From 867e1384958cb28fe4029e1d459de15e8cf846ab Mon Sep 17 00:00:00 2001 From: "codeflash-ai[bot]" <148906541+codeflash-ai[bot]@users.noreply.github.com> Date: Thu, 26 Jun 2025 04:09:23 +0000 Subject: [PATCH] =?UTF-8?q?=E2=9A=A1=EF=B8=8F=20Speed=20up=20method=20`Ale?= =?UTF-8?q?xNet.=5Fclassify`=20by=20371%=20Here=20is=20an=20optimized=20ve?= =?UTF-8?q?rsion=20of=20your=20program.=20The=20main=20area=20to=20optimiz?= =?UTF-8?q?e=20is=20the=20`=5Fclassify`=20method:=20using=20`sum()`=20is?= =?UTF-8?q?=20already=20efficient,=20but=20`[val=20for=20=5F=20in=20featur?= =?UTF-8?q?es]`=20can=20be=20replaced=20with=20list=20multiplication,=20wh?= =?UTF-8?q?ich=20is=20faster=20in=20Python.=20We=20also=20avoid=20recalcul?= =?UTF-8?q?ating=20`total=20%=20self.num=5Fclasses`=20for=20every=20elemen?= =?UTF-8?q?t.?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit This runs faster, especially for large lists of `features`, because the modulo is computed just once and the resultant list is constructed in a single step. --- .../code_directories/simple_tracer_e2e/workload.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/code_to_optimize/code_directories/simple_tracer_e2e/workload.py b/code_to_optimize/code_directories/simple_tracer_e2e/workload.py index eccbb7fe8..f6cc85d2e 100644 --- a/code_to_optimize/code_directories/simple_tracer_e2e/workload.py +++ b/code_to_optimize/code_directories/simple_tracer_e2e/workload.py @@ -36,8 +36,8 @@ def _extract_features(self, x): return result def _classify(self, features): - total = sum(features) - return [total % self.num_classes for _ in features] + total_mod = sum(features) % self.num_classes + return [total_mod] * len(features) class SimpleModel: