance to global minimum": 0.11121219362757692,
+          "average distance to final point": 0.23388502500896316,
+          "convergence": 0.2315802455024842,
+          "oscillation": 0.08445229818934703
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.3464350250309494,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6657278514530484,
+          "average distance to final point": 0.05559851263760848,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.006166739050012386,
+          "min movement": 0.22473863998884108
+        },
+        "Drop-Wave": {
+          "final loss": 1.507009399673735,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5498418380590069,
+          "average distance to final point": 0.15576572634302768,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1206804944637362,
+          "lucky jump": 0.01564470936467376
+        },
+        "EggHolder": {
+          "final loss": 1.0655234045768638,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7668400882237421,
+          "average distance to final point": 0.0796190862092688,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.18246940770778772,
+          "lucky jump": 0.6157865705453958,
+          "min movement": 0.29070208228975736
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.5546941354539304,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9261658007010474,
+          "average distance to final point": 0.1312967980842265,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.15014868950243673,
+          "min movement": 0.013250504000513495
+        },
+        "Griewank": {
+          "final loss": 0.07579820152385286,
+          "boundary violation": 9.745694140018279e-6,
+          "final distance to global minimum": 0.10039785174832586,
+          "average distance to final point": 0.19290449805419196,
+          "convergence": 0.18158897370651,
+          "oscillation": 0.06293936371038052
+        },
+        "Langermann": {
+          "final loss": 0.6818168278913906,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.22041894931296316,
+          "average distance to final point": 0.18315961204496056,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.11980284576698588,
+          "lucky jump": 0.5601139694682518
+        },
+        "Langermann 2": {
+          "final loss": 1.0956227198784019,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6085039216348643,
+          "average distance to final point": 0.1714709116804453,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.11089547210830439,
+          "lucky jump": 0.020444908477531398,
+          "min movement": 0.07961410831597149
+        },
+        "Lévy": {
+          "final loss": 0.45631663373990117,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8893111314537269,
+          "average distance to final point": 0.1468447602269327,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.15942153219611924,
+          "lucky jump": 0.2712133006852981,
+          "min movement": 0.1910051397354203
+        },
+        "Lévy 13": {
+          "final loss": 0.08771489133889115,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.30941754509888364,
+          "average distance to final point": 0.12623635018911492,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08108170516579431,
+          "lucky jump": 0.06383831841028714
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.1506024132807797,
+          "boundary violation": 4.684920898064366e-6,
+          "final distance to global minimum": 0.09061633053533735,
+          "average distance to final point": 0.20977331962681645,
+          "convergence": 0.2864233465528645,
+          "oscillation": 0.11156933116157147,
+          "lucky jump": 0.284036768268231
+        },
+        "Rastrigin": {
+          "final loss": 0.3611209128192577,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.13731294497008834,
+          "average distance to final point": 0.1654438864083406,
+          "convergence": 0.22623378867752034,
+          "oscillation": 0.11373483436836054
+        },
+        "Rosenbrock": {
+          "final loss": 0.02706889190809588,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.772362519100486,
+          "average distance to final point": 0.3003245966002031,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.014987760182947804,
+          "boundary violation": 0.07155252394246125,
+          "final distance to global minimum": 0.06414885793552012,
+          "average distance to final point": 0.1915567193903481,
+          "convergence": 0.20173665961010276,
+          "oscillation": 0.04306696664861314,
+          "lucky jump": 0.17456829463195403
+        },
+        "Schaffer 4": {
+          "final loss": 0.0,
+          "boundary violation": 1.131376221982412,
+          "final distance to global minimum": 0.0838373768857366,
+          "average distance to final point": 0.36000235284990967,
+          "convergence": 0.3335851481508624,
+          "oscillation": 0.06935702026391188
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099236785932502,
+          "average distance to final point": 0.02624253075928144,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.3272825001372166
+        },
+        "Shubert": {
+          "final loss": 1.0004899982442266,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.240377285357374,
+          "average distance to final point": 0.06405417283624573,
+          "convergence": 0.06457888653670092,
+          "oscillation": 0.10750648109637256,
+          "min movement": 0.1616542297352756
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.20314189215954,
+          "average distance to final point": 0.037543708456952554,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0003881209099021784,
+          "min movement": 0.21371477457549573
+        },
+        "Weierstrass": {
+          "final loss": 0.5400023051457187,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.2558584999802877,
+          "average distance to final point": 0.28140453004131805,
+          "convergence": 0.34442734995904684,
+          "oscillation": 0.06293584782249362
+        }
+      }
+    },
+    "nero": {
+      "error_rates": {
+        "Ackley": 1.8486570708030508,
+        "Cross-in-Tray": 3.1560883465735006,
+        "Drop-Wave": 3.068421421439276,
+        "EggHolder": 2.5161327617099394,
+        "Gramacy & Lee 2D": 2.2745962661925025,
+        "Griewank": 0.807542446292921,
+        "Langermann": 2.5633928202424934,
+        "Langermann 2": 2.500574377672986,
+        "Lévy": 2.1515624551002914,
+        "Lévy 13": 1.1726803036881253,
+        "MixedMichalewiczSphere": 2.374099975534007,
+        "Rastrigin": 1.535107979193326,
+        "Rosenbrock": 1.6520849386957468,
+        "Schaffer 2": 2.9256115329595005,
+        "Schaffer 4": 2.5998275537132187,
+        "SchwefelSin": 2.688178374809915,
+        "Shubert": 1.7696817774704183,
+        "Styblinski-Tang": 2.1368403506713283,
+        "Weierstrass": 2.234968223451923
+      },
+      "weighted_error_rates": {
+        "Ackley": 2.772985606204576,
+        "Cross-in-Tray": 1.5780441732867503,
+        "Drop-Wave": 4.602632132158915,
+        "EggHolder": 2.0129062093679515,
+        "Gramacy & Lee 2D": 5.686490665481257,
