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Update PR review skill with common patterns#177288

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Update PR review skill with common patterns#177288
albanD wants to merge 1 commit intopytorch:mainfrom
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@albanD albanD commented Mar 12, 2026

Two main change is to push the reviwer to use sub agents.
And added claude-suggested and manually reviewed patterns that we want to see. trying to strike a thorough but not too verbose balance.

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pytorch-bot bot commented Mar 12, 2026

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/177288

Note: Links to docs will display an error until the docs builds have been completed.

⏳ No Failures, 28 Pending

As of commit 876236d with merge base b9d551d (image):
💚 Looks good so far! There are no failures yet. 💚

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@pytorch-bot pytorch-bot bot added the topic: not user facing topic category label Mar 12, 2026
@albanD albanD marked this pull request as ready for review March 12, 2026 19:19
@albanD albanD requested review from drisspg and ezyang March 12, 2026 19:19
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albanD commented Mar 12, 2026

@pytorchbot merge

@pytorch-bot pytorch-bot bot added the ciflow/trunk Trigger trunk jobs on your pull request label Mar 12, 2026
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albanD commented Mar 12, 2026

@pytorchbot merge -f

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pytorch-bot bot commented Mar 12, 2026

❌ 🤖 pytorchbot command failed:

@pytorchbot merge: error: argument -f/--force: expected one argument

usage: @pytorchbot merge [-f MESSAGE | -i] [-ic] [-r [{viable/strict,main}]]

Try @pytorchbot --help for more info.

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albanD commented Mar 12, 2026

@pytorchbot merge -f "claude skill only and lint is already green"

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Merge started

Your change will be merged immediately since you used the force (-f) flag, bypassing any CI checks (ETA: 1-5 minutes). Please use -f as last resort and instead consider -i/--ignore-current to continue the merge ignoring current failures. This will allow currently pending tests to finish and report signal before the merge.

Learn more about merging in the wiki.

Questions? Feedback? Please reach out to the PyTorch DevX Team

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pytorchmergebot pushed a commit that referenced this pull request Mar 13, 2026
## Summary

Adds a `workflow_dispatch` workflow that the autorevert system can trigger when it detects an early failure pattern. Claude Opus 4.6 analyzes the suspect commit's diff, failed job logs, and PyTorch source code to determine whether the commit actually caused the CI failures.

Returns a structured JSON verdict as an artifact:
- **revert** — causal chain found, proceed to revert immediately
- **unsure** — inconclusive, continue with restart-to-confirm (default behavior unchanged)
- **not_related** — failures unrelated to the change, ignore this signal
- **garbage** — signal is unreliable (infra flake, driver crash), suppress for ~2 hours

Design doc: https://docs.google.com/document/d/1BA9B7cIIKiapI37fSFGDD7D0F-VwMyRKJW0PoS0KkbY/edit

## Evaluation Results (13/13 correct verdicts)

Prototyped and tested on [pytorch/ciforge](https://github.com/pytorch/ciforge). Results across diverse failure types:

### Round 1 (2026-03-12) — 4/4 correct

| Test Case | PR | Failure | Expected | Actual | Job |
|-----------|-----|---------|----------|--------|-----|
| Doc-only change | #177288 | pca_lowrank stride mismatch | not_related | **not_related @ 0.99** | [job](https://github.com/pytorch/ciforge/actions/runs/23016718498) |
| Dynamo einops fix | #177165 | detectron2 graph_breaks + test_is_nonzero_mps | not_related | **not_related @ 0.93** | [job](https://github.com/pytorch/ciforge/actions/runs/23016730498) |
| MPS cdouble guard | #176985 | test_is_nonzero_mps + pca_lowrank | revert | **revert @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23016740133) |
| Lint missing import | #176613 | Lint / lintrunner-noclang-all | revert | **revert @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23013529685) |

