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[Autoloop: perf-comparison]#328
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autoloop/perf-comparison

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🤖 This PR is maintained by Autoloop. Each accepted iteration adds a commit to this branch.

Performance Comparison: tsb vs pandas

This PR accumulates all accepted benchmark additions from the perf-comparison program.

Goal: Systematically benchmark every tsb function against its pandas equivalent, one function per iteration.

Current Best Metric: 666 benchmarked function pairs

Program Issue: #221


Latest Iteration (321)

Added readHtml benchmark pair — 1,000-row HTML table parsed by both readHtml (tsb) and pd.read_html (pandas). Metric improved: 665 → 666.

Generated by Autoloop · ● 29.3M ·

@mrjf mrjf marked this pull request as ready for review May 18, 2026 22:29
…na_boolean, window_extended, na_ops, reduce_ops, rename_ops, math_ops, value_counts_full)

Run: https://github.com/githubnext/tsb/actions/runs/26427055861

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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Commit pushed: 05090de

Generated by Autoloop · ● 31.5M

…json_denormalize, cut_bins_to_frame)

Run: https://github.com/githubnext/tsb/actions/runs/26974794187

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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Commit pushed: 46d46aa

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🤖 Iteration 343efb6aed

What changed: Added dataframe_at_iat benchmark pair — benchmarks dataFrameAt / dataFrameIat (DataFrame scalar access by label / integer position, mirroring pandas.DataFrame.at[row,col] / .iat[row,col]). Also fixed Python docstring escaping in two existing benchmarks that were blocking evaluation.

Old metric 675
New metric 676
Delta +1

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🤖 Iteration 344✅ Accepted

  • Change: Added 2 new benchmark pairs (677 total)
    • styler_extended: Styler.barChart / highlightBetween / highlightNull / toHtml / toLatex
    • dataframe_at_iat: dataFrameAt / dataFrameIat standalone scalar access functions
  • Old metric: 676 → New metric: 677 (+1)
  • Commit: e954abd

🤖 This PR is maintained by Autoloop. Each accepted iteration adds a commit to this branch.

Generated by Autoloop · ● 120M ·

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Iteration 348 — metric: 676 benchmark pairs (+1 from baseline 675)

Fixed 7 broken benchmarks (mask/where renames, read_excel self-contained rewrite, Python docstring escaping) + added joinAll benchmark pair. Run: §27317985908

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Evergreen 🌲 — Rebase complete

This PR was 4 commits behind main. I rebased it onto origin/main successfully (no conflicts — the PR only adds benchmark files).

  • New HEAD: c1af8bd436bcfe41f322a90b0950c7fc51178978
  • Changes: Clean rebase, 20 benchmark files from iterations 321–342 preserved intact

CI should trigger on the new HEAD now.

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Evergreen: Rebase onto main

This PR was 4 commits behind main, so I rebased it cleanly.

What was done:

No code changes were made — this is a pure rebase. CI should now run on the updated HEAD.

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Evergreen rebased this branch onto main (4 commits behind).

No conflicts — the PR touches only benchmarks/ files while the main commits updated .github/ workflows. Rebase applied cleanly.

New HEAD: b7ff713

CI will now run on the updated branch.

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🌿 Evergreen — Rebase onto main

The PR branch was 4 commits behind main, so I rebased it cleanly onto the current main HEAD.

What changed:

  • Rebased autoloop/perf-comparison onto main (0101855) — no conflicts

New HEAD: c1691bf

CI should now trigger on the new HEAD. Since missing_checks was the only other issue (no check runs on the old HEAD), the rebase push should be sufficient to get CI running.

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Evergreen: Rebase onto main

The branch was 4 commits behind main. I rebased it cleanly — no conflicts.

What changed: Only infrastructure/workflow files from main were brought in (.github/aw/actions-lock.json, autoloop.lock.yml, evergreen.lock.yml, ci-doctor.lock.yml, autoloop.md, evergreen.md). The PR's feature code was unchanged.

New HEAD: 7b686c0

CI should now trigger on the updated branch. The missing_checks issue was due to the branch being stale — the rebase push should cause new check runs to start.

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Evergreen — Rebase onto main

This PR was 4 commits behind main. I rebased it cleanly (no conflicts) onto main (0101855).

Changes in the rebase:

  • Incorporated 4 commits from main (gh-aw upgrade and related fixes)

New HEAD: 719d287

CI has been triggered on the new HEAD. The missing_checks issue should resolve once the checks complete.

