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Faster CPython Benchmark Infrastructure

πŸ”’ ▢️ START A BENCHMARK RUN

Results

Here are some recent and important revisions. πŸ‘‰ Complete list of results.

Most recent pystats on main (22a4421)

linux x86_64 (linux)

date fork/ref hash/flags vs. 3.12.6: vs. 3.13.0rc2: vs. base:
2025-01-25 python/3f2cfd0462e13368092a 3f2cfd0 1.072x ↑
πŸ“„πŸ“ˆ
1.030x ↑
πŸ“„πŸ“ˆ
2025-01-25 python/3f2cfd0462e13368092a 3f2cfd0 (NOGIL) 1.102x ↓
πŸ“„πŸ“ˆ
1.135x ↓
πŸ“„πŸ“ˆ
1.158x ↓
πŸ“„πŸ“ˆπŸ§ 
2025-01-24 python/9abbb58e3f023555473d 9abbb58 1.066x ↑
πŸ“„πŸ“ˆ
1.021x ↑
πŸ“„πŸ“ˆ
2025-01-24 python/9abbb58e3f023555473d 9abbb58 (NOGIL) 1.081x ↓
πŸ“„πŸ“ˆ
1.114x ↓
πŸ“„πŸ“ˆ
1.133x ↓
πŸ“„πŸ“ˆπŸ§ 
2025-01-23 python/732670d93b9b0c0ff8ad 732670d 1.068x ↑
πŸ“„πŸ“ˆ
1.030x ↑
πŸ“„πŸ“ˆ
2025-01-23 python/732670d93b9b0c0ff8ad 732670d (NOGIL) 1.075x ↓
πŸ“„πŸ“ˆ
1.108x ↓
πŸ“„πŸ“ˆ
1.127x ↓
πŸ“„πŸ“ˆπŸ§ 
2025-01-23 python/ec91e1c2762412f1408b ec91e1c 1.064x ↑
πŸ“„πŸ“ˆ
1.026x ↑
πŸ“„πŸ“ˆ
2025-01-23 python/ec91e1c2762412f1408b ec91e1c (NOGIL) 1.084x ↓
πŸ“„πŸ“ˆ
1.119x ↓
πŸ“„πŸ“ˆ
1.136x ↓
πŸ“„πŸ“ˆπŸ§ 
2025-01-23 python/327a257e6ae4ad0e3b6e 327a257 1.060x ↑
πŸ“„πŸ“ˆ
1.018x ↑
πŸ“„πŸ“ˆ
2025-01-23 python/327a257e6ae4ad0e3b6e 327a257 (NOGIL) 1.088x ↓
πŸ“„πŸ“ˆ
1.122x ↓
πŸ“„πŸ“ˆ
1.134x ↓
πŸ“„πŸ“ˆπŸ§ 

linux x86_64 (vultr)