### Round 2 (2026-03-13, automated hourly loop) — 9/9 correct (1 cancelled)

| Timestamp | PR | Signal Key | Expected | Actual | Job |
|-----------|-----|-----------|----------|--------|-----|
| 03:12Z | #176613 | Lint / lintrunner-noclang-all | revert | **revert @ 0.98** | [job](https://github.com/pytorch/ciforge/actions/runs/23034497618) |
| 03:12Z | #176613 | fsdp/test_fully_shard_comm (test exec) | revert | **revert @ 0.98** | [job](https://github.com/pytorch/ciforge/actions/runs/23034499988) |
| 09:11Z | #177273 | test-timeout-270min (infra) | — | *cancelled* | [job](https://github.com/pytorch/ciforge/actions/runs/23043982417) |
| 10:12Z | #176019 | AllenaiLongformerBase fail_to_run (periodic) | garbage | **garbage @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23046142800) |
| 10:12Z | #176019 | detectron2_fcos IMPROVED (periodic) | not_related | **not_related @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23046144261) |
| 11:10Z | #176019 | functorch_dp_cifar10 fail_accuracy (periodic) | not_related | **not_related @ 0.93** | [job](https://github.com/pytorch/ciforge/actions/runs/23048173319) |
| 11:10Z | #176019 | basic_gnn_edgecnn IMPROVED (periodic) | not_related | **not_related @ 0.92** | [job](https://github.com/pytorch/ciforge/actions/runs/23048174698) |
| 15:09Z | #177096 | S3 PutObject IAM denied - ROCm gfx950 (infra) | garbage | **garbage @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23057146500) |
| 16:09Z | #176019 | vit_base_patch16_siglip_256 fail_to_run (periodic) | not_related | **not_related @ 0.97** | [job](https://github.com/pytorch/ciforge/actions/runs/23059634364) |
| 16:09Z | #176019 | shufflenet_v2_x1_0 fail_accuracy (periodic) | not_related | **not_related @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23059635765) |

### Summary by verdict type

| Verdict | Count | Correct | Avg Confidence |
|---------|-------|---------|----------------|
| revert | 4 | 4/4 | 0.97 |
| garbage | 2 | 2/2 | 0.95 |
| not_related | 7 | 7/7 | 0.94 |

## Test plan

- [x] Prototyped and tested on pytorch/ciforge with 13 real trunk failure cases
- [x] Verified structured JSON output matches schema
- [x] Verified verdict artifact uploads correctly
- [ ] Trigger via GitHub UI with `workflow_dispatch` on pytorch/pytorch to validate bedrock environment works
- [ ] Integrate dispatch call into autorevert lambda (follow-up)
Pull Request resolved: #177404
Approved by: https://github.com/wdvr
AaronWang04 pushed a commit to AaronWang04/pytorch that referenced this pull request Mar 24, 2026
## Summary

Adds a `workflow_dispatch` workflow that the autorevert system can trigger when it detects an early failure pattern. Claude Opus 4.6 analyzes the suspect commit's diff, failed job logs, and PyTorch source code to determine whether the commit actually caused the CI failures.

Returns a structured JSON verdict as an artifact:
- **revert** — causal chain found, proceed to revert immediately
- **unsure** — inconclusive, continue with restart-to-confirm (default behavior unchanged)
- **not_related** — failures unrelated to the change, ignore this signal
- **garbage** — signal is unreliable (infra flake, driver crash), suppress for ~2 hours

Design doc: https://docs.google.com/document/d/1BA9B7cIIKiapI37fSFGDD7D0F-VwMyRKJW0PoS0KkbY/edit

## Evaluation Results (13/13 correct verdicts)

Prototyped and tested on [pytorch/ciforge](https://github.com/pytorch/ciforge). Results across diverse failure types:

### Round 1 (2026-03-12) — 4/4 correct

| Test Case | PR | Failure | Expected | Actual | Job |
|-----------|-----|---------|----------|--------|-----|
| Doc-only change | pytorch#177288 | pca_lowrank stride mismatch | not_related | **not_related @ 0.99** | [job](https://github.com/pytorch/ciforge/actions/runs/23016718498) |
| Dynamo einops fix | pytorch#177165 | detectron2 graph_breaks + test_is_nonzero_mps | not_related | **not_related @ 0.93** | [job](https://github.com/pytorch/ciforge/actions/runs/23016730498) |
| MPS cdouble guard | pytorch#176985 | test_is_nonzero_mps + pca_lowrank | revert | **revert @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23016740133) |
| Lint missing import | pytorch#176613 | Lint / lintrunner-noclang-all | revert | **revert @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23013529685) |