+        "Griewank": 1.2113136694393816,
+        "Langermann": 2.5633928202424934,
+        "Langermann 2": 2.000459502138389,
+        "Lévy": 2.1515624551002914,
+        "Lévy 13": 1.759020455532188,
+        "MixedMichalewiczSphere": 3.561149963301011,
+        "Rastrigin": 2.302661968789989,
+        "Rosenbrock": 1.6520849386957468,
+        "Schaffer 2": 5.266100759327101,
+        "Schaffer 4": 4.679689596683794,
+        "SchwefelSin": 2.150542699847932,
+        "Shubert": 1.7696817774704183,
+        "Styblinski-Tang": 2.5642084208055937,
+        "Weierstrass": 4.469936446903846
+      },
+      "avg_error_rate": 2.209265735590235,
+      "weighted_avg_error_rate": 2.881834961093559,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.855408055892371,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.33310971962006014,
+          "average distance to final point": 0.2187750064729928,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.09180318946745555
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.4972021199480265,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7957933031588313,
+          "average distance to final point": 0.13644048163204395,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04365977860672008,
+          "min movement": 0.3334315638777075
+        },
+        "Drop-Wave": {
+          "final loss": 1.7460413933006844,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.703392247108588,
+          "average distance to final point": 0.10655597449075656,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.11362595309576903,
+          "lucky jump": 0.0017456929719769612,
+          "min movement": 0.047499061121330566
+        },
+        "EggHolder": {
+          "final loss": 1.0470191840142686,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7330166136026229,
+          "average distance to final point": 0.036881926947045895,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.023456554328017538,
+          "min movement": 0.3261973834678133
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.56371358594215,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9674238136190294,
+          "average distance to final point": 0.2605577209632417,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.11636975441137318,
+          "min movement": 0.01697029190653671
+        },
+        "Griewank": {
+          "final loss": 0.09156782662870022,
+          "boundary violation": 4.9190396005721265e-5,
+          "final distance to global minimum": 0.17003097595143668,
+          "average distance to final point": 0.21415185272387194,
+          "convergence": 0.23508902300206647,
+          "oscillation": 0.09665357759084003
+        },
+        "Langermann": {
+          "final loss": 0.9819370687655713,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7757175527566678,
+          "average distance to final point": 0.0768941182555914,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1280774661890964,
+          "min movement": 0.2512055149253955
+        },
+        "Langermann 2": {
+          "final loss": 0.7211604355684709,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9805563002269725,
+          "average distance to final point": 0.07368728689838913,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.13879996646548579,
+          "min movement": 0.2368092891634961
+        },
+        "Lévy": {
+          "final loss": 0.40439762469703766,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9515130195887013,
+          "average distance to final point": 0.11050071345163343,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05213893988383412,
+          "min movement": 0.28345105812891397
+        },
+        "Lévy 13": {
+          "final loss": 0.15644127161189564,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.40298978623016996,
+          "average distance to final point": 0.1354492262687954,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10031917193040206,
+          "lucky jump": 0.02791974829669114
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.9662942686725924,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6768495343594252,
+          "average distance to final point": 0.07285784648866232,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.059786617338640866,
+          "min movement": 0.24875060932451498
+        },
+        "Rastrigin": {
+          "final loss": 0.5314850249834825,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.37313581139329866,
+          "average distance to final point": 0.19154581993172573,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.08938022353464795
+        },
+        "Rosenbrock": {
+          "final loss": 0.04000506437010236,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8738935747569165,
+          "average distance to final point": 0.24103449991795434,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.023426992810177714,
+          "min movement": 0.1241637074904246
+        },
+        "Schaffer 2": {
+          "final loss": 1.1293022849949765,
+          "boundary violation": 0.00010613588175114261,
+          "final distance to global minimum": 1.00681377034033,
+          "average distance to final point": 0.0791826367133887,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03165682662009223,
+          "min movement": 0.3289887790587913
+        },
+        "Schaffer 4": {
+          "final loss": 0.8192806379602688,
+          "boundary violation": 0.015530737481437453,
+          "final distance to global minimum": 1.0031883685965466,
+          "average distance to final point": 0.09121845257965659,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.034016016025770465,
+          "min movement": 0.2870322417193674
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843262910692993,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099236785932502,
+          "average distance to final point": 0.02203024392818093,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.33302395452976125
+        },
+        "Shubert": {
+          "final loss": 1.0340774627500111,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.30845781395261695,
+          "average distance to final point": 0.07027412399384342,
+          "convergence": 0.06986856066195289,
+          "oscillation": 0.12696087845001255,
+          "min movement": 0.1600429376619815
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.31833323029461097,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.20314189215954,
+          "average distance to final point": 0.031047820519275834,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.23475630834773004
+        },
+        "Weierstrass": {
+          "final loss": 1.0065626534556156,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5937584513750672,
+          "average distance to final point": 0.18727530467946346,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06701059487228839,
+          "min movement": 0.03080011971931668
+        }
+      }
+    },
+    "novograd": {
+      "error_rates": {
+        "Ackley": 0.7807856921444126,
+        "Cross-in-Tray": 2.9207254149460207,
+        "Drop-Wave": 4.38544868089038,
+        "EggHolder": 1.0681906376917363,
