traceopt-ai/traceml
Find why PyTorch training is slow, compare runs, and catch performance regressions in CI.
Is traceopt-ai/traceml beginner-friendly?
In the last 30 days, traceopt-ai/traceml merged 26 of 28 pull requests from outside contributors, and its maintainers usually reply within 1 day. 1 beginner-friendly issue is open now.
- Stars
- 184
- Forks
- 29
- Open beginner issues
- 1
- Indexed issues
- 68
- Avg merge
- 23h 37m
- Merged PRs (30d)
- 49
- Dominant language
- Python
- License
- Apache-2.0
- Last GitHub push
- Oct 5, 2026
- Latest indexed
- Oct 6, 2026
- Contributing guide
- Contributing guide
- Code of conduct
- Code of conduct
- Beginner labels
- help wanted good first issue
How to contribute to traceopt-ai/traceml
- Read the contributing guide first: it says how the maintainers want changes proposed, tested and reviewed.
- The project ships a dev container: open it in Codespaces to get a working environment in your browser.
- Read its code of conduct: it covers issues and pull requests as well as chat.
- Pick the open beginner-friendly issue below and comment that you want to work on it before you start.
Issues somebody may already be working on are listed last. List everything by date
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Difficulty 2/5 1-3 hours Newbie friendliness 76/100
traceopt-ai/traceml#644 ·
Maintainers usually reply within 1 day
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Difficulty 2/5 1-3 hours Newbie friendliness 82/100
traceopt-ai/traceml#643 ·
Maintainers usually reply within 1 day
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Difficulty 3/5 1-2 days Newbie friendliness 50/100
traceopt-ai/traceml#642 ·
Maintainers usually reply within 1 day
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Difficulty 4/5 3-5 days Newbie friendliness 18/100
traceopt-ai/traceml#634 ·
Maintainers usually reply within 1 day
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Difficulty 4/5 3-5 days Newbie friendliness 25/100
traceopt-ai/traceml#633 ·
Maintainers usually reply within 1 day
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Difficulty 4/5 3-5 days Newbie friendliness 22/100
traceopt-ai/traceml#632 ·
Maintainers usually reply within 1 day
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Difficulty 4/5 3-5 days Newbie friendliness 35/100
traceopt-ai/traceml#631 ·
Maintainers usually reply within 1 day
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Difficulty 4/5 3-5 days Newbie friendliness 25/100
traceopt-ai/traceml#630 ·
Maintainers usually reply within 1 day
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Difficulty 4/5 3-5 days Newbie friendliness 42/100
traceopt-ai/traceml#629 ·
Maintainers usually reply within 1 day
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Difficulty 2/5 1-3 hours Newbie friendliness 72/100
traceopt-ai/traceml#628 ·
Maintainers usually reply within 1 day
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[Bug]: `traceml view`, `inspect` and `compare` print a traceback and "failed" when piped into `head`Open
Difficulty 2/5 1-3 hours Newbie friendliness 72/100
traceopt-ai/traceml#623 ·
Maintainers usually reply within 1 day
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Difficulty 5/5 Over a week Newbie friendliness 25/100
traceopt-ai/traceml#620 · 1 comment ·
Maintainers usually reply within 1 day
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Difficulty 4/5 3-5 days Newbie friendliness 48/100
traceopt-ai/traceml#617 ·
Maintainers usually reply within 1 day
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Difficulty 5/5 Over a week Newbie friendliness 35/100
traceopt-ai/traceml#614 · 1 comment ·
Maintainers usually reply within 1 day
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Difficulty 2/5 1-3 hours Newbie friendliness 78/100
traceopt-ai/traceml#612 ·
Maintainers usually reply within 1 day
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Difficulty 5/5 Over a week Newbie friendliness 22/100
traceopt-ai/traceml#581 ·
Maintainers usually reply within 1 day
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Difficulty 3/5 1-2 days Newbie friendliness 55/100
traceopt-ai/traceml#580 ·
Maintainers usually reply within 1 day
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Difficulty 4/5 3-5 days Newbie friendliness 58/100
traceopt-ai/traceml#573 ·
Maintainers usually reply within 1 day
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Difficulty 5/5 Over a week Newbie friendliness 15/100
traceopt-ai/traceml#552 · 2 comments ·
Maintainers usually reply within 1 day
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System cluster view averages an unreported GPU into the node meanMay be free again @giovannicozzolongo claimed this 66 days ago, and no pull request is open. Open
traceopt-ai/traceml#440 · 1 comment · 1 assignee ·
Maintainers usually reply within 1 day
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enhancement Integration P1 runtime
Difficulty 5/5 Over a week Newbie friendliness 35/100
traceopt-ai/traceml#396 ·
Maintainers usually reply within 1 day