### Round 2 (2026-03-13, automated hourly loop) — 9/9 correct (1 cancelled)

| Timestamp | PR | Signal Key | Expected | Actual | Job |
|-----------|-----|-----------|----------|--------|-----|
| 03:12Z | pytorch#176613 | Lint / lintrunner-noclang-all | revert | **revert @ 0.98** | [job](https://github.com/pytorch/ciforge/actions/runs/23034497618) |
| 03:12Z | pytorch#176613 | fsdp/test_fully_shard_comm (test exec) | revert | **revert @ 0.98** | [job](https://github.com/pytorch/ciforge/actions/runs/23034499988) |
| 09:11Z | pytorch#177273 | test-timeout-270min (infra) | — | *cancelled* | [job](https://github.com/pytorch/ciforge/actions/runs/23043982417) |
| 10:12Z | pytorch#176019 | AllenaiLongformerBase fail_to_run (periodic) | garbage | **garbage @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23046142800) |
| 10:12Z | pytorch#176019 | detectron2_fcos IMPROVED (periodic) | not_related | **not_related @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23046144261) |
| 11:10Z | pytorch#176019 | functorch_dp_cifar10 fail_accuracy (periodic) | not_related | **not_related @ 0.93** | [job](https://github.com/pytorch/ciforge/actions/runs/23048173319) |
| 11:10Z | pytorch#176019 | basic_gnn_edgecnn IMPROVED (periodic) | not_related | **not_related @ 0.92** | [job](https://github.com/pytorch/ciforge/actions/runs/23048174698) |
| 15:09Z | pytorch#177096 | S3 PutObject IAM denied - ROCm gfx950 (infra) | garbage | **garbage @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23057146500) |
| 16:09Z | pytorch#176019 | vit_base_patch16_siglip_256 fail_to_run (periodic) | not_related | **not_related @ 0.97** | [job](https://github.com/pytorch/ciforge/actions/runs/23059634364) |
| 16:09Z | pytorch#176019 | shufflenet_v2_x1_0 fail_accuracy (periodic) | not_related | **not_related @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23059635765) |

### Summary by verdict type

| Verdict | Count | Correct | Avg Confidence |
|---------|-------|---------|----------------|
| revert | 4 | 4/4 | 0.97 |
| garbage | 2 | 2/2 | 0.95 |
| not_related | 7 | 7/7 | 0.94 |

## Test plan

- [x] Prototyped and tested on pytorch/ciforge with 13 real trunk failure cases
- [x] Verified structured JSON output matches schema
- [x] Verified verdict artifact uploads correctly
- [ ] Trigger via GitHub UI with `workflow_dispatch` on pytorch/pytorch to validate bedrock environment works
- [ ] Integrate dispatch call into autorevert lambda (follow-up)
Pull Request resolved: pytorch#177404
Approved by: https://github.com/wdvr
EmanueleCoradin pushed a commit to EmanueleCoradin/pytorch that referenced this pull request Mar 30, 2026
Two main change is to push the reviwer to use sub agents.
And added claude-suggested and manually reviewed patterns that we want to see. trying to strike a thorough but not too verbose balance.
Pull Request resolved: pytorch#177288
Approved by: https://github.com/drisspg
EmanueleCoradin pushed a commit to EmanueleCoradin/pytorch that referenced this pull request Mar 30, 2026
## Summary

Adds a `workflow_dispatch` workflow that the autorevert system can trigger when it detects an early failure pattern. Claude Opus 4.6 analyzes the suspect commit's diff, failed job logs, and PyTorch source code to determine whether the commit actually caused the CI failures.