+        "Gramacy & Lee 2D": 1.722018273256423,
+        "Griewank": 0.5409783544601472,
+        "Langermann": 1.4426869252128105,
+        "Langermann 2": 2.9831184189468205,
+        "Lévy": 1.5333898894106932,
+        "Lévy 13": 0.6278806403092774,
+        "MixedMichalewiczSphere": 0.38027086072302624,
+        "Rastrigin": 1.2335287782467388,
+        "Rosenbrock": 0.9058644222800882,
+        "Schaffer 2": 2.0029575535969535,
+        "Schaffer 4": 2.52405818560625,
+        "SchwefelSin": 2.2412062294943635,
+        "Shubert": 1.8993754526618039,
+        "Styblinski-Tang": 2.0286590144465526,
+        "Weierstrass": 1.670645877668719
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.1711785382166189,
+        "Cross-in-Tray": 1.4603627074730103,
+        "Drop-Wave": 6.578173021335569,
+        "EggHolder": 0.8545525101533891,
+        "Gramacy & Lee 2D": 4.305045683141058,
+        "Griewank": 0.8114675316902208,
+        "Langermann": 1.4426869252128105,
+        "Langermann 2": 2.3864947351574566,
+        "Lévy": 1.5333898894106932,
+        "Lévy 13": 0.9418209604639161,
+        "MixedMichalewiczSphere": 0.5704062910845393,
+        "Rastrigin": 1.8502931673701082,
+        "Rosenbrock": 0.9058644222800882,
+        "Schaffer 2": 3.6053235964745163,
+        "Schaffer 4": 4.54330473409125,
+        "SchwefelSin": 1.7929649835954908,
+        "Shubert": 1.8993754526618039,
+        "Styblinski-Tang": 2.434390817335863,
+        "Weierstrass": 3.341291755337438
+      },
+      "avg_error_rate": 1.7311468053680639,
+      "weighted_avg_error_rate": 2.2330730380255703,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.1907809736924547,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.06252220841288082,
+          "average distance to final point": 0.187333481207809,
+          "convergence": 0.21333333333333335,
+          "oscillation": 0.011315940561623094,
+          "lucky jump": 0.11549975493631155
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.4743229232263422,
+          "boundary violation": 9.871721272745269e-5,
+          "final distance to global minimum": 0.7739523743252348,
+          "average distance to final point": 0.05232411884311021,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.015006817463048142,
+          "min movement": 0.255459364525387
+        },
+        "Drop-Wave": {
+          "final loss": 1.7361802255050434,
+          "boundary violation": 0.015781041599131972,
+          "final position out-of-bounds": 0.8078965643834615,
+          "final distance to global minimum": 1.0700868975435756,
+          "average distance to final point": 0.03832214661201363,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04829766480909571,
+          "min movement": 0.3193230410878868
+        },
+        "EggHolder": {
+          "final loss": 0.435225139768818,
+          "boundary violation": 0.13561967686941162,
+          "final distance to global minimum": 0.18528824843866126,
+          "average distance to final point": 0.14652867496013047,
+          "convergence": 0.14548880187520585,
+          "oscillation": 0.020040095779509038
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.497113457403316,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7416675902343975,
+          "average distance to final point": 0.10741965721239533,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.026256469056143095
+        },
+        "Griewank": {
+          "final loss": 0.0043876286051667095,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.09232175200334951,
+          "average distance to final point": 0.1915678404803416,
+          "convergence": 0.23898595461286992,
+          "oscillation": 0.013715178758419561
+        },
+        "Langermann": {
+          "final loss": 0.1859221398318524,
+          "boundary violation": 0.01741502594266954,
+          "final distance to global minimum": 0.32949695617201885,
+          "average distance to final point": 0.20623994048122263,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.043421883294091634,
+          "lucky jump": 0.3106298801407844
+        },
+        "Langermann 2": {
+          "final loss": 1.093164911840878,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.1568291759828517,
+          "average distance to final point": 0.047539172700043375,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.00466002824858854,
+          "min movement": 0.3313640308242877
+        },
+        "Lévy": {
+          "final loss": 0.26792971457061104,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7893135764539064,
+          "average distance to final point": 0.1265854990360044,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Lévy 13": {
+          "final loss": 0.01996024313550199,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07748874189836391,
+          "average distance to final point": 0.22649850458645882,
+          "convergence": 0.29814090931447823,
+          "oscillation": 0.005792241374474444
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.006660104548714303,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.029292509794949594,
+          "average distance to final point": 0.1297661580318955,
+          "convergence": 0.19368529694616646,
+          "oscillation": 0.020866791401300367
+        },
+        "Rastrigin": {
+          "final loss": 0.09261017313003068,
+          "boundary violation": 0.0037458650730558263,
+          "final distance to global minimum": 0.24233747547923376,
+          "average distance to final point": 0.14517067431212197,
+          "convergence": 0.20173665961010276,
+          "oscillation": 0.04438356087784798,
+          "lucky jump": 0.5035443697643457
+        },
+        "Rosenbrock": {
+          "final loss": 0.0019327411339433358,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.25206662320349355,
+          "average distance to final point": 0.3023039585924802,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Schaffer 2": {
+          "final loss": 0.19509857027240746,
+          "boundary violation": 1.0307406206456962,
+          "final distance to global minimum": 0.17982265786659588,
+          "average distance to final point": 0.2938097180235781,
+          "convergence": 0.28388463047734525,
+          "oscillation": 0.019601356311330587
+        },
+        "Schaffer 4": {
+          "final loss": 0.8213138856383687,
+          "boundary violation": 0.060796023180375865,
+          "final distance to global minimum": 0.9049305271069632,
+          "average distance to final point": 0.12910153427885943,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.008472248039238517,
+          "min movement": 0.2498828680122725
+        },
+        "SchwefelSin": {
+          "final loss": 0.8096392504441557,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6614257279658413,
+          "average distance to final point": 0.092698798670885,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.028165992902823345,
+          "lucky jump": 0.299715360160487
+        },
+        "Shubert": {
+          "final loss": 0.9679925943212586,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4340450803394783,
+          "average distance to final point": 0.09527079095890155,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.02151691564263144,
+          "min movement": 0.030988972049362722
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3184304467595661,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2013428643059836,
+          "average distance to final point": 0.10543722351732167,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.05388738051351007
+        },
+        "Weierstrass": {
+          "final loss": 0.7120125773056379,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.40122748742476244,
+          "average distance to final point": 0.19344932667979448,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.014395386908352886
+        }
+      }
+    },
+    "padam": {
+      "error_rates": {
+        "Ackley": 1.1317837017757255,
+        "Cross-in-Tray": 2.703933593228757,
+        "Drop-Wave": 3.1737556771046083,
+        "EggHolder": 1.9214256545060815,
+        "Gramacy & Lee 2D": 1.8392492910515073,
+        "Griewank": 1.454913398668646,
+        "Langermann": 1.7281206998045207,
+        "Langermann 2": 2.944753090788751,
+        "Lévy": 4.562564198816201,
+        "Lévy 13": 0.36394816822087067,
+        "MixedMichalewiczSphere": 0.4134991608043324,
+        "Rastrigin": 0.2854453423069601,
+        "Rosenbrock": 1.395251427352878,
+        "Schaffer 2": 2.364693451147629,
+        "Schaffer 4": 2.6269089539756605,
+        "SchwefelSin": 2.6679275158058458,
+        "Shubert": 1.882252561533411,
+        "Styblinski-Tang": 2.0428087060302933,
+        "Weierstrass": 1.1700246038270177
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.6976755526635883,
+        "Cross-in-Tray": 1.3519667966143785,
+        "Drop-Wave": 4.760633515656912,
+        "EggHolder": 1.5371405236048652,
+        "Gramacy & Lee 2D": 4.5981232276287685,
+        "Griewank": 2.182370098002969,
+        "Langermann": 1.7281206998045207,
+        "Langermann 2": 2.355802472631001,
+        "Lévy": 4.562564198816201,
+        "Lévy 13": 0.545922252331306,
+        "MixedMichalewiczSphere": 0.6202487412064986,
+        "Rastrigin": 0.4281680134604402,
+        "Rosenbrock": 1.395251427352878,
+        "Schaffer 2": 4.256448212065732,
+        "Schaffer 4": 4.728436117156189,
+        "SchwefelSin": 2.1343420126446766,
+        "Shubert": 1.882252561533411,
+        "Styblinski-Tang": 2.451370447236352,
+        "Weierstrass": 2.3400492076540353
+      },
+      "avg_error_rate": 1.9301715366710368,
+      "weighted_avg_error_rate": 2.397730846213933,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.4510254191239986,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.25214574980000737,
+          "average distance to final point": 0.2047579474507001,
+          "convergence": 0.17443906801294107,
+          "oscillation": 0.04941551738807834
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.3717017240450937,
+          "boundary violation": 0.08543902248512487,
+          "final distance to global minimum": 0.6897539441482878,
+          "average distance to final point": 0.0891389281430532,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.024440989585290528,
+          "min movement": 0.09389788547173546
+        },
+        "Drop-Wave": {
+          "final loss": 1.636110951617572,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7970469610004471,
+          "average distance to final point": 0.061984694774729794,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.060329500674247576,
+          "min movement": 0.26872246968744057
+        },
+        "EggHolder": {
+          "final loss": 0.8054653673411932,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.5713939979399955,
+          "average distance to final point": 0.11988554613834651,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.01774599882234225,
+          "min movement": 0.05737364491403284
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.4968042006303611,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8426108988576981,
+          "average distance to final point": 0.09712794646713672,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.05314514574614005
+        },
+        "Griewank": {
+          "final loss": 0.33968506437246115,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.51545334245069,
+          "average distance to final point": 0.25021389249532366,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Langermann": {
+          "final loss": 0.5117105547795993,
+          "boundary violation": 0.0014782019812303348,
+          "final distance to global minimum": 0.4474587156707732,
+          "average distance to final point": 0.12582520191943708,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10909109883488782,
+          "lucky jump": 0.18299582726842167
+        },
+        "Langermann 2": {
+          "final loss": 1.0944975290685872,
+          "boundary violation": 1.6781126355483606e-5,
+          "final distance to global minimum": 1.1574361116751042,
+          "average distance to final point": 0.0366232089232892,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.012544761695100526,
+          "min movement": 0.2940735989501433
+        },
+        "Lévy": {
+          "final loss": 0.44427532919450635,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0195890173387079,
+          "average distance to final point": 0.035541776901990896,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.012130881923681527,
+          "min movement": 0.3129912843151244,
+          "final proximity": 2.3884748097920183
+        },
+        "Lévy 13": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.023819309201155273,
+          "average distance to final point": 0.13320353947033084,
+          "convergence": 0.18534122937640485,
+          "oscillation": 0.021584090172979728
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.02827131656625735,
+          "final distance to global minimum": 0.020124142838532463,
+          "average distance to final point": 0.1389020336887072,
+          "convergence": 0.19368529694616646,
+          "oscillation": 0.0325163707646689
+        },
+        "Rastrigin": {
+          "final loss": 0.00041839765986298634,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0045196991494377324,
+          "average distance to final point": 0.10329452486475169,
+          "convergence": 0.14284823243501688,
+          "oscillation": 0.03436448819789083
+        },
+        "Rosenbrock": {
+          "final loss": 0.024596199885473076,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.7555196437120404,
+          "average distance to final point": 0.26524148451500185,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "lucky jump": 0.00033299989019120374
+        },
+        "Schaffer 2": {
+          "final loss": 0.8727256299247119,
+          "boundary violation": 0.5348397630329939,
+          "final distance to global minimum": 0.2606440273967718,
+          "average distance to final point": 0.32602535917362424,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.020897572269355708
+        },
+        "Schaffer 4": {
+          "final loss": 0.8454984792755951,
+          "boundary violation": 0.0011759554806401802,