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Difficulty 4/5 3-5 days Newbie friendliness 42/100
traceopt-ai/traceml#383 ·
Maintainers usually reply within 1 day
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Difficulty 4/5 3-5 days Newbie friendliness 48/100
traceopt-ai/traceml#382 ·
Maintainers usually reply within 1 day
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dashboard distributed enhancement P2
Difficulty 4/5 3-5 days Newbie friendliness 42/100
traceopt-ai/traceml#375 ·
Maintainers usually reply within 1 day
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distributed enhancement P1
Difficulty 5/5 Over a week Newbie friendliness 38/100
traceopt-ai/traceml#374 ·
Maintainers usually reply within 1 day
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bug P2
Difficulty 5/5 Over a week Newbie friendliness 35/100
traceopt-ai/traceml#363 · 2 comments ·
Maintainers usually reply within 1 day
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enhancement RFC
Difficulty 4/5 3-5 days Newbie friendliness 45/100
traceopt-ai/traceml#362 ·
Maintainers usually reply within 1 day
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documentation enhancement RFC
Difficulty 5/5 Over a week Newbie friendliness 35/100
traceopt-ai/traceml#361 ·
Maintainers usually reply within 1 day
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enhancement RFC
Difficulty 5/5 Over a week Newbie friendliness 22/100
traceopt-ai/traceml#360 ·
Maintainers usually reply within 1 day
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Difficulty 5/5 Over a week Newbie friendliness 28/100
traceopt-ai/traceml#323 · 2 comments ·
Maintainers usually reply within 1 day
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Distribute TraceML via conda-forgeMay be free again @abhinavsriva claimed this 113 days ago, and no pull request is open. Openenhancement
traceopt-ai/traceml#248 · 1 comment · 1 assignee ·
Maintainers usually reply within 1 day
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enhancement help wanted
Difficulty 4/5 3-5 days Newbie friendliness 56/100
traceopt-ai/traceml#244 ·
Maintainers usually reply within 1 day
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enhancement help wanted
Difficulty 5/5 Over a week Newbie friendliness 25/100
traceopt-ai/traceml#241 ·
Maintainers usually reply within 1 day
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[RFC] Scale distributed step time telemetry with rank-local windowsMay be free again @ppraneth claimed this 116 days ago, and no pull request is open. Opendistributed runtime
traceopt-ai/traceml#229 · 1 reaction · 3 assignees ·
Maintainers usually reply within 1 day
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distributed enhancement help wanted
Difficulty 5/5 Over a week Newbie friendliness 35/100
traceopt-ai/traceml#224 · 1 comment ·
Maintainers usually reply within 1 day
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Difficulty 4/5 3-5 days Newbie friendliness 48/100
traceopt-ai/traceml#211 · 3 comments ·
Maintainers usually reply within 1 day
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enhancement help wanted Integration
Difficulty 4/5 3-5 days Newbie friendliness 48/100
traceopt-ai/traceml#191 ·
Maintainers usually reply within 1 day
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enhancement
Difficulty 5/5 Over a week Newbie friendliness 30/100
traceopt-ai/traceml#145 ·
Maintainers usually reply within 1 day
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enhancement help wanted
Difficulty 4/5 3-5 days Newbie friendliness 42/100
traceopt-ai/traceml#134 ·
Maintainers usually reply within 1 day
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Store batch size samples in DB for all ranksMay be free again A pull request for this issue was closed without being merged. Openenhancement help wanted
Difficulty 4/5 3-5 days Newbie friendliness 20/100
traceopt-ai/traceml#81 · 1 comment ·
Maintainers usually reply within 1 day
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RFC: TraceML in MLflow, delivered as one PR after the shared foundationPossibly taken @Pendu claimed this today. Open
traceopt-ai/traceml#627 · 1 assignee ·
Maintainers usually reply within 1 day
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RFC: TraceML in Weights & Biases, delivered as six PRsPossibly taken @Pendu claimed this today. Open
traceopt-ai/traceml#626 · 1 assignee ·
Maintainers usually reply within 1 day
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Support telemetry-only execution without local SQLite or diagnosticsPossibly taken @abhinavsriva claimed this 4 days ago. Open
Difficulty 4/5 3-5 days Newbie friendliness 48/100
traceopt-ai/traceml#605 · 1 assignee ·
Maintainers usually reply within 1 day
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Demo container: add a documented dashboard-mode runPossibly taken A pull request linked to this issue is open or already merged. Openenhancement good first issue help wanted
Difficulty 4/5 3-5 days Newbie friendliness 57/100
traceopt-ai/traceml#243 · 3 comments ·
Maintainers usually reply within 1 day