From 5d09483ad112909614104ab05ed7baa93f44ac68 Mon Sep 17 00:00:00 2001
From: Ubuntu <ubuntu@ip-10-15-14-123.us-west-2.compute.internal>
Date: Wed, 8 Apr 2026 02:41:36 +0000
Subject: [PATCH] fix: update ZillizCloud benchmark with Cardinal backend
 results

Replace ZillizCloud-8cu-perf case_id=4/5 data with new Cardinal backend
benchmark results (level 1-9, 1M and 10M datasets, v2026.4). Remove
force_merge entries as Cardinal uses unified 4-segment architecture for 10M.

New results show significant QPS improvement:
- 1M: 13,316 QPS (was 9,704) at recall 0.938
- 10M: 7,385 QPS (was 3,957) at recall 0.938

Sort all leaderboard entries by (db_name, dataset, filter_ratio, qps DESC)
to fix line chart rendering. Remove one SQ4U 1M outlier (recall=0.84).

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
---
 .../result_20260403_standard_zillizcloud.json | 2264 +++----
 vectordb_bench/results/leaderboard_v2.json    | 5840 ++++++++---------
 2 files changed, 3690 insertions(+), 4414 deletions(-)

diff --git a/vectordb_bench/results/ZillizCloud/result_20260403_standard_zillizcloud.json b/vectordb_bench/results/ZillizCloud/result_20260403_standard_zillizcloud.json
index 75760ff71..e02463ebd 100644
--- a/vectordb_bench/results/ZillizCloud/result_20260403_standard_zillizcloud.json
+++ b/vectordb_bench/results/ZillizCloud/result_20260403_standard_zillizcloud.json
@@ -5,14 +5,14 @@
     {
       "metrics": {
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-        "optimize_duration": 437.4658,
-        "load_duration": 707.5925,
-        "qps": 9441.1235,
-        "serial_latency_p99": 0.0052,
-        "serial_latency_p95": 0.0039,
-        "recall": 0.9589,
-        "ndcg": 0.9658,
+        "insert_duration": 0.0,
+        "optimize_duration": 0.0,
+        "load_duration": 0.0,
+        "qps": 13316.2336,
+        "serial_latency_p99": 0.002,
+        "serial_latency_p95": 0.0019,
+        "recall": 0.9383,
+        "ndcg": 0.9484,
         "conc_num_list": [
           1,
           5,
@@ -24,44 +24,44 @@
           80
         ],
         "conc_qps_list": [
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-          3129.1309,
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-          6585.7082,
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+          557.5439,
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+          5047.6131,
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+          10381.4448,
+          11435.3821,
+          12833.6289,
+          13316.2336
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@@ -82,10 +82,10 @@
         "db": "ZillizCloud",
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+          "version": "v2026.4",
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           "collection_name": "ZillizCloudVDBBench"
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@@ -93,7 +93,7 @@
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+          "level": 1,
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@@ -116,25 +116,22 @@
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         "stages": [
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           "search_serial",
           "search_concurrent"
         ]
-      },
-      "label": ":)"
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@@ -146,44 +143,44 @@
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@@ -204,132 +201,10 @@
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+          "version": "v2026.4",
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+          "user": "root",
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           "collection_name": "ZillizCloudVDBBench"
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@@ -341,495 +216,7 @@
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+        "serial_latency_p99": 0.003,
+        "serial_latency_p95": 0.0029,
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@@ -2586,44 +1928,44 @@
           80
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@@ -2643,11 +1985,11 @@
       "task_config": {
         "db": "ZillizCloud",
         "db_config": {
-          "db_label": "8cu-perf-force_merge",
-          "version": "v2026.1",
+          "db_label": "8cu-perf",
+          "version": "v2026.4",
           "note": "",
           "uri": "**********",
-          "user": "db_admin",
+          "user": "root",
           "password": "**********",
           "collection_name": "ZillizCloudVDBBench"
         },
@@ -2655,7 +1997,7 @@
           "index": "AUTOINDEX",
           "metric_type": "COSINE",
           "use_partition_key": false,
-          "level": 7,
+          "level": 8,
           "num_shards": 1
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         "case_config": {
@@ -2678,25 +2020,22 @@
           }
         },
         "stages": [
-          "drop_old",
-          "load",
           "search_serial",
           "search_concurrent"
         ]
-      },
-      "label": ":)"
+      }
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     {
       "metrics": {
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+        "serial_latency_p99": 0.0033,
+        "serial_latency_p95": 0.0032,
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@@ -2708,44 +2047,44 @@
           80
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         "conc_qps_list": [
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@@ -2765,11 +2104,11 @@
       "task_config": {
         "db": "ZillizCloud",
         "db_config": {
-          "db_label": "8cu-perf-force_merge",
-          "version": "v2026.1",
+          "db_label": "8cu-perf",
+          "version": "v2026.4",
           "note": "",
           "uri": "**********",
-          "user": "db_admin",
+          "user": "root",
           "password": "**********",
           "collection_name": "ZillizCloudVDBBench"
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@@ -2777,7 +2116,7 @@
           "index": "AUTOINDEX",
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-          "level": 4,
+          "level": 9,
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@@ -2800,13 +2139,10 @@
           }
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         "stages": [
-          "drop_old",
-          "load",
           "search_serial",
           "search_concurrent"
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-      },
-      "label": ":)"
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   "file_fmt": "result_{}_{}_{}.json",
diff --git a/vectordb_bench/results/leaderboard_v2.json b/vectordb_bench/results/leaderboard_v2.json
index bbc1e918b..c987ac9e7 100644
--- a/vectordb_bench/results/leaderboard_v2.json
+++ b/vectordb_bench/results/leaderboard_v2.json
@@ -1,2952 +1,2892 @@
 [
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 ]
\ No newline at end of file