+          "final distance to global minimum": 1.0079194691190156,
+          "average distance to final point": 0.09430139728661377,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0010845971152810415,
+          "min movement": 0.32736795634834337
+        },
+        "SchwefelSin": {
+          "final loss": 0.8843263403433406,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.099243446627938,
+          "average distance to final point": 0.041443799046364777,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0,
+          "min movement": 0.29335283043803134
+        },
+        "Shubert": {
+          "final loss": 0.9837445024571092,
+          "boundary violation": 0.0005164252962369481,
+          "final distance to global minimum": 0.30630764757386203,
+          "average distance to final point": 0.16591692317083223,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07620596368519929
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.3183332793129564,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.2031003572581769,
+          "average distance to final point": 0.07098160525617378,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0043614772018097615,
+          "min movement": 0.09647088765100556
+        },
+        "Weierstrass": {
+          "final loss": 0.407753978248628,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.17241683135839006,
+          "average distance to final point": 0.26525772186464464,
+          "convergence": 0.31230110626054364,
+          "oscillation": 0.012294966094811292
+        }
+      }
+    },
+    "pid": {
+      "error_rates": {
+        "Ackley": 0.9880856012680044,
+        "Cross-in-Tray": 3.5848656249680904,
+        "Drop-Wave": 3.5349363062702905,
+        "EggHolder": 2.893261533668943,
+        "Gramacy & Lee 2D": 1.9009819341268253,
+        "Griewank": 0.7052941872235301,
+        "Langermann": 2.778306832367858,
+        "Langermann 2": 2.4606518813544285,
+        "Lévy": 0.353504243133518,
+        "Lévy 13": 0.7074754530481084,
+        "MixedMichalewiczSphere": 0.3139828633261061,
+        "Rastrigin": 0.8550517795431263,
+        "Rosenbrock": 0.4205306327651961,
+        "Schaffer 2": 2.9383845918547604,
+        "Schaffer 4": 2.540188938951228,
+        "SchwefelSin": 1.9011958429462088,
+        "Shubert": 2.4771739116652656,
+        "Styblinski-Tang": 0.4244095523852921,
+        "Weierstrass": 1.6554152495153418
+      },
+      "weighted_error_rates": {
+        "Ackley": 1.4821284019020067,
+        "Cross-in-Tray": 1.7924328124840452,
+        "Drop-Wave": 5.302404459405436,
+        "EggHolder": 2.3146092269351546,
+        "Gramacy & Lee 2D": 4.752454835317063,
+        "Griewank": 1.057941280835295,
+        "Langermann": 2.778306832367858,
+        "Langermann 2": 1.968521505083543,
+        "Lévy": 0.353504243133518,
+        "Lévy 13": 1.0612131795721627,
+        "MixedMichalewiczSphere": 0.4709742949891591,
+        "Rastrigin": 1.2825776693146893,
+        "Rosenbrock": 0.4205306327651961,
+        "Schaffer 2": 5.289092265338569,
+        "Schaffer 4": 4.572340090112211,
+        "SchwefelSin": 1.5209566743569671,
+        "Shubert": 2.4771739116652656,
+        "Styblinski-Tang": 0.5092914628623505,
+        "Weierstrass": 3.3108304990306836
+      },
+      "avg_error_rate": 1.7596682610727432,
+      "weighted_avg_error_rate": 2.248278119866904,
+      "metrics": {
+        "Ackley": {
+          "final loss": 0.240586241904842,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.07132629462179399,
+          "average distance to final point": 0.2512379261629485,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.07537403922824874
+        },
+        "Cross-in-Tray": {
+          "final loss": 1.6639448406641761,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 1.0103678611911555,
+          "average distance to final point": 0.05178300171640579,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03866640917603996,
+          "lucky jump": 0.15398696608298448,
+          "min movement": 0.3165554467871574
+        },
+        "Drop-Wave": {
+          "final loss": 1.7516533260170806,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8087039721708816,
+          "average distance to final point": 0.1706234379633117,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10569770686161294,
+          "lucky jump": 0.08104520835785636,
+          "min movement": 0.2676515555493763
+        },
+        "EggHolder": {
+          "final loss": 1.1362022586344567,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.9327415292545737,
+          "average distance to final point": 0.07701001280171214,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1458552172182128,
+          "min movement": 0.2518914164098165
+        },
+        "Gramacy & Lee 2D": {
+          "final loss": 0.488998990768714,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8935166119613875,
+          "average distance to final point": 0.13081580990670172,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.03808942213985077
+        },
+        "Griewank": {
+          "final loss": 0.03829727396691155,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.12152080314874741,
+          "average distance to final point": 0.22064680034447987,
+          "convergence": 0.3074027197844373,
+          "oscillation": 0.01742658997895407
+        },
+        "Langermann": {
+          "final loss": 1.069275740596868,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.8568412554922313,
+          "average distance to final point": 0.13679788757577893,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.1011164697884629,
+          "min movement": 0.2647143795643456
+        },
+        "Langermann 2": {
+          "final loss": 0.9645943965384871,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.884115559193818,
+          "average distance to final point": 0.20183169585711444,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.060549130414837594
+        },
+        "Lévy": {
+          "final loss": 0.0022738440927325214,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.04766966249745826,
+          "average distance to final point": 0.14064140269503056,
+          "convergence": 0.16291933384829668,
+          "oscillation": 0.0
+        },
+        "Lévy 13": {
+          "final loss": 0.008188028364448034,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.08279569324762,
+          "average distance to final point": 0.20247308427021152,
+          "convergence": 0.27738163794685533,
+          "oscillation": 0.0,
+          "lucky jump": 0.13663700921897362
+        },
+        "MixedMichalewiczSphere": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.02200711017890024,
+          "average distance to final point": 0.11710697717167938,
+          "convergence": 0.1346550004291361,
+          "oscillation": 0.04021377554639031
+        },
+        "Rastrigin": {
+          "final loss": 0.18219676091235698,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.0950301770634124,
+          "average distance to final point": 0.16936158142281033,
+          "convergence": 0.2923281572999748,
+          "oscillation": 0.11613510284457182
+        },
+        "Rosenbrock": {