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Evergreen: Rebased onto main (was 4 commits behind). The rebase completed cleanly with no conflicts. CI will be triggered on the new HEAD (526e860).

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🌿 Evergreen: Rebase onto main

This branch was 4 commits behind main. I rebased it cleanly (no conflicts) onto the current main HEAD.

Changes: Rebased 4 PR commits on top of 0101855 (Merge pull request #327).

New HEAD: e008a2f

CI will validate the rebased branch. The autoloop program is already running and not paused — no state changes needed.

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🌱 Evergreen: Rebased onto main

The PR branch was 4 commits behind main. I rebased it cleanly onto the latest main (0101855).

What changed:

New HEAD: af632a4

CI was not previously running on the old HEAD. Checks should now trigger on the rebased branch.

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Evergreen rebased this branch onto main (was 4 commits behind).

The rebase applied cleanly with no conflicts. CI checks should now trigger on the new HEAD (6766291).

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Evergreen 🌲 — Rebased onto main

The PR was 4 commits behind main. I rebased cleanly (no conflicts) and pushed the updated branch.

  • New HEAD: afad559
  • Issues addressed: behind_main: 4 commit(s)
  • Remaining: missing_checks — CI will be triggered automatically on the new HEAD by the pre-flight step on the next run.

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Evergreen: Rebase onto main

The PR branch was 4 commits behind main. I rebased it cleanly onto main — no conflicts (PR changes are benchmark files only; main changes were .github/workflows config).

What changed: Rebased 4 PR commits on top of main (commit 0101855).
New HEAD: 4405b54
CI: The missing_checks issue will be addressed by the pre-flight's CI trigger on the next run.

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Evergreen: Rebased onto main

The PR branch was 4 commits behind main, so I rebased it cleanly.

  • No conflicts — the PR only adds new benchmark files (benchmarks/pandas/ and benchmarks/tsb/)
  • Rebase applied 4 commits on top of 0101855 (latest main)
  • New HEAD: 7311b0a

CI should now run on the updated branch. The missing_checks issue should resolve once checks queue up after this push.

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🌲 Evergreen: Rebase onto main

The PR branch was 4 commits behind main, so I rebased it onto origin/main.

  • Before: 46d46aad29b8323cd5b53034d11c62df2e4ae828
  • After: 07d2d0a820a73368332b43b63f4cea5f4f9a0d48
  • Rebase completed with no conflicts

The missing_checks issue should resolve once CI triggers on the new HEAD. No code changes were made — this was a clean rebase only.

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🌿 Evergreen: Rebased onto main

The branch was 4 commits behind main. I rebased it cleanly (no conflicts) and pushed the update. CI checks should now run on the new HEAD.

  • New HEAD: 0143552
  • Action: Rebase onto main (commits 04af053 and 0101855 merged in)
  • Conflicts: None

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Evergreen: Rebase onto main

This PR was 4 commits behind main. I rebased autoloop/perf-comparison onto origin/main — the rebase completed cleanly with no conflicts.

New HEAD: adc65dd17e577a63c60ae41445df474ad2e40a8f

CI should now be triggered on the new HEAD. The missing_checks issue was due to the branch being behind; pushing the rebased commits should resolve it.

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Evergreen: Rebase onto main

This branch was 4 commits behind main, so I rebased it cleanly with no conflicts.

Changes rebased on top of:

New HEAD: 90003845b22e21cd18175bc971709bece1c549fc

CI will now run on the updated HEAD. No code changes were made — this is a rebase only.

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Evergreen: Rebased onto main (was 4 commits behind).

The rebase applied cleanly — no conflicts (main had infrastructure/workflow changes; this branch has benchmark additions). CI should now trigger on the new HEAD (dae2346).

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Evergreen: Branch Rebased onto main

The branch was 4 commits behind main and had no CI check runs on the current HEAD.

What was done:

  • Rebased autoloop/perf-comparison onto origin/main (4 new commits from main: gh-aw upgrade and related fixes)
  • Rebase completed cleanly with no conflicts
  • Pushed the rebased branch

The rebase should trigger new CI check runs on the updated HEAD (810ce4b). The main branch changes were infrastructure/config updates (gh-aw upgrade) that don't affect the feature code on this branch.

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Evergreen: Rebased onto main

The branch was 4 commits behind main. I rebased it onto main cleanly (no conflicts) and pushed the result.

  • Previous HEAD: 46d46aad
  • New HEAD: c271f751
  • Commits from main incorporated: 4 (0101855, 04af053, 9efc689, f99a547)

CI should now trigger on the new HEAD. The missing_checks issue should resolve once CI runs complete.

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