Returns a structured JSON verdict as an artifact:
- **revert** — causal chain found, proceed to revert immediately
- **unsure** — inconclusive, continue with restart-to-confirm (default behavior unchanged)
- **not_related** — failures unrelated to the change, ignore this signal
- **garbage** — signal is unreliable (infra flake, driver crash), suppress for ~2 hours

Design doc: https://docs.google.com/document/d/1BA9B7cIIKiapI37fSFGDD7D0F-VwMyRKJW0PoS0KkbY/edit

## Evaluation Results (13/13 correct verdicts)

Prototyped and tested on [pytorch/ciforge](https://github.com/pytorch/ciforge). Results across diverse failure types:

### Round 1 (2026-03-12) — 4/4 correct

| Test Case | PR | Failure | Expected | Actual | Job |
|-----------|-----|---------|----------|--------|-----|
| Doc-only change | pytorch#177288 | pca_lowrank stride mismatch | not_related | **not_related @ 0.99** | [job](https://github.com/pytorch/ciforge/actions/runs/23016718498) |
| Dynamo einops fix | pytorch#177165 | detectron2 graph_breaks + test_is_nonzero_mps | not_related | **not_related @ 0.93** | [job](https://github.com/pytorch/ciforge/actions/runs/23016730498) |
| MPS cdouble guard | pytorch#176985 | test_is_nonzero_mps + pca_lowrank | revert | **revert @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23016740133) |
| Lint missing import | pytorch#176613 | Lint / lintrunner-noclang-all | revert | **revert @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23013529685) |

### Round 2 (2026-03-13, automated hourly loop) — 9/9 correct (1 cancelled)

| Timestamp | PR | Signal Key | Expected | Actual | Job |
|-----------|-----|-----------|----------|--------|-----|
| 03:12Z | pytorch#176613 | Lint / lintrunner-noclang-all | revert | **revert @ 0.98** | [job](https://github.com/pytorch/ciforge/actions/runs/23034497618) |
| 03:12Z | pytorch#176613 | fsdp/test_fully_shard_comm (test exec) | revert | **revert @ 0.98** | [job](https://github.com/pytorch/ciforge/actions/runs/23034499988) |
| 09:11Z | pytorch#177273 | test-timeout-270min (infra) | — | *cancelled* | [job](https://github.com/pytorch/ciforge/actions/runs/23043982417) |
| 10:12Z | pytorch#176019 | AllenaiLongformerBase fail_to_run (periodic) | garbage | **garbage @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23046142800) |
| 10:12Z | pytorch#176019 | detectron2_fcos IMPROVED (periodic) | not_related | **not_related @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23046144261) |
| 11:10Z | pytorch#176019 | functorch_dp_cifar10 fail_accuracy (periodic) | not_related | **not_related @ 0.93** | [job](https://github.com/pytorch/ciforge/actions/runs/23048173319) |
| 11:10Z | pytorch#176019 | basic_gnn_edgecnn IMPROVED (periodic) | not_related | **not_related @ 0.92** | [job](https://github.com/pytorch/ciforge/actions/runs/23048174698) |
| 15:09Z | pytorch#177096 | S3 PutObject IAM denied - ROCm gfx950 (infra) | garbage | **garbage @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23057146500) |
| 16:09Z | pytorch#176019 | vit_base_patch16_siglip_256 fail_to_run (periodic) | not_related | **not_related @ 0.97** | [job](https://github.com/pytorch/ciforge/actions/runs/23059634364) |
| 16:09Z | pytorch#176019 | shufflenet_v2_x1_0 fail_accuracy (periodic) | not_related | **not_related @ 0.95** | [job](https://github.com/pytorch/ciforge/actions/runs/23059635765) |

### Summary by verdict type

| Verdict | Count | Correct | Avg Confidence |
|---------|-------|---------|----------------|
| revert | 4 | 4/4 | 0.97 |
| garbage | 2 | 2/2 | 0.95 |
| not_related | 7 | 7/7 | 0.94 |

## Test plan

- [x] Prototyped and tested on pytorch/ciforge with 13 real trunk failure cases
- [x] Verified structured JSON output matches schema
- [x] Verified verdict artifact uploads correctly
- [ ] Trigger via GitHub UI with `workflow_dispatch` on pytorch/pytorch to validate bedrock environment works
- [ ] Integrate dispatch call into autorevert lambda (follow-up)
Pull Request resolved: pytorch#177404
Approved by: https://github.com/wdvr
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