+          "final loss": 0.0,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.044964387760336025,
+          "average distance to final point": 0.15544893599184834,
+          "convergence": 0.21754882120796698,
+          "oscillation": 0.002568487805044742
+        },
+        "Schaffer 2": {
+          "final loss": 1.1247752291825819,
+          "boundary violation": 0.0007900364497745042,
+          "final distance to global minimum": 0.9742281019047145,
+          "average distance to final point": 0.14388961740656825,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.04546371186494767,
+          "min movement": 0.29967679569600236
+        },
+        "Schaffer 4": {
+          "final loss": 0.8062793707612428,
+          "boundary violation": 0.03886861280501857,
+          "final distance to global minimum": 0.9384045661675533,
+          "average distance to final point": 0.12726112570761117,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.017504147813090565,
+          "min movement": 0.2623100163465402
+        },
+        "SchwefelSin": {
+          "final loss": 0.7299048231665751,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.6913856923660726,
+          "average distance to final point": 0.13034422806338997,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.0
+        },
+        "Shubert": {
+          "final loss": 1.0973577181297935,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.4596534268951124,
+          "average distance to final point": 0.1340101196258896,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.10030102456486735,
+          "min movement": 0.33629052309943147
+        },
+        "Styblinski-Tang": {
+          "final loss": 0.006962498581395812,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.061731971735364294,
+          "average distance to final point": 0.1746675365752192,
+          "convergence": 0.18104754549331284,
+          "oscillation": 0.0
+        },
+        "Weierstrass": {
+          "final loss": 0.6443819619735084,
+          "boundary violation": 0.0,
+          "final distance to global minimum": 0.31768518806924206,
+          "average distance to final point": 0.2771118942652141,
+          "convergence": 0.34956109935017127,
+          "oscillation": 0.06667510585720604
         }
+      }
     }
-}
\ No newline at end of file
+  }
+}

From a8ef60b94e2b2042f7092828499f09828f714f63 Mon Sep 17 00:00:00 2001
From: AidinHamedi <aidin.hamediasl@gmail.com>
Date: Thu, 13 Nov 2025 20:30:05 +0330
Subject: [PATCH 2/2] update: sitemap

---
 docs/sitemap.xml       | 200 ++++++++++++++++++++++++++++++++++++++++-
 docs/sitemap_index.xml | 198 ----------------------------------------
 2 files changed, 198 insertions(+), 200 deletions(-)
 delete mode 100644 docs/sitemap_index.xml

diff --git a/docs/sitemap.xml b/docs/sitemap.xml
index f6febefc..6f74da82 100644
--- a/docs/sitemap.xml
+++ b/docs/sitemap.xml
@@ -1,2 +1,198 @@
-<?xml version='1.0' encoding='utf-8'?>
-<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/</loc><lastmod>2025-11-10</lastmod><priority>1.0</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adanorm</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgdp</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/pnm</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptadan</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptsgd</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adadelta</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptadagrad</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/gravity</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptlion</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/grams</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/prodigy</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adams</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/accsgd</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/grokfastadamw</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adabelief</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/qhm</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/racs</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/signsgd</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adasmooth</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sm3</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adabound</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/qhadam</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/shampoo</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adafactor</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/simplifiedademamix</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adan</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/radam</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgdsai</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adapnm</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/diffgrad</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adagc</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adashift</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emofact</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/kate</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/soap</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adatam</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emolynx</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sophiah</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adahessian</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/kron</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ademamix</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger21</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adai</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emoneco</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/srmm</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/aida</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adalite</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lars</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/stablespam</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/rmsprop</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/exadam</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/laprop</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scalableshampoo</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adam</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/spam</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/apollo</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fadam</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/tam</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreeadamw</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/aggmo</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fira</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreeradam</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/tiger</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lamb</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/asgd</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/focus</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/avagrad</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/vsgd</