date fork/ref hash/flags vs. 3.12.6: vs. 3.13.0rc2: vs. base:
2025-01-25 python/3f2cfd0462e13368092a 3f2cfd0 1.088x ↑
πŸ“„πŸ“ˆ
1.050x ↑
πŸ“„πŸ“ˆ
2025-01-25 python/3f2cfd0462e13368092a 3f2cfd0 (NOGIL) 1.058x ↓
πŸ“„πŸ“ˆ
1.088x ↓
πŸ“„πŸ“ˆ
1.135x ↓
πŸ“„πŸ“ˆπŸ§ 
2025-01-24 python/9abbb58e3f023555473d 9abbb58 1.089x ↑
πŸ“„πŸ“ˆ
1.051x ↑
πŸ“„πŸ“ˆ
2025-01-24 python/9abbb58e3f023555473d 9abbb58 (NOGIL) 1.063x ↓
πŸ“„πŸ“ˆ
1.094x ↓
πŸ“„πŸ“ˆ
1.140x ↓
πŸ“„πŸ“ˆπŸ§ 
2025-01-24 faster-cpython/remove_most_conditio 1e0f842 (NOGIL) 1.053x ↓
πŸ“„πŸ“ˆ
1.083x ↓
πŸ“„πŸ“ˆ
1.010x ↑
πŸ“„πŸ“ˆπŸ§ 
2025-01-23 python/c05a851ac59e6fb7bd43 c05a851 (NOGIL) 1.058x ↓
πŸ“„πŸ“ˆ
1.088x ↓
πŸ“„πŸ“ˆ
2025-01-23 python/732670d93b9b0c0ff8ad 732670d 1.095x ↑
πŸ“„πŸ“ˆ
1.056x ↑
πŸ“„πŸ“ˆ
2025-01-23 python/732670d93b9b0c0ff8ad 732670d (NOGIL) 1.064x ↓
πŸ“„πŸ“ˆ
1.094x ↓
πŸ“„πŸ“ˆ
1.146x ↓
πŸ“„πŸ“ˆπŸ§ 
2025-01-23 nascheme/7f51104490216a377c74 7f51104 (NOGIL) 1.056x ↓
πŸ“„πŸ“ˆ
1.087x ↓
πŸ“„πŸ“ˆ
1.006x ↑
πŸ“„πŸ“ˆπŸ§ 
2025-01-23 colesbury/gh_129236_gc_stackpo 1ec055b (NOGIL) 1.048x ↓
πŸ“„πŸ“ˆ
1.078x ↓
πŸ“„πŸ“ˆ
1.010x ↑
πŸ“„πŸ“ˆπŸ§ 
2025-01-23 python/ec91e1c2762412f1408b ec91e1c 1.092x ↑
πŸ“„πŸ“ˆ
1.054x ↑
πŸ“„πŸ“ˆ
2025-01-23 python/ec91e1c2762412f1408b ec91e1c (NOGIL) 1.057x ↓
πŸ“„πŸ“ˆ
1.088x ↓
πŸ“„πŸ“ˆ
1.137x ↓
πŸ“„πŸ“ˆπŸ§ 
2025-01-23 faster-cpython/remove_most_conditio 584015a (NOGIL) 1.057x ↓
πŸ“„πŸ“ˆ
1.087x ↓
πŸ“„πŸ“ˆ
1.006x ↑
πŸ“„πŸ“ˆπŸ§ 
2025-01-23 python/a10f99375e7912df863c a10f993 (NOGIL) 1.063x ↓
πŸ“„πŸ“ˆ
1.093x ↓
πŸ“„πŸ“ˆ
2025-01-23 python/327a257e6ae4ad0e3b6e 327a257 1.085x ↑
πŸ“„πŸ“ˆ
1.046x ↑
πŸ“„πŸ“ˆ
2025-01-23 python/327a257e6ae4ad0e3b6e 327a257 (NOGIL) 1.087x ↓
πŸ“„πŸ“ˆ
1.117x ↓
πŸ“„πŸ“ˆ
1.159x ↓
πŸ“„πŸ“ˆπŸ§ 
2025-01-22 nascheme/gh_129201_gc_mark_pr 1b4e8c3 (NOGIL) 1.071x ↓
πŸ“„πŸ“ˆ
1.102x ↓
πŸ“„πŸ“ˆ
1.009x ↓
πŸ“„πŸ“ˆπŸ§ 
2025-01-22 python/24c84d816f2f2ecb76b8 24c84d8 (NOGIL) 1.076x ↓
πŸ“„πŸ“ˆ
1.106x ↓
πŸ“„πŸ“ˆ
2025-01-17 python/3829104ab412a47bf3f3 3829104 (NOGIL) 1.060x ↓
πŸ“„πŸ“ˆ
1.090x ↓
πŸ“„πŸ“ˆ

* indicates that the exact same versions of pyperformance was not used.

Longitudinal speed improvement

Improvement of the geometric mean of key merged benchmarks, computed with pyperf compare. The results have a resolution of 0.01 (1%).

Configuration speed improvement

Documentation

Running benchmarks from the GitHub web UI

Visit the πŸ”’ benchmark action and click the "Run Workflow" button.

The available parameters are:

  • fork: The fork of CPython to benchmark. If benchmarking a pull request, this would normally be your GitHub username.
  • ref: The branch, tag or commit SHA to benchmark. If a SHA, it must be the full SHA, since finding it by a prefix is not supported.
  • machine: The machine to run on. One of linux-amd64 (default), windows-amd64, darwin-arm64 or all.
  • benchmark_base: If checked, the base of the selected branch will also be benchmarked. The base is determined by running git merge-base upstream/main $ref.
  • pystats: If checked, collect the pystats from running the benchmarks.

To watch the progress of the benchmark, select it from the πŸ”’ benchmark action page. It may be canceled from there as well. To show only your benchmark workflows, select your GitHub ID from the "Actor" dropdown.

When the benchmarking is complete, the results are published to this repository and will appear in the complete table. Each set of benchmarks will have:

  • The raw .json results from pyperformance.
  • Comparisons against important reference releases, as well as the merge base of the branch if benchmark_base was selected. These include
    • A markdown table produced by pyperf compare_to.
    • A set of "violin" plots showing the distribution of results for each benchmark.

The most convenient way to get results locally is to clone this repo and git pull from it.

Running benchmarks from the GitHub CLI

To automate benchmarking runs, it may be more convenient to use the GitHub CLI. Once you have gh installed and configured, you can run benchmarks by cloning this repository and then from inside it:

gh workflow run benchmark.yml -f fork=me -f ref=my_branch

Any of the parameters described above are available at the commandline using the -f key=value syntax.

Collecting Linux perf profiling data

To collect Linux perf sampling profile data for a benchmarking run, run the _benchmark action and check the perf checkbox. Follow this by a run of the _generate action to regenerate the plots.

License

This repo is licensed under the BSD 3-Clause License, as found in the LICENSE file.

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Benchmark results for free-threaded builds of Python

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