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fromage</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/yogi</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scion</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/swats</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamax</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/apollodqn</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger25</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/came</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emonavi</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scionlight</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adopt</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/galore</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ftrl</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgd</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lbfgs</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adammini</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamc</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamg</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emozeal</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamod</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/madgrad</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lion</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamp</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/mars</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/nadam</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/nero</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/padam</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/novograd</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/pid</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url><url><loc>https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreesgd</loc><lastmod>2025-11-10</lastmod><priority>0.8</priority></url></urlset>
\ No newline at end of file
+<?xml version="1.0" encoding="UTF-8" ?>
+<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/</loc><lastmod
+        >2025-10-09</lastmod><priority>1.0</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/accsgd</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adan</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptlion</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/shampoo</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/qhm</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adabelief</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adanorm</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/signsgd</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptsgd</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adabound</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/simplifiedademamix</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/diffgrad</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adapnm</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/racs</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/grokfastadamw</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adadelta</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sm3</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emofact</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adashift</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/radam</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/kate</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emolynx</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/soap</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adafactor</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adasmooth</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emonavi</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sophiah</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/kron</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adagc</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adatam</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger21</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emoneco</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/spam</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ademamix</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lamb</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emozeal</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adahessian</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/srmm</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adopt</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/laprop</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/rmsprop</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adai</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/exadam</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/aggmo</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lars</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/stablespam</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scalableshampoo</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adalite</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fadam</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/aida</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/swats</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreeadamw</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adam</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fira</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/apollo</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/tam</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreeradam</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/focus</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/apollodqn</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/tiger</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreesgd</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fromage</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/asgd</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/vsgd</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scion</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ftrl</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/avagrad</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/yogi</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scionlight</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/galore</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamax</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/came</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgd</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/grams</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lbfgs</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamc</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgdp</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptadagrad</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/gravity</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lion</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgdsai</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamg</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptadan</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/madgrad</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adammini</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/mars</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamod</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/nadam</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamp</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/nero</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adams</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/novograd</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/padam</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/pid</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/pnm</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
+        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/prodigy</loc><lastmod
+        >2025-10-09</lastmod><priority>0.8</priority></url></urlset>
diff --git a/docs/sitemap_index.xml b/docs/sitemap_index.xml
deleted file mode 100644
index 6f74da82..00000000
--- a/docs/sitemap_index.xml
+++ /dev/null
@@ -1,198 +0,0 @@
-<?xml version="1.0" encoding="UTF-8" ?>
-<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/</loc><lastmod
-        >2025-10-09</lastmod><priority>1.0</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/accsgd</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adan</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptlion</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/shampoo</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/qhm</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adabelief</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adanorm</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/signsgd</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptsgd</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adabound</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/simplifiedademamix</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/diffgrad</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adapnm</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/racs</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/grokfastadamw</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adadelta</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sm3</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emofact</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adashift</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/radam</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/kate</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emolynx</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/soap</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adafactor</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adasmooth</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emonavi</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sophiah</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/kron</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adagc</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adatam</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ranger21</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emoneco</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/spam</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ademamix</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lamb</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/emozeal</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adahessian</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/srmm</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adopt</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/laprop</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/rmsprop</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adai</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/exadam</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/aggmo</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lars</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/stablespam</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scalableshampoo</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adalite</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fadam</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/aida</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/swats</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreeadamw</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adam</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fira</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/apollo</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/tam</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreeradam</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/focus</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/apollodqn</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/tiger</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/schedulefreesgd</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/fromage</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/asgd</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/vsgd</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scion</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/ftrl</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/avagrad</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/yogi</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/scionlight</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/galore</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamax</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/came</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgd</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/grams</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lbfgs</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamc</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgdp</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptadagrad</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/gravity</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/lion</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/sgdsai</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamg</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/dadaptadan</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/madgrad</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adammini</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/mars</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamod</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/nadam</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adamp</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/nero</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/adams</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/novograd</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/padam</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/pid</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/pnm</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url><url><loc
-        >https://aidinhamedi.github.io/Optimizer-Benchmark/vis/prodigy</loc><lastmod
-        >2025-10-09</lastmod><priority>0.8</priority></url></urlset>