diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 295ccfd209ec3896fe0d55f44a6085cea6a98dc0..9b0ac83d2c32523ffddf4f1e3ade56980eb94773 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260518T180026Z", - "generated_at": "2026-05-18T18:10:43Z", + "snapshot_id": "20260519T000033Z", + "generated_at": "2026-05-19T00:06:19Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,204 +1148,6 @@ } ] }, - { - "cluster_id": "cluster-43656-4", - "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 43824, - "canonical_pr_number": 43656, - "issue_numbers": [ - 43824 - ], - "pr_numbers": [ - 43656, - 43836, - 43842 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43656, - "right_pr_number": 43836, - "code_similarity": 0.36, - "size_similarity": 0.176, - "file_overlap": 1.0, - "area_overlap": 0.051, - "patch_similarity": 0.048, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ] - } - ] - }, - { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - }, - { - "left_pr_number": 43836, - "right_pr_number": 43842, - "code_similarity": 0.332, - "size_similarity": 0.088, - "file_overlap": 1.0, - "area_overlap": 0.033, - "patch_similarity": 0.017, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1620,6 +1422,87 @@ } ] }, + { + "cluster_id": "cluster-45753-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45753.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 45753, + "canonical_pr_number": 46007, + "issue_numbers": [ + 45753 + ], + "pr_numbers": [ + 46007, + 46040 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46007, + "right_pr_number": 46040, + "code_similarity": 0.665, + "size_similarity": 0.372, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.601, + "shared_filenames": [ + "docs/source/en/tasks/image_text_to_text.md" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/tasks/image_text_to_text.md", + "left_ranges": [ + [ + 18, + 24 + ], + [ + 50, + 69 + ], + [ + 310, + 316 + ], + [ + 346, + 358 + ], + [ + 419, + 425 + ] + ], + "right_ranges": [ + [ + 18, + 24 + ], + [ + 50, + 69 + ], + [ + 310, + 316 + ], + [ + 346, + 358 + ], + [ + 419, + 425 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -2117,16 +2000,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43656-4", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43836, - 43842 - ], - "target_issue_number": 43824, - "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2188,6 +2061,15 @@ ], "target_issue_number": 45647, "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-45753-3", + "canonical_pr_number": 46007, + "duplicate_pr_numbers": [ + 46040 + ], + "target_issue_number": 45753, + "reason": "PRs in cluster-45753-3 are treated as duplicates because they converge on issue #45753 with closing_reference evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index c806eadb17901ab7dc515833f0ecf9a696a0a41f..b7ec71c20bd1aa9df241880e99d51fa819ee4962 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260518T180026Z", - "generated_at": "2026-05-18T18:10:43Z", + "snapshot_id": "20260519T000033Z", + "generated_at": "2026-05-19T00:06:19Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -135,7 +135,7 @@ "issue:43854|issue:43866", "issue:41093|issue:43638" ], - "prepared_review_unit_hash": "8a40aad86584b5d8baf1c95596bd9b2209c9e4dabd159a31f3eaeed4e6941c1a", + "prepared_review_unit_hash": "21a36277652ca5992aff191e004291f83d91f9e4a315238e1e21dc607dcbaf4e", "component_budget": { "node_count": 406, "item_count": 406, @@ -157,306 +157,246 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster with a few genuine duplicates. The strongest true duplicate family is the v5 AutoTokenizer regression, but the better representative is the broader multi-model report (45920), not the Granite-only report (45812). A couple of other pairs also look like the same concrete bug; most do not.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45920 is the best canonical issue because it captures the broader v5 AutoTokenizer regression across multiple model families; 45812 is a narrower Granite-only instance and is better treated as a member of that cluster than the representative.", + "summary": "The cluster is mostly heterogeneous, with only a couple of real duplicate-looking families. The clearest duplicate is the DeepSpeed ZeRO-3 Bert index-out-of-bounds pair; the other strong family is the broad AutoTokenizer v5 regression across multiple model families. Most other soft links are just same-subsystem or same-error-shape noise and should be split.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45920 is the best umbrella issue among the duplicate-like candidates: it describes the broad AutoTokenizer v5 regression affecting multiple model families, which is more representative than the narrower per-model reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest overall issue representative: it is broad, concrete, and matches the multi-family token-id regression cluster more faithfully than the Granite-only report 45812.", + "best_issue_reason": "45920 is the strongest global issue anchor because it generalizes the tokenizer regression across several affected models, making it the best triage target for a merged duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3_5 config attribute mismatch vs streaming chat/completions inference error." + "reason": "Different failures: missing config field in Qwen3.5 vs streaming chat/completions inference on Qwen3.5-0.8B." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different bugs: AMD GPU failure vs MPS histogram kernel limitation." + "reason": "Different model/backend bugs: GPT-OSS on AMD GPUs vs an MPS histogram op error in a MoE path." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model paths and symptoms; no shared concrete code path." + "reason": "Different models and symptoms: Mistral-3 image dtype mismatch vs GPT-OSS GPU backend failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are device/dtype-flavored, but they affect different models and execution paths." + "reason": "Both are dtype/backend issues, but they hit different models and code paths; not the same bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "GPT-OSS AMD GPU issue and GraniteMoE invalid-method issue are unrelated." + "reason": "GPT-OSS AMD GPU failure and GraniteMoEHybrid invalid method are unrelated code-paths." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model families and failure mechanisms; not the same bug." + "reason": "Different model families and errors; no shared concrete bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated." + "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are unrelated." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export failure and auto device-map cuda assert are different bugs." + "reason": "ONNX export vs auto device-map cuda assert are distinct failure modes." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash vs outdated RAG docs; unrelated." + "reason": "Table QA runtime crash and outdated RAG docs are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but they cover different removed content and likely require separate edits." + "reason": "Both are v5 docs cleanups, but they concern different removed docs/features and are not the same issue." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure and GenerationMixin import error are unrelated." + "reason": "ONNX export error and GenerationMixin import breakage are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Similar indexing/device wording, but the model paths and failure modes differ." + "reason": "Both involve device/mask issues, but one is a mask shape mismatch and the other is a Gemma4 PLE device placement bug." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Same broad error class, but not enough evidence they are the same Zero-3/BERT bug." + "reason": "Both are ZeRO-3/shape errors, but the concrete failure messages and affected paths differ." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Generic IndexError text is not enough; the contexts differ." + "reason": "Same broad area, but not the same concrete bug: Bert ZeRO-3 init index error vs mask-shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape indexing error and GPT-OSS TP failure are unrelated." + "reason": "Mask shape mismatch and GPT-OSS tensor-parallel issue are different failures." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask indexing crash and TRL SFT embedding unpacking are not the same bug." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset and ModernBERT export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both mention DeepSpeed/ZeRO-3, but the collective mismatch and zero-size index errors are different code paths." + "reason": "DeepSpeed collective mismatch and ZeRO-3 Bert index error are different code paths." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 BERT index-out-of-bounds bug; both report index 0 out of bounds with size 0." + "reason": "Same concrete DeepSpeed ZeRO-3 Bert failure: index 0 out of bounds with size 0 during model init/train." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call and GPT-OSS TP failure are different code paths." + "reason": "Liger Kernel cross_entropy call and GPT-OSS TP failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression and LoRA merge/save inconsistency are unrelated." + "reason": "DeepSeek detokenization bug and LoRA merge/reload inconsistency are different issues." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 loading and LoRA merge/save behavior are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to LoRA merge/save mismatch." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as the mask-shape indexing error." + "reason": "Both mention tensor shape problems, but activation checkpointing/FSDP and mask indexing are not the same bug." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-dimension error and collective mismatch are different failures." + "reason": "DeepSpeed weight-dimension error in training is not the same as collective mismatch on ranks." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Both describe the same Qwen3.5 MoE rotary-embedding/offload materialization bug." + "accept": false, + "reason": "Same model component family, but CPU offload incompatibility and uninitialized-memory materialization are different bugs." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Zero-3 BERT index error and GPT-OSS TP failure do not share a concrete code path." + "reason": "ZeRO-3 Bert index error and GPT-OSS TP failure do not share the same concrete code path." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and custom trainer signature change are unrelated." + "reason": "Activation-checkpointing shape mismatch and custom trainer API breakage are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Zero-3 BERT loading error and GPT-OSS TP failure are unrelated." + "reason": "Different models and failure types; not duplicate." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral dtype mismatch and GraniteMoE invalid method are different bugs." + "reason": "Image-preprocessor dtype mismatch and GraniteMoE invalid method are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute error and Mistral tokenizer regex crash are unrelated." + "reason": "Gemma3 sliding-window/vLLM config issue and Mistral regex patch crash are different." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Both involve Gemma4, but one is a device-map forward mismatch and the other is an expensive reverse embedding lookup." + "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different Gemma4 problems." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime failure are unrelated." + "reason": "Torch compatibility issue and Qwen-3-8B-NVFP4 runtime error are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE and GPT-OSS TP failure are unrelated." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and GPT-OSS TP failure are not the same bug." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL embedding unpacking issue and GPT-OSS TP failure are different bugs." + "reason": "TRL SFT unpacking failure and GPT-OSS tensor-parallel issue are different code paths." }, { - "left": "issue:43716", + "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Mistral dtype mismatch and MPS histogram Int limitation are unrelated." + "reason": "Qwen3-vl embedding video StopIteration and MPS MoE histogram error are unrelated." }, { "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Different models and failure surfaces; not the same bug." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3-related, but Gemma3 load failure and BERT zero-size index error are different code paths." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel cross-entropy issue and TRL embedding unpacking issue are unrelated." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both are docs regressions in v5, but they cover different removed content and likely need separate fixes." - }, - { - "left": "issue:39290", - "right": "issue:41720", - "accept": false, - "reason": "Gemma3 config attribute error and Qwen3 auto device-map cuda assert are unrelated." - }, - { - "left": "issue:45237", - "right": "issue:45901", - "accept": false, - "reason": "GPT-OSS AMD GPU failure and table QA crash are unrelated." - }, - { - "left": "issue:44841", - "right": "issue:45823", - "accept": false, - "reason": "Voxtral processor failure and Gemma4 device mismatch are different issues." - }, - { - "left": "issue:43039", - "right": "issue:44560", - "accept": false, - "reason": "Liger Kernel cross-entropy call and Qwen3-vl video StopIteration are unrelated." - }, - { - "left": "issue:41762", - "right": "issue:43596", - "accept": false, - "reason": "Different models and failure modes, despite both involving ZeRO-3." - }, - { - "left": "issue:43901", - "right": "issue:44512", - "accept": false, - "reason": "TextClassificationPipeline docs mismatch and run-command docs removal are separate docs issues." - }, - { - "left": "issue:39290", - "right": "issue:41720", + "right": "issue:45685", "accept": false, - "reason": "No shared code path beyond both being model/config related." + "reason": "Different models, different backend issues; no shared concrete fix." }, { - "left": "issue:45237", + "left": "issue:44560", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU runtime issue and outdated RAG examples are unrelated." + "reason": "Video embedding StopIteration and outdated RAG examples are unrelated." }, { - "left": "issue:41093", - "right": "issue:43638", - "accept": false, - "reason": "Similar generic IndexError wording, but not enough evidence they share the same underlying bug." - }, - { - "left": "issue:43854", - "right": "issue:43866", - "accept": false, - "reason": "Unable-to-load unit test failure and corrupted checkpoint report are distinct problems." + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer v5 regression: wrong token IDs across Granite and other model families." }, { "left": "issue:44863", @@ -468,46 +408,34 @@ "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and NemotronH loader incompatibility are different issues." + "reason": "Corrupted checkpoint and checkpoint-loading implementation bug are not the same issue." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure and docs cleanup are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime error and docs cleanup are unrelated." }, { "left": "issue:43854", - "right": "issue:46015", - "accept": false, - "reason": "Model-loading test failure and outdated RAG docs are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:43716", + "right": "issue:43866", "accept": false, - "reason": "Grouped_mm dynamo tracing error and Mistral image-preprocessor dtype mismatch are unrelated." - }, - { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same v5 AutoTokenizer regression; 45920 is the broader multi-family report and 45812 is a narrower Granite-only instance." + "reason": "GLM-4.7 unit-test loading failure and Ovis2 checkpoint corruption are different model-specific issues." }, { "left": "issue:41093", - "right": "issue:44805", + "right": "issue:43638", "accept": false, - "reason": "Similar mask-shape IndexError language, but not enough evidence of the same bug." + "reason": "Mask-shape mismatch and ZeRO-3 Bert index error are similar only at a high level, not the same bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: most pairwise verdicts are conservative, but the canonical-issue choice is not fully grounded. In the packet, issue 45920 is the broader AutoTokenizer v5 regression across multiple model families, while 45812 is Granite-only; describing 45812 as the broadest or best representative overstates its scope. The duplicate cluster itself is plausible, but the representative issue selection should be revised." + "accept": true, + "feedback": "The summary is well grounded in the packet: it distinguishes the two real duplicate-like families (DeepSpeed ZeRO-3 Bert index errors and the AutoTokenizer v5 regression) and treats the rest as same-subsystem noise rather than over-merging. The accepted soft-edge pairs are conservative and supported by the issue titles and descriptions." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -520,8 +448,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -897,8 +825,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -1325,7 +1253,7 @@ "issue:24643|issue:30064", "issue:43366|issue:43828" ], - "prepared_review_unit_hash": "244ff16257d9b092fbbee773cb8e138aeed713e2d795509fd9c700b344b7a49c", + "prepared_review_unit_hash": "8d8ed68e41d2a34e7bc63761b7ed6205e11df19553bfbdee2cd298bdc94d3cf0", "component_budget": { "node_count": 406, "item_count": 406, @@ -1347,213 +1275,213 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mix of distinct Transformers regressions, but it does contain several clear duplicate-like same-bug pairs, not just docs and mask-shape. The strongest accepted matches are the stale v5 pipeline docs pair, the repeated mask-shape IndexError pair, the Whisper/fbank feature-extraction pair, the `_is_hf_initialized` compatibility pair, and the Qwen VL video-input regression pair. The remaining soft matches are mostly nearby compatibility or loading failures, but not safe duplicates.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45020 is still the best single umbrella issue: it is the broadest and most central regression report in the set, covering the general class of recent loading breakages. The accepted duplicate-like pairs are narrower subclusters around it, but 45020 is the most representative hub overall.", + "summary": "Most artifacts are unrelated model-/integration-specific bugs. The only clear duplicate pair is the docs regression about removed pipeline tasks in v5. Everything else shares only broad theme-level similarity or the same error string but a different code path.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 44509 is the clearest representative of the only true duplicate pair: it explicitly covers the v5 docs cleanup for removed pipeline tasks and subsumes the earlier, narrower 43827 report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best global representative issue because it captures the widest model-loading regression theme in the cluster, while the other issues split into smaller, more specific duplicate groups or unrelated bugs.", + "best_issue_reason": "Issue 44509 is the best issue to anchor this cluster because it is the most explicit and comprehensive instance of the shared docs regression; the remaining issues are mostly separate bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both involve Qwen/LoRA-related behavior, but one is a HF4.x vs hf5.x MoE loading incompatibility and the other is a tie_word_embeddings warning; not the same bug." + "reason": "Both mention Qwen LoRA/config warnings, but one is an hf4.x/hf5.x compatibility break and the other is a tie_word_embeddings warning; not the same bug." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code loading regressions and a Gemma4 PLE device_map forward mismatch are different failure modes." + "reason": "Generic remote_code breakage vs a specific Gemma4 device_map forward mismatch; different failure modes and fixes." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing Qwen2.5 VL and a bitsandbytes Int8Params constructor issue are unrelated code paths." + "reason": "ImportError for a missing class vs bitsandbytes Int8Params kwarg incompatibility; unrelated code paths." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping add-new-model-like failure is distinct from the broader remote_code loading regression." + "reason": "Tokenizer mapping name edge case vs broad remote_code regressions; too general to be the same underlying issue." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for EMBEDDIA/est-roberta and flash-attn fallback gating are separate subsystems." + "reason": "Tokenizer loading failure for one model vs flash-attn fallback gating logic; different subsystems." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Gemma4 PLE device placement." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs device placement mismatch in Gemma4; not the same bug." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model families and different errors; no clear shared code-path bug." + "reason": "Qwen3VL weight_only error vs GLM5 issue; no shared code path or symptom." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash is unrelated to flash-attn fallback blocking." + "reason": "Mistral regex patch crash vs flash-attn fallback blocked by checks; unrelated tokenizer vs attention-selection bugs." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report stale docs still referencing removed v5 pipeline tasks; same documentation cleanup." + "reason": "Same docs regression: both report v5 docs still referencing removed pipeline tasks such as summarization/translation/text2text-generation." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code loading breakage is not the same as the Kimi-K2.5 tokenizer codec regression." + "reason": "Broad remote_code regressions vs a specific Kimi-K2.5 tokenizer codec/fix_mistral_regex regression; different underlying issues." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Untied lm_head weights and non-persistent buffer corruption are different bugs despite both being model-loading related." + "reason": "lm_head tying bug in Mistral3 vs non-persistent buffer corruption during from_pretrained; unrelated model-loading problems." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM loading key error and flash-attn fallback logic are unrelated." + "reason": "Key error loading one model vs flash-attn fallback checks; different code paths." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE fine-grained FP8 failure is a separate backend/config issue from the remote_code regression." + "reason": "FP8/Qwen3Moe failure vs broad remote_code breakage; the overlap is only at a very high level." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error on a non-pretrained Bert model is unrelated to Gemma4 device mismatch." + "reason": "DeepSpeed ZeRO-3 index error on non-pretrained Bert vs Gemma4 PLE device mismatch; not the same bug." }, { "left": "issue:43792", "right": "issue:44220", - "accept": true, - "reason": "Both point to the same Whisper/fbank feature-extraction failure path; 44220 names the underlying function." + "accept": false, + "reason": "Whisper run failure vs _torch_extract_fbank_features issue; both audio-related but different failing components." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and a corrupted Ovis2 checkpoint are different problems." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed vs Ovis2 checkpoint corruption; different models and causes." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "Both describe the same `_is_hf_initialized` compatibility break in newer Transformers loading/init flows." + "accept": false, + "reason": "Both mention unexpected _is_hf_initialized, but one is bitsandbytes Int8Params and the other is init_empty_weights/meta loading; similar symptom, different code paths." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "FineGrainedFP8Config failure and bitsandbytes constructor incompatibility are separate issues." + "reason": "Qwen3Moe FP8 failure vs bitsandbytes kwarg incompatibility; no shared underlying bug." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both involve ZeRO-3 weight loading, but the model targets and missing-weight patterns differ enough to avoid duplicate merging." + "reason": "Qwen3-Next ZeRO-3 missing weights vs Qwen3.5 ZeRO-3 missing language_model weights; related theme, but different model structure and failure." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading and NemotronH checkpoint loading are unrelated model issues." + "reason": "GLM-4.7-Flash unit-test loading issue vs NemotronH checkpoint loading failure; distinct model-specific loader bugs." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "A bad tokenizer error message for Voxtral is not the same as a tokenizer load failure for est-roberta." + "reason": "Bad tokenizer error message for Voxtral vs tokenizer loading failure for est-roberta; different models and issues." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "LoRA gradient-checkpointing being ineffective and a missing supports_gradient_checkpointing flag are related only broadly, not the same bug." + "reason": "Gradient checkpointing ineffective with LoRA vs missing supports_gradient_checkpointing flag; related to checkpointing, but not the same bug or fix." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss kwarg vs mask/tensor shape mismatch; completely different training failures." + "reason": "Different training-time TypeErrors/IndexErrors with unrelated triggers; no evidence of a shared root cause." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Gradient explosion from 3D position_ids/SDPA fallback is not the same as an s_aux=None flash-attention crash." + "reason": "RLHF NaN/SDPA math-fallback issue vs flash_attention AttributeError on s_aux=None; both attention-related but different failures." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Weight-conversion failure under accelerate+deepspeed is distinct from GAS gradient averaging under model_accepts_loss_kwargs=True." + "reason": "Qwen3 MOE weight-conversion issue vs DeepSpeed gradient averaging with loss kwargs; separate training bugs." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes init incompatibility and CLIPTokenizer model_max_length are unrelated." + "reason": "bitsandbytes _is_hf_initialized incompatibility vs CLIPTokenizer max length constant; unrelated." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Both describe the same mask-shape IndexError; the titles differ only in placeholder dimensions." + "accept": false, + "reason": "Same shape-mismatch error wording, but the reported contexts differ and there is no evidence they are the same underlying bug." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading; different model/runtime components." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Both are the same v5.3.0 Qwen VL video-input regression family, with 44560 providing a specific reproduction." + "accept": false, + "reason": "Video-input regression for several Qwen models vs Qwen3-VL embedding StopIteration; both video-related but not the same symptom or fix." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer-loading reports with different models and failure details." + "reason": "Tokenizer loading error-message issue vs a model that no longer loads; different bug class." }, { - "left": "issue:42947", - "right": "issue:45538", + "left": "issue:24643", + "right": "issue:30064", "accept": false, - "reason": "Gradient checkpointing/LoRA and CLIPTokenizer max length do not share a bug." + "reason": "DeepSpeed training RuntimeError vs image processor void segmentation-map failure; unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "GGUF gpt-oss architecture support request vs Phi-tiny-MoE autocast dtype mismatch; no shared underlying bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The verdicts are mostly conservative, but the summary is not fully grounded in the packet because it understates the number of duplicate-like matches. In the packet, several accepted soft-edge pairs are also reasonably same-bug clusters (43792/44220, 43872/44291, 44479/44560, 43827/44509, and 41093/44805), not just the docs and mask-shape pairs. Saying those are merely \u201cclose compatibility regressions but not safe to merge\u201d conflicts with the accepted verdicts and makes the cluster look looser than the evidence supports." + "accept": true, + "feedback": "The cluster summary is well grounded in the packet. The only accepted duplicate pair, issue:43827 \u2194 issue:44509, is directly supported by the titles and is appropriately described as the narrower vs broader docs regression. The other soft-edge rejections are conservative and do not overclaim duplication from the evidence shown." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1653,7 +1581,7 @@ "issue:42491|issue:45276", "issue:43708|issue:44075" ], - "prepared_review_unit_hash": "612c68d2236cfdc04326b2ff64ac201ca5ac4e796b351efb9b3adf4c6b6ef634", + "prepared_review_unit_hash": "518d81870beafe858a6e72ac075cbf5a5b0b14a33d5cd03fb1b4a827736dedb0", "component_budget": { "node_count": 406, "item_count": 406, @@ -1675,228 +1603,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers regression reports, with only a few true duplicate subpairs around the same bug. The strongest duplicate anchor is the Transformers 5 non-persistent-buffer corruption report; most other soft links should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43644 is the clearest representative because it has an essentially identical follow-up report (44534) for the same Transformers 5.x non-persistent-buffer corruption regression.", + "summary": "This cluster is dominated by Transformers v5/v5.x regression reports, but the soft links are mostly false positives across different models and failure modes (custom model init, loading, device mapping, attention, config, and training bugs).", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43646 is the broadest, most user-facing representative of the shared Transformers 5.x custom-model initialization regression theme in this set.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the best single issue to keep as the cluster representative: it is concrete, clearly scoped, and has the strongest duplicate match in the set.", + "best_issue_reason": "Issue 43646 is the best triage anchor because it captures the core regression class without being tied to a narrower symptom or environment-specific repro.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different failures: Qwen2.5-VL rope/position-id scaling vs Qwen3_5MoE uninitialized-memory after meta->to_empty() materialization." + "reason": "Different bugs: one is a Qwen2.5-VL rope/index scaling issue; the other is uninitialized rotary embedding memory after meta-to-empty materialization." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but distinct bugs: FSDP2 shared_kv_states KeyError vs PLE device-mismatch during forward." + "reason": "Both are Gemma4-related, but one is an FSDP2 shared_kv_states KeyError and the other is a device_map auto-forward device mismatch." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated topics: GGUF support for gpt-oss vs sliding_window behavior in Qwen3-MoE." + "reason": "Unrelated functionality: GGUF gpt-oss architecture support vs Qwen3-MoE sliding_window behavior." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + "reason": "Different failure classes: non-persistent buffer corruption in from_pretrained versus long-OCR index error in Kosmos2.5." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different architectures and code paths: Bamba torch.compile/SDPA failure vs Qwen3.5 Flash Attention crash." + "reason": "Both mention attention/compile paths, but the concrete bugs differ: SDPA torch.compile on Bamba vs Flash Attention misreading 3D position_ids on Qwen3.5." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same custom-model initialization regression; the notebook-specific wording in 43645 is just a context variant of 43646." + "reason": "Same underlying regression: both report Transformers 5.0.0 breaking custom model initialization; the notebook wording is just a specific repro environment." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated: GGUF gpt-oss support vs Float8 storage lookup failure." + "reason": "Different model-loading/support problems: gpt-oss GGUF architecture support vs missing Float8 storage during loading." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different problems: Qwen3-vl video StopIteration vs TRL SFT unpacking failure for Qwen3.5 embeddings." + "reason": "Different Qwen3.5-VL issues: video StopIteration in embedding flow versus unpacking embeddings failing in TRL SFT trainer." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Both involve loading/fp8/meta behavior, but the concrete bugs differ: FineGrainedFP8Config failure vs meta-device loading regression." + "reason": "Both are model/runtime failures, but one is Qwen3-MoE FineGrainedFP8Config and the other is meta-device loading on some models." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import error for a missing export is not the same as meta-device loading issues." + "reason": "Different problems: missing Qwen2_5_VL import versus meta-device loading failure." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Different scope entirely: 3d_parallel.py runtime failure vs GGUF architecture support request." + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss architecture support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Unrelated regressions: GenerationMixin import failure vs Qwen3-MoE FP8 failure." + "reason": "ImportError for GenerationMixin and Qwen3-MoE FP8 failure are unrelated bugs." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping add-new-model bug vs Gemma4 PLE device mismatch; no shared concrete code-path." + "reason": "Tokenizer-mapping/add-new-model-like failure is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same underlying SigLIP2 output corruption; one report describes zero probabilities, the other nonsensical AutoModel/pipeline outputs." - }, - { - "left": "issue:42491", - "right": "issue:43720", - "accept": false, - "reason": "LoRA train/use incompatibility for qwen3_moe on hf4.x is unrelated to BitNet packed-weight loading." - }, - { - "left": "issue:44960", - "right": "issue:44977", - "accept": false, - "reason": "Different models and failures: GLM5 vs Qwen3.5 flash-attention generation." - }, - { - "left": "issue:45313", - "right": "issue:45357", "accept": false, - "reason": "Different bugs: ZeRO-3 weight loading for language_model vs save_pretrained writing incorrect visual-encoder keys." - }, - { - "left": "issue:44451", - "right": "issue:44488", - "accept": true, - "reason": "Both report the same latest-version BERT model-loading regression; only the checkpoint name differs." + "reason": "Similar model family, but one is unexpected zero probabilities and the other is nonsensical pipeline/AutoModel output." }, { "left": "issue:43632", - "right": "issue:44534", - "accept": false, - "reason": "Both are Transformers 5 regressions, but one is about `_is_hf_initialized` and the other about non-persistent-buffer corruption." - }, - { - "left": "issue:41720", - "right": "issue:42915", + "right": "issue:45834", "accept": false, - "reason": "Different failure modes: auto device mapping cudaErrorAssert vs FineGrainedFP8Config." + "reason": "Transformers v5 _is_hf_initialized regression is unrelated to Kosmos2.5 long-OCR indexing." }, { - "left": "issue:42491", - "right": "issue:45276", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "LoRA model compatibility on qwen3_moe is unrelated to Gemma4 embedding-resize behavior." + "reason": "AudioFlamingo3 batch-leak bug is unrelated to Whisper empty-transcription generation after token alignment." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:44560", + "right": "issue:44805", "accept": false, - "reason": "Trainer resume/max_steps calculation bug is unrelated to SGD argument handling." + "reason": "Qwen3-vl video StopIteration and a generic mask/tensor shape IndexError are different bugs." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different issues: DeepSpeed ZeRO-3 index error on BertModel vs add-new-model-like failure in tokenizer mapping names." - }, - { - "left": "issue:44560", - "right": "issue:44805", - "accept": false, - "reason": "Different bugs: Qwen3-vl video StopIteration vs mask-shape IndexError." + "reason": "Both involve initialization/loading, but one is DeepSpeed ZeRO-3 index error for Bert and the other is tokenizer mapping metadata." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different code paths: DeepSpeed ZeRO-3 empty-Bert index error vs tokenizer-mapping add-new-model-like bug." + "reason": "DeepSpeed ZeRO-3 BertModel empty-size index error is unrelated to TOKENIZER_MAPPING_NAMES add-new-model-like failure." }, { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Near-identical Transformers 5.x regression about non-persistent buffers being filled with junk; these are duplicate reports." + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different root causes: tokenizer mapping restriction versus generic tensor-mask shape mismatch." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Different validation regressions: granite_speech strict config vs tiny-random glm4v config load failure." + "reason": "Both are config-related, but one is strict config blocking granite_speech and the other is glm4v tiny-random validation changes." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different loading problems: gpu+cpu offload/dequantized model loading vs mmap OOM on Strix Halo." + "reason": "Both mention loading/memory, but one is gpu+cpu offload with dequantized model and the other is mmap OOM on Strix Halo." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but the concrete bug differs: zero probabilities at inference vs documentation-example model/processor mismatch plus quantization failure." + "reason": "Same SigLIP2 family, but one is zero probabilities at inference and the other is documentation example errors plus quantization failure." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Repeated pair already covered above; the bugs are still distinct." + "reason": "Qwen3_moe LoRA compatibility across hf4.x/hf5.x is a different bug from BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Repeated pair already covered above; different model-specific failures." + "reason": "Different Qwen3.5-related issues: GLM5 placeholder versus flash-attention generation failure." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Repeated pair already covered above; different regression surfaces." + "reason": "Both are Qwen3.5, but one is ZeRO-3 loading for language_model weights and the other is save_pretrained writing incorrect visual encoder keys." }, { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Repeated pair already covered above; same model-loading regression." - }, - { - "left": "issue:43638", - "right": "issue:44661", "accept": false, - "reason": "Repeated pair already covered above; distinct failures." + "reason": "These are separate load failures for different checkpoints, not one concrete bug." }, { "left": "issue:43644", "right": "issue:44534", - "accept": true, - "reason": "Repeated pair already covered above; same duplicate regression." + "accept": false, + "reason": "Same general regression class, but the later issue is a re-report/variant of non-persistent buffer junk rather than the same exact underlying report from the titles alone." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are model/runtime failures, but one is auto device mapping triggering cudaErrorAssert on Qwen3 and the other is Qwen3-MoE FineGrainedFP8Config failure." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to gemma4 resize_token_embeddings not propagating to tied outputs." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation is unrelated to SGD optimizer arguments being ignored." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the representative choice is well supported by the nearly identical non-persistent-buffer regression reports. The soft-edge decisions are mostly conservative: the accepted duplicates are plausible from the titles alone, and the rejected pairs generally stay on the safe side by not collapsing distinct failure modes. No clear overstatement stands out from the packet evidence." + "feedback": "The summary is grounded in the packet\u2019s titles and stays conservative about the many near-matches. The lone accepted soft edge (43645 \u2194 43646) is well supported by the shared custom-model initialization regression theme, and the other pairwise rejections do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -1912,8 +1816,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -2240,8 +2144,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -2576,8 +2480,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -2902,8 +2806,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -3228,8 +3132,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -3540,8 +3444,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -3852,8 +3756,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -4177,8 +4081,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -4463,8 +4367,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -4767,8 +4671,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -5065,8 +4969,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -5359,8 +5263,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -5668,8 +5572,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -6080,7 +5984,7 @@ "issue:43452|issue:43577", "issue:43452|issue:44843" ], - "prepared_review_unit_hash": "6d3bce40ad42ceb32d18fc5b142f2817429a9ce1ef8ab1ae35b72e5bef2f8081", + "prepared_review_unit_hash": "788566eb40f0592aff304aa0d4654938c3392fb4e3c726170eedaf1e9999de6e", "component_budget": { "node_count": 406, "item_count": 406, @@ -6102,174 +6006,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft edges look like false positives. The issues span unrelated bugs across model loading, config handling, tokenization, vision processors, runtime backends, and environment-specific failures; no single duplicate cluster emerges.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and the soft pairs do not describe the same underlying bug.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No issue is a strong global representative; the cluster mixes many unrelated failure modes rather than one shared defect.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "This cluster is a heterogeneous set of closed Transformers issues covering many unrelated bugs and regressions. None of the soft pairs look like the same underlying defect, so I reject all soft merges. The broadest representative issue is the gguf/from_pretrained loading regression, but it is still not a true duplicate hub for the others.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43452 is the broadest representative of the cluster because it covers core model/tokenizer loading failures in from_pretrained paths, but the surrounding issues are mostly unrelated, model-specific, or API-specific bugs rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the best overall issue to represent the cluster because it spans both AutoTokenizer and AutoModel loading failures and is the closest thing here to a central loading-regression theme.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Different failure modes: FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo to avoid OOM." + "reason": "Different symptoms and code paths: FSDP CPU RAM-efficient loading vs disabling mmap on Strix Halo OOM." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "Unrelated areas: GenerationMixin import error vs TensorFlow backend packaging with `.[torch]`." + "reason": "Unrelated problems: GenerationMixin import failure vs TensorFlow backend missing from a torch install." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Different regressions: save_pretrained visual encoder keys vs wrong AutoTokenizer token IDs." + "reason": "Different regressions: Qwen3.5 save_pretrained visual key bug vs tokenizer ID corruption across several models." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend inclusion issue is not the same as a missing Qwen2.5-VL class import." + "reason": "Different areas: backend packaging for TensorFlow vs missing Qwen2.5-VL class export." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "`init_empty_weights` TypeError is unrelated to loading AutoImageProcessor from a URL." + "reason": "Different bugs: init_empty_weights argument handling vs loading AutoImageProcessor from a URL." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "A janus test failure is not the same bug as Phi-4 multimodal model loading." + "reason": "Both are model-loading failures, but they affect different models and likely different underlying paths." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "One is generic `AutoConfig` missing fields with trust_remote_code; the other is a specific Qwen config field dropped by strict config handling." + "reason": "Generic trust_remote_code field loss is not the same bug as Qwen3_5MoeVisionConfig dropping a specific field under @strict." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "GGUF loading breakage for AutoTokenizer/AutoModelCausalLM is not the same as failing to load one specific model." + "reason": "Both involve loading, but one is a gguf/from_pretrained regression and the other is a specific model load failure." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Different code paths: image processor torchvision dependency vs Mistral regex patch crash." + "reason": "Different subsystems: PIL backend torchvision dependency vs Mistral regex patch crash." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "PyTorch-missing ImportError and Llama 3.2 Vision loading regression are distinct issues." + "reason": "Missing PyTorch import error is unrelated to the Llama 3.2 Vision loading regression." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "KeyError on MobileLLM-125M loading is unrelated to missing Float8 storage lookup." + "reason": "Different failure modes: MobileLLM key error vs missing Float8 storage object." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BEiT Fast image processor label reduction bug is not the same as zero-loss sequence classification with num_labels=1." + "reason": "One is a BeitImageProcessorFast label reduction bug; the other is a multi-model zero-loss classification bug." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "RoPE-layer dropping in Smollm3 is unrelated to Qwen2.5-VL temporal position scaling." + "reason": "Different models and different position/RoPE bugs; not the same concrete issue." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A PEFT minimum-version bump is unrelated to stale auto_mappings references to removed configs." + "reason": "Dependency version bump is unrelated to stale auto_mappings references breaking CI." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 incorrect save_pretrained keys are different regressions." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are separate regressions." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior does not match an AutoImageProcessor URL-loading failure." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to loading AutoImageProcessor from a URL." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch ImportError and LayoutLMv3 box validation messaging are unrelated." + "reason": "ImportError due to missing PyTorch is not the same as improving LayoutLMv3 box-validation error messages." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is chat-template batching and the other is video position IDs; different bugs." + "reason": "Both involve Qwen2.5-VL, but one is chat template batching and the other is video vision_position_ids; different bugs." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver image classification interpolation behavior." + "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is not the same as Qwen3.5 flash-attention generation issues." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size discussion is unrelated to AutoProcessor kwargs propagation to cached_file." + "reason": "save_pretrained shard-size behavior is unrelated to AutoProcessor kwargs forwarding." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different config bugs." + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are separate config bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but the triggers differ: batched padding=False vs assistant messages with tool calls and no content." + "reason": "Both hit apply_chat_template, but they fail on different inputs and likely different edge cases." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "TensorFlow backend packaging and Python 3.14 load failure are not the same defect." + "reason": "TensorFlow backend packaging and Python 3.14 import failure are not the same issue." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading index error is unrelated to trainer.evaluate failing after train()." + "reason": "DeepSpeed ZeRO-3 model loading error and trainer.evaluate() after train() are different failures." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF tokenizer/model loading breakage is unrelated to BLIP2 dtype not propagating." + "reason": "gguf/from_pretrained loading failure is unrelated to Blip2 dtype propagation." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "GGUF loading bugs and unconditional model_info() in _patch_mistral_regex are distinct code paths." + "reason": "gguf/from_pretrained loading failure is unrelated to offline mistral regex patch behavior." } ] }, @@ -6288,8 +6192,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -6606,8 +6510,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -6988,7 +6892,7 @@ "issue:44554|issue:45446", "issue:43688|issue:43873" ], - "prepared_review_unit_hash": "6f818549490c9076462abdf9f69a022380ddb3d278329afea8737aafb4ca14b2", + "prepared_review_unit_hash": "788cf5b23f5e0dfd07909da9cfb2e6303703487a303361059a078bdbe7da8528", "component_budget": { "node_count": 406, "item_count": 406, @@ -7010,180 +6914,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated, sharing only broad transformer themes like multimodal loading, tokenization, serving, or training. None of the proposed soft pairs looks like the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous, with no repeated bug thread that cleanly subsumes the others.", + "summary": "This cluster is a broad topic bucket, not a duplicate set: the items cover unrelated regressions in tokenization, multimodal loading, training, serving, CI, and model-specific config/device issues. The soft-linked pairs are mostly superficial similarity matches and should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster; the reports are too heterogeneous. If forced, issue:45701 is the broadest/version-regression-themed item, but it is not an umbrella duplicate for the rest.", "canonical_pr_reason": null, - "best_issue_reason": "No issue cleanly represents the whole cluster; the closest broad themes still split across unrelated subsystems and failure modes.", + "best_issue_reason": "Issue:45701 is the closest broad representative because it speaks to version-dependent tokenization behavior, but it still only covers one narrow slice of the cluster and should not be used as a canonical duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Different problems: SigLIP2 implementation discrepancy vs DeepSpeed/ZeRO-3 gradient normalization instability." + "reason": "Different bugs: SigLIP2 implementation discrepancy vs. gradient blow-up under HfDeepSpeedConfig/ZeRO-3." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal loading, but one is a missing pad_token_id regression and the other is text_config unwrapping in from_config." + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id load failure and the other is from_config text_config unwrapping; different code paths." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs/example errors in SigLIP2 are not the same as the processor.tokenizer/images regression in custom model code." + "reason": "Docs/example errors in SigLIP2 versus a regression in custom model code accessing processor.tokenizer and image inputs." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Different loading paths: accelerate+deepspeed weight conversion vs Qwen3VL MoE loading failure in dev transformers." + "reason": "Both are Qwen3 MoE-related, but one is weights conversion with accelerate+deepspeed and the other is model loading in dev; not the same failure." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is custom model init and the other is serialization of lm_head.weight; not the same bug." + "reason": "Custom model initialization regression and lm_head.weight serialization inconsistency are different problems." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Same model family, but CUDA OOM in multi-GPU inference is distinct from a PLE device mismatch during forward." + "reason": "Gemma4 OOM in multi-GPU inference is distinct from a device mismatch during forward with device_map=auto." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Unrelated failures: missing Qwen2_5_VL export vs a Float8 storage lookup error." + "reason": "ImportError for Qwen2_5_VL class and missing Float8 storage are unrelated." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Different subsystems and symptoms: legacy config field on load vs CPU offload device mismatch." + "reason": "BEiT legacy-field loading issue and Bark-small CPU offload device mismatch are unrelated model-specific bugs." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Different numerical issues: embedding dtype drift in eval vs gradient blow-up under ZeRO-3." + "reason": "Embedding dtype drift in eval is not the same as the ZeRO-3 gradient abnormality." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both touch v5 loading, but missing pad_token_idx and unexpected _is_hf_initialized are different config/API breakages." + "reason": "Both are 5.0-era init regressions, but one is StableLmConfig field handling and the other is unexpected _is_hf_initialized argument handling." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "A storage-object lookup failure is unrelated to the Python 3.13 flash_attn import KeyError." + "reason": "Different import/runtime failures: Float8 storage lookup versus flash_attn KeyError on Python 3.13." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Completely different models and failure modes: MacOS bus error vs Qwen2-VL multi-GPU training." + "reason": "CLIP bus error on macOS and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer/config bugs: DiaConfig save/load loses IDs, while MLukeTokenizer raises an AttributeError on tasks." + "reason": "DiaConfig save/load token ID loss and MLukeTokenizer task AttributeError are different tokenization/config bugs." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models is unrelated to a generic tokenization change regression." + "reason": "Auxiliary loss normalization in MoE models is unrelated to a general tokenization version-change report." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy config loading for BEiT is not the same issue as BigBirdTokenizer special-token registration." + "reason": "BEiT pretrained loading and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Different serve crashes: multimodal .to() on strings vs KV-cache continuation tensor indexing." + "reason": "Both are serving crashes, but one is multimodal continuous-batching tensor handling and the other is KV-cache continuation indexing." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real device mismatch in bark-small is not the same as a stale GraniteSpeech CI test." + "reason": "Bark-small CPU offload mismatch and a stale GraniteSpeech CI test are not the same bug." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Qwen2-57B TP OOM and an unreleased PEFT version pin are unrelated." + "reason": "Qwen2 tp OOM and a PEFT version pin problem are unrelated." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure is unrelated to the PEFT version bump." + "reason": "Janus test failure and PEFT version bump are unrelated." }, { "left": "issue:44625", "right": "issue:45759", "accept": false, - "reason": "Both concern Qwen3.5/3.6 config propagation, but num_labels propagation and text_config unwrapping are distinct bugs." + "reason": "num_labels propagation in Qwen3.5 is not the same as unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but zero assistant masks for multimodal inputs is different from a tool-call/no-content crash." + "reason": "Both touch apply_chat_template, but one is all-zero assistant masks and the other is a crash on tool-call assistant messages with no content." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 bad outputs and unexpected position-id keys are different model/config regressions." + "reason": "SigLIP2 nonsense outputs and unexpected position-id keys are different bugs." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription handling after align_special_tokens." + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are unrelated." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Failing Flash Attention 2 tests and MLFlow reporting after training failure are unrelated." + "reason": "Flash Attention 2 test failures and MLFlow reporting after training failure are unrelated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Gradient instability under ZeRO-3 is unrelated to Phi-4 multimodal model loading failure." + "reason": "ZeRO-3 gradient abnormality and Phi-4 multimodal load failure are different issues." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + "reason": "Tokenizer extra-space bug and TrainerState token counter update bug are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a PyTorch version check for AuxRequest import are different issues." + "reason": "MPS attention correctness and a flex_attention import version check are different code paths." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "MoE auxiliary-loss normalization is unrelated to quantization/offloading behavior." + "reason": "MoE auxiliary-loss normalization and quantization/offloading behavior are unrelated." } ] }, @@ -7290,7 +7194,7 @@ "issue:44442|issue:45198", "issue:43653|issue:44112" ], - "prepared_review_unit_hash": "01b331770e7ebdc682ec5d7c0a5208e54ecf4a4b4c4f99eddd74e246a0bf7919", + "prepared_review_unit_hash": "6c27938e8cef748625cc8fb82e3e0e12c4fb710fbd1499682692fd6eab0fd18d", "component_budget": { "node_count": 406, "item_count": 406, @@ -7312,205 +7216,214 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer spacing bugs, config/pad_token_id regressions, multimodal processor/chat-template issues, and several isolated runtime/import/training failures. None of the soft edges are strong enough to treat as true duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items span multiple unrelated bug classes and code paths.", + "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports across different models, tokenizers, loading paths, and runtime features. I only found one plausible duplicate-style pair with the same concrete regression: missing `pad_token_id` on config objects for different models.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue 44521 is the closest active open multimodal processor bug, but it only covers one small subcluster and not the rest.", + "best_issue_reason": "issue:43334 is the strongest anchor because it describes a concrete, reusable regression (`pad_token_id` missing on a config object) and has a close counterpart in issue:43525.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Different model families and failures: Qwen3OmniMoe video processing vs Gemma 4 token-type defaults for text-only fine-tuning." + "reason": "Both are multimodal/model-input issues, but one is a video-processing error in Qwen3OmniMoe and the other is a Gemma4 text-only fine-tuning mask default; different code paths and symptoms." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Unrelated problems: template-node compilation error vs a flash_attn import KeyError on Python 3.13." + "reason": "Unrelated failures: compile/template-node error versus a Python 3.13 flash-attn import KeyError." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + "reason": "Tokenizer slow/fast inconsistency and Trainer `_gpu_broadcast_one` NoneType error are unrelated." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "JIT scripting support for GeneratorExp is a different code path from SigLIP2 zero-probability behavior." + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability behavior." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Both involve Gemma 4, but one is missing mm_token_type_ids defaults while the other is a device-mapping forward mismatch." + "reason": "Same model family, but one is missing `mm_token_type_ids` defaulting and the other is a device mismatch in forward; not the same bug." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Different subsystems: dtype mismatch under torch.compile/SDPA vs Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Different problems: bfloat16 dtype mismatches versus save_pretrained/tokenization failure for Wav2Vec2." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation state sync bug is unrelated to the Qwen3.5 hidden-states regression." + "reason": "Generation kwargs update after sync_gpus is unrelated to a Qwen3.5 hidden-states bug." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Training/eval dtype drift is not the same as resume_from_checkpoint key mismatches." + "reason": "Training/eval dtype change for embeddings does not match a resume_from_checkpoint key mismatch." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel application with model_init is unrelated to a Qwen3.5 output_hidden_states bug." + "reason": "Liger Kernel application with model_init is unrelated to Qwen3.5 output_hidden_states behavior." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both touch processor behavior, but one is a processor/tokenizer regression and the other is an OmDet image-size mismatch." + "reason": "Both touch processors, but one is a processor/tokenizer API regression and the other is an input-size mismatch for OmDet-Turbo; different bugs." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer added-token spacing is unrelated to the CLIP MacOS bus error." + "reason": "Tokenizer added-space behavior and MacOS bus error in CLIP are unrelated." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi tokenizer codec handling are different bugs with different fixes." + "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer codec/regression behavior." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default resolution failure is unrelated to RT-DETR memory release behavior." + "reason": "Perceiver interpolation failure and RT-DETR memory release issue are different categories of bugs." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of tied lm_head weights is not the same as LoRA merge collapse after extending vocab." + "reason": "Serialization inconsistency for tied lm_head weights is not the same as LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint resume key mismatch." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "A missing pad_token_idx in StableLmConfig does not match a loading failure for physical-intelligence/fast on newer transformers." + "reason": "Both mention loading/model config issues, but one is missing `pad_token_idx` in StableLmConfig and the other is a broad load failure for a specific model; not enough to unify." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 token-type defaults and Qwen2.5-VL rope-position scaling are separate model-specific issues." + "reason": "Gemma4 text-only fine-tuning mask default and Qwen2.5-VL rope-index scaling are unrelated." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to meta-device loading breakage in 5.x." + "reason": "Missing config field versus meta-device model loading breakage are different failures." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Missing flash attention helper import and meta-device loading failures are not the same bug." + "reason": "Flash-attn import-name failure and meta-device loading regression are unrelated." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video-processor output shape issues are distinct failure modes." + "reason": "Processor/tokenizer regression and batched video-shape bug are different issues." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to DeepSpeed ZeRO-3 gradient growth." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Custom model code accessing processor.tokenizer is unrelated to quantization offloading behavior." + "reason": "Processor/tokenizer regression is unrelated to quantization/offloading behavior." }, { "left": "issue:43334", "right": "issue:43525", - "accept": false, - "reason": "Both mention pad_token_id, but they affect different config classes/models and do not look like one concrete bug." + "accept": true, + "reason": "Both report the same concrete regression: `pad_token_id` is missing on model config objects during loading, affecting different model classes but the same underlying code path." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Qwen2.5-VL import exposure and DeepSeek-Coder detokenization are unrelated issues." + "reason": "ImportError for a Qwen2.5-VL class and a DeepSeek tokenizer detokenization regression are unrelated." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning has nothing to do with GPT-oss-20b OOM." + "reason": "Local path import warning and CUDA OOM are unrelated." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated model-specific problems." + "reason": "SigLIP2 zero probabilities and RT-DETR memory leak are unrelated." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both are apply_chat_template/multimodal issues, but one is a batched-input crash with padding=False and the other is all-zero assistant masks; they are different concrete bugs." + "reason": "Both involve `apply_chat_template`, but one is a batched-input crash with `padding=False` and the other is all-zero assistant masks; related area, but not clearly the same bug." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 discrepancy versus original JAX is not the same as zero probabilities in the model implementation." + "reason": "SigLIP2 zero probabilities and SigLIP2 HF-vs-JAX discrepancy are related to the same model family but describe different issues and likely different fixes." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to the Qwen2_5_VL import error." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a Qwen2.5-VL import error." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Importing _flash_supports_window_size and importing Qwen2_5_VLForConditionalGeneration are different missing-symbol problems." + "reason": "Flash-attention import symbol error and Qwen2.5-VL class import error are distinct import problems." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "AutoTokenizer failing for FastSpeech2ConformerTokenizer and Wav2Vec2 save/tokenization failure are different tokenizer-specific bugs." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." + "reason": "BigBirdTokenizer special-token registration issue is unrelated to a GraniteSpeech CI device override test failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the only accepted soft-edge pair is supported by the shared `pad_token_id`-missing config error pattern. The remaining soft-edge rejections are conservative and do not overclaim duplication based on the titles alone." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7522,8 +7435,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -7846,8 +7759,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -8185,8 +8098,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -8566,7 +8479,7 @@ "issue:43575|issue:44387", "issue:44743|issue:44811" ], - "prepared_review_unit_hash": "47f1fd3e6eafcfcdaec0308c785200e38e253236c4ffa5a75ab0fd07223a6d41", + "prepared_review_unit_hash": "44102d8349a2dcd77a512eb5dbeab2bbc52bb4e58eff31e7d6fe41e4c466baa6", "component_budget": { "node_count": 406, "item_count": 406, @@ -8588,180 +8501,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a grab-bag of unrelated Transformers issues with only superficial lexical overlap (tokenizers, flash attention, Qwen, OOM, import errors). I do not see any true duplicate pairs; all soft links look like false positives.", - "confidence": 0.9, - "canonical_issue_reason": "No obvious duplicate canonical exists because the cluster is heterogeneous. If one issue must anchor the set, issue 43873 is the most central by activity/inbound references and has the broadest user impact among the items.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated issues across tokenizers, multimodal models, quantization/offloading, flash-attention, and a few v5 regressions. I do not see any soft pair that clearly refers to the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best single issue to keep as a representative anchor: it is active, well-discussed, and describes a concrete regression with external interest. Still, it is not a semantic match for most other items here.", + "best_issue_reason": "If a representative issue is needed, issue:43873 is the most developed report (highest discussion/inbound refs) with a concrete reproduction, but the cluster is too mixed for it to be a true canonical for the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Different bugs: path-trailing-slash import warning vs quantization/offloading behavior." + "reason": "Reject: trailing-slash local model import warning and quantization offloading problems are different bugs." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Different models and failure modes: dtype drift in eval vs tensor-parallel OOM on load." + "reason": "Reject: dtype drift during evaluate and tensor-parallel OOM while loading a large Qwen model are unrelated failures." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading error and an MPS attention correctness issue are unrelated." + "reason": "Reject: AutoTokenizer loading regression and an MPS attention correctness issue do not share the same code path." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Both involve tokenizers, but one is a special-token registration bug and the other is an AutoTokenizer load failure for a different tokenizer." + "reason": "Reject: both involve tokenizers, but they affect different tokenizer classes and distinct loading/decoding bugs." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Unrelated import/runtime issues: auto_docstring annotations vs mistral_common ReasoningEffort import." + "reason": "Reject: auto_docstring annotation crash and mistral_common import breakage are unrelated import-time issues." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Different training-state bugs: gradient checkpointing in eval mode vs checkpoint key mismatch." + "reason": "Reject: eval-mode gradient checkpointing restriction and resume checkpoint key mismatch are different training-flow bugs." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are GPU inference problems, but one is a cudaErrorAssert on Qwen3 auto device mapping and the other is a multi-GPU OOM on Gemma4." + "reason": "Reject: both are GPU inference failures, but one is a cuda assert in Qwen3 device mapping and the other is a multi-GPU OOM in Gemma4." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Different subsystems: CLIP vision hidden states regression vs Qwen3 MoE rotary embedding CPU-offload incompatibility." + "reason": "Reject: CLIPVision hidden_states regression and Qwen3 MoE CPU-offload incompatibility are separate model-specific issues." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Both are vision/OCR related, but one is a label-reduction bug and the other is a long-input index error." + "reason": "Reject: BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different image-processing failures." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "Different change requests: DeepseekV3MoE parity divergence vs D-FINE auxiliary-loss behavior." + "reason": "Reject: DeepSeekV3 MoE divergence and D-FINE auxiliary-loss omission affect different models and code paths." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype mismatch and multimodal token counting are unrelated bugs." + "reason": "Reject: embedding dtype mismatch and multimodal token counting bug are unrelated regressions." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "FlashAttention test failures and a GenerationMixin import error are distinct issues." + "reason": "Reject: Flash Attention 2 test failures and GenerationMixin import errors are separate API/test breakages." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast TypeError and MacOS bus error on a CLIP model are unrelated." + "reason": "Reject: _gpu_broadcast_one NoneType error and MacOS bus error with CLIP are distinct runtime issues." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer/processor failures on different models; not the same underlying bug." + "reason": "Reject: both are tokenizer-related, but the affected models and failure modes differ." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Both touch Qwen3, but one is a missing pad_token_id on VL loading and the other is a sliding_window bug in MoE." + "reason": "Reject: missing pad_token_id on Qwen3-VL text config and sliding_window behavior in Qwen3-MoE are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific import error for a model class vs a generic dependency issue; too broad to be the same bug." + "reason": "Reject: Qwen2_5_VL import failure and a generic dependency issue are not the same concrete bug." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Unrelated failures: flash-attention generation regression vs category-count runtime limit." + "reason": "Reject: flash-attention generation bug and category-count limit error are unrelated." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Processor label handling and LwDetrImageLoss AMP crash are different code paths." + "reason": "Reject: label reduction in BEiT and float16 AMP crash in LwDetrImageLoss are different image-model bugs." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and dtype mismatches in inference are unrelated." + "reason": "Reject: tokenizer loading failure and bfloat16 inference dtype mismatch are unrelated." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sample-rate default and unsupported center arg in a feature extractor are different bugs." + "reason": "Reject: audio chat-template sample-rate default and unsupported center argument in LasrFeatureExtractor are different audio-processing bugs." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Import warning on local paths does not match gradient-checkpointing eval-mode behavior." + "reason": "Reject: import warning on trailing slash and eval-mode gradient-checkpointing behavior are unrelated." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Different model families and symptoms: FineGrainedFP8Config failure vs weight-shape mismatch." + "reason": "Reject: Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different model-loading issues." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are unrelated." + "reason": "Reject: tensor-parallel OOM and resume-from-checkpoint key mismatch are not the same bug." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken duplication and hub revision forwarding are separate API bugs." + "reason": "Reject: AddedToken special-argument collision and list_repo_files revision forwarding are unrelated API issues." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but they affect different model families and code paths." + "reason": "Reject: both mention flash attention, but the failures are different (Ministral-3 generation vs sink-less s_aux handling)." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "General custom model init breakage is not the same as the patchtsmixer post_init policy issue." + "reason": "Reject: broad custom model initialization regression and patchtsmixer post_init policy are not the same change." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both are OOM-related, but one is TP loading OOM and the other is increased reserved memory under int4 quantization." + "reason": "Reject: model-specific tensor-parallel OOM and increased reserved-memory under int4 quantization are related only at a high level, not the same defect." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different behavior domains: Qwen3.5 recurrent cache handling vs Whisper batch_decode special-token handling." + "reason": "Reject: recurrent-state reset in modular_qwen3_5 and Whisper batch_decode skip_special_tokens are unrelated." } ] }, @@ -8780,8 +8693,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -9078,8 +8991,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -9376,8 +9289,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -9673,8 +9586,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -10079,7 +9992,7 @@ "issue:43295|issue:44779", "issue:44462|issue:45081" ], - "prepared_review_unit_hash": "82d9af8912fd47b742e0f4a7e55932616bc2be36c9a41738a73bc10443bb91c6", + "prepared_review_unit_hash": "62b749fa5b5267792373c3ee26edf2a4b4e9b481b197352711ac23b364748432", "component_budget": { "node_count": 406, "item_count": 406, @@ -10101,198 +10014,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers issues, mostly model-specific regressions and docs/import bugs. I found no soft-edge pair that looks like the same underlying bug or change.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated model-loading regressions, tokenizer/config bugs, documentation problems, backend/package issues, and one notebook syntax error. I do not see any soft pair that is the same underlying bug or change.", "confidence": 0.93, - "canonical_issue_reason": "Issue #45020 is the broadest and most well-correlated report in the set (strong discussion/references), so it is the best representative if one must be chosen, but the cluster is not a true duplicate group.", + "canonical_issue_reason": "No clear canonical issue: the items are not duplicates of one another and do not share a single underlying bug or code path.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 has the clearest regression framing and the strongest external corroboration, making it the best overall issue candidate in an otherwise heterogeneous cluster.", + "best_issue_reason": "If one issue must represent the cluster, #43824 is the strongest standalone report: it is a concrete import failure, has notable discussion and inbound references, and is more actionable than the more vague or docs-only reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Different bugs: processor/tokenizer regression vs embedding resize propagation in T5Gemma." + "reason": "Both involve token/embedding behavior, but one is a processor/tokenizer regression and the other is a T5Gemma resize_token_embeddings bug in decoder weights." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Unrelated areas: Qwen3-MoE sliding window behavior vs removed Sam3LiteText config mappings." + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto_mappings cleanup are unrelated code paths." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "One is a missing backend dependency in extras; the other is a generic dependency complaint." + "reason": "A missing TensorFlow extra and a generic dependency complaint are too broad to be the same bug." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Different subsystems: image processor label reduction vs text-classification docs wording." + "reason": "BeitImageProcessorFast label reduction and a TextClassificationPipeline docs mismatch are unrelated." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Config/model-type resolution issue vs PIL processor torchvision dependency regression." + "reason": "Unrecognized model loading and PIL image processor torchvision requirements are different failures." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Different code paths: model loading fails in Qwen3VL MoE vs save_pretrained checkpoint contents for Qwen3.5." + "reason": "Qwen3VL/MoE model loading and Qwen3.5 save_pretrained checkpoint corruption are separate regressions." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD argument handling bug is unrelated to the tie_word_embeddings warning on Qwen models." + "reason": "SGD args not used and a tie_word_embeddings warning are not the same issue." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug and Whisper empty-transcription failure are unrelated." + "reason": "T5Gemma embedding resize and Whisper empty-transcription generation are unrelated." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior is not the same as missing auxiliary losses in D-FINE." + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary loss logic are distinct." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch vs model import/config failure; not the same underlying bug." + "reason": "Docs wording for TextClassificationPipeline and AutoTokenizer ignoring tokenizer.json are unrelated." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both touch Qwen3.5/Qwen3VL, but loading failure and save_pretrained key serialization are distinct." + "reason": "Both are Qwen-family regressions, but they affect different APIs: loading vs save_pretrained key serialization." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both are config/loading-related, but one is unrecognized model type and the other is text_config unwrapping in from_config." + "reason": "Unrecognized model config and from_config text_config unwrapping are different AutoModel code paths." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version support regression vs an unreleased PEFT version bump; unrelated." + "reason": "Python support/version compatibility and the PEFT minimum-version bump are unrelated dependency issues." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss logic is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "MoE load-balancing loss computation and Gemma4 mm_token_type_ids defaults are separate modeling bugs." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification pipeline processor lookup and remote_code model breakage are different failures." + "reason": "Video-classification processor lookup and remote_code breakages do not share a concrete fix." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A single missing import and broad import errors after upgrade may overlap in symptom space, but not the same concrete bug." + "reason": "A specific missing HybridCache export and a broad import-error report after upgrade are not the same underlying bug." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different configs and different failures: default multimodal sub-config initialization vs missing pad_token_id." + "reason": "Phi4MultimodalConfig default sub-config initialization and Llama4Config missing pad_token_id are different config bugs." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different import failures from different modules; not the same broken symbol." + "reason": "Qwen2_5_VL import missing and image_utils import removal are different import/export issues." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer implementations." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification processor lookup vs Gemma4 PLE device placement are unrelated." + "reason": "Video-classification processor lookup and Gemma4 device-map mismatch are unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled attention failure on torch 2.9 is unrelated to TensorBoard/TensorFlow backend installation issues." + "reason": "Compiled flex_attention on torch 2.9 and a TensorFlow backend dependency problem are unrelated." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "dtype loading bug in BLIP2 is unrelated to Qwen3.5 save_pretrained serialization." + "reason": "BLIP2 dtype initialization and Qwen3.5 checkpoint saving are different bugs." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Unexpected zero probabilities and CUDA OOM are different classes of problems." + "reason": "SigLIP2 zero-probabilities and Sam3Video OOM are not the same failure mode." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both mention docs, but they concern different models and different API mismatches." + "reason": "A SigLIP2 docs example with runtime errors and a text-classification docs note are unrelated." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model families and different loading errors." + "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading are separate model-specific issues." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast TypeError and output embedding reinit after resize are unrelated." + "reason": "Trainer gpu_broadcast NoneType error and token-embedding reinitialization after resize are unrelated." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue and PEFT minimum-version bump are not the same bug." + "reason": "Generic dependency issue and unreleased PEFT version bump are not the same bug." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Pipeline processor bug and the low-signal \"ADD THE DATA\" issue are unrelated." + "reason": "Pipeline processor mismatch and a non-informative 'ADD THE DATA' issue are unrelated." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor/tokenizer access regression is unrelated to Deepseek tokenizer output changes." + "reason": "Processor/tokenizer regression in one path and Deepseek tokenizer output corruption in another are different issues." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer repository selection and Mistral regex patching are distinct tokenizer paths with different failures." + "reason": "Ignoring tokenizer.json and crashing in _patch_mistral_regex are both tokenizer-related but not the same concrete bug." } ] }, @@ -10311,8 +10224,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -10708,7 +10621,7 @@ "issue:36246|issue:43596", "issue:45292|issue:45701" ], - "prepared_review_unit_hash": "927c6d1d1dee11a29ab44ca42d6b06a7bb56da5a644bd5e1666773da9567c5a4", + "prepared_review_unit_hash": "33b2eb2e6601cf5aadd12ce32c021d456d30b7d400442dc63a1c4016b0617060", "component_budget": { "node_count": 406, "item_count": 406, @@ -10730,198 +10643,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a heterogeneous mix of unrelated import, config, tokenizer, and model-specific regression reports. None of the soft pairs look like true duplicates, so I would not merge any of them; the strongest single issue anchor is the Qwen2.5-VL import error because it is concrete and well-referenced.", - "confidence": 0.57, - "canonical_issue_reason": "issue:43824 is the most concrete and heavily referenced import-regression report here, with a specific missing export and strong discussion activity.", + "summary": "This cluster is mostly a grab-bag of transformers regressions and import/config issues across different models and code paths. The soft-similarity links are mostly superficial; I do not see any pair that clearly describes the same underlying bug or a PR that could plausibly unify them.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44561 is the most general upstream regression in the set: it names a concrete v5 core-helper removal that breaks trust_remote_code models, making it the best representative for the broader regression theme here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is detailed, reproducible, and already has multiple inbound references, making it the best representative issue in this mixed set.", + "best_issue_reason": "issue:44561 is the strongest single issue to anchor the cluster because it is broad, actionable, and more infrastructure-level than the model-specific load/import failures around it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Different models and different failures: chunked prefill cache vs CLIP hidden_states regression." + "reason": "Different bugs: missing GenerationMixin cache during chunked_prefill vs CLIPVisionModel returning hidden_states=None. Same release era, but not the same code path." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Both are model-loading failures, but for different models and different underlying code paths." + "reason": "Llama4Config missing pad_token_id is a config-field bug; glm-4v-9b loading failed is a separate model-loading failure." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Pad-token config bug is not the same as trust_remote_code returning incomplete config fields." + "reason": "Both involve config attributes, but one is pad_token_id on Llama4Config and the other is trust_remote_code returning missing fields. Different root causes and models." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Different symptom and likely different path: missing Float8 storage vs chat crash on Qwen3.5-35B." + "reason": "Float8 storage import/type error is unrelated to Qwen3.5-35B chat crashing. No shared concrete failure mode." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch is unrelated to intermittent import slowness." + "reason": "Docs mismatch for return_all_scores vs intermittent slow imports. One is documentation, the other performance/runtime behavior." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Missing export for AutoImageProcessor is unrelated to Python 3.9/3.10 support regression." + "reason": "AutoImageProcessor import error and Python version compatibility failure are different issues, even though both are import-related." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI output in loading_report and a wrong docstring are different classes of issues." + "reason": "ANSI codes in loading_report output is unrelated to a wrong position_ids docstring." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen MoE loading, but the model families and concrete failure modes differ." + "reason": "Both mention qwen-related v5 regressions, but one is LoRA compatibility on hf4.x/hf5.x and the other is Qwen3VL MoE loading. Not the same bug." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Buffer access error with position_ids is unrelated to gemma-4 Zero3 from_pretrained loading." + "reason": "position_ids buffer access error is different from gemma-4 zero3 from_pretrained loading failure." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Different auxiliary-loss bugs in different models; not the same code-path problem." + "reason": "Both concern losses, but they are different models and different loss omissions (router/load-balancing vs D-FINE auxiliary losses)." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model_max_length question and missing transformers.onnx module are unrelated." + "reason": "Unrelated: a DeBERTa model_max_length question vs missing transformers.onnx import." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import performance regression is unrelated to unrecognized-model config loading." + "reason": "Import slowdown sometimes is not the same as unrecognized model/config.json failure." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video pipeline image-processor lookup and fbank extraction are different subsystems." + "reason": "Video-classification pipeline using image processors is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Loading-report ANSI codes are unrelated to GLM-5 RoPE implementation." + "reason": "Loading-report ANSI output bug and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Model-specific Flash Attention 2.0 unsupported error is not the same as a generic feature request." + "reason": "Both mention Flash Attention 2.0, but one is a specific model not supporting it yet and the other is a generic flash-attn issue. Not enough to treat as one bug." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages and modules." + "reason": "Different import failures in different packages/symbols: Qwen2_5_VLImageProcessor vs is_offline_mode from huggingface_hub." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and unrelated model families." + "reason": "Both are import errors, but they concern different symbols and different failure causes." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Import error for a specific symbol is unrelated to Python version compatibility." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import is unrelated to Python 3.9/3.10 compatibility." }, { "left": "issue:43976", "right": "issue:44964", "accept": false, - "reason": "General version support problem is not the same as a specific multimodal model load failure." + "reason": "Python-version compatibility is not the same as being unable to load a specific Phi-4 multimodal model." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Cache missing during generation and removal of is_torch_fx_available are different regressions." + "reason": "Chunked_prefill cache regression and trust_remote_code breakage from helper removal are different code paths." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowdown is unrelated to Gemma eos_token_id config inconsistency." + "reason": "Import is slow sometimes vs Gemma eos_token_id inconsistency are unrelated." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing-loss omission and LwDetrImageLoss AMP crash are different bugs." + "reason": "Load-balancing loss omission is unrelated to an AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer error is unrelated to a broad post-upgrade throughput slowdown." + "reason": "Buffer access error and post-upgrade filtering slowdown are unrelated." }, { "left": "issue:45081", "right": "issue:45362", "accept": false, - "reason": "Tokenizer regex crash and Qwen3.5 chat crash are different failures." + "reason": "Mistral tokenizer regex patch crash and Qwen3.5-35B chat crash are different model/tokenizer failures." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type-id behavior are unrelated." + "reason": "ESM2 regression and Gemma-4 mm_token_type_ids defaulting issue are separate model-specific bugs." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenization regression is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Deepseek tokenizer correctness regression is not the same as resize_token_embeddings not updating output embeddings." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config strictness, but one is a load failure and the other is silent field dropping in a different model/config path." + "reason": "Strict config loading for granite_speech and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are different config-schema bugs." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "A documentation mismatch is unrelated to unsafe sys.modules access." + "reason": "Docs text for return_all_scores and unsafe sys.modules access are unrelated." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug is unrelated to Whisper empty-transcription generation failure." + "reason": "resize_token_embeddings/output_embeddings mismatch is unrelated to Whisper empty transcription failures after align_special_tokens." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Import error for a Qwen component is unrelated to the deepspeed zero3/BertModel IndexError." + "reason": "Qwen2_5_VL import error and deepspeed zero3/BertModel index error are unrelated." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Resize-embeddings behavior is not the same as version-dependent tokenization changes." + "reason": "Embedding resize behavior and version-dependent tokenization changes are different bugs, even if both touch tokenization-related areas." } ] }, @@ -10940,8 +10853,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -11354,7 +11267,7 @@ "issue:42898|issue:44568", "issue:30990|issue:35141" ], - "prepared_review_unit_hash": "ecba3b62915bb19896f3d59210215568016fe4a83269388dd45b5309e55b4a5c", + "prepared_review_unit_hash": "af9b9fd0213997b3416295ef82b842c1acbdde2495403a97e2c4122b01b1635d", "component_budget": { "node_count": 406, "item_count": 406, @@ -11376,210 +11289,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and noisy, with one strong likely-duplicate pair: the two Qwen3ForCausalLM VRAM-leak reports (42673 and 43704). The rest appear to be separate bugs or changes across different model families, subsystems, and failure modes.", - "confidence": 0.89, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the strongest representative of the shared Qwen3ForCausalLM VRAM-leak report: it has the same title as issue:43704 and slightly more discussion activity, making it the likeliest home for this highly similar / likely duplicate pair.", + "summary": "The cluster is still mostly heterogeneous, but there are now two exact-duplicate issue pairs: issue:42673/issue:43704 and issue:45310/issue:45478. The remaining soft edges are only thematic near-matches, not same-bug duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is a strong canonical issue anchor because it is part of an exact duplicate pair with issue:43704 and has the clearer, more specific repro description for the Qwen3ForCausalLM VRAM leak.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best global issue representative for this cluster because it is the clearest duplicate-linked item in an otherwise mixed set, and issue:43704 appears to be the matching follow-up report of the same VRAM-leak symptom.", + "best_issue_reason": "issue:42673 is the best overall issue candidate in this packet: it has an exact duplicate twin, a concrete failure mode, and a narrowly scoped bug report. issue:45310/issue:45478 is also an exact duplicate pair, but 42673 remains the cleaner canonical anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Different problems: data filtering slowdown vs Qwen3.5 MoE from_pretrained error." + "reason": "Different bugs: data filtering slowdown vs Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Both involve model loading/saving, but they are different bugs with different models and failure modes." + "reason": "Different failure modes: quantized save_pretrained vs Qwen2.5-GGUF loading." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic placeholder report vs a specific Gemma-4 ZeRO3 from_pretrained issue." + "reason": "One is an unspecified bug report; the other is a Gemma-4 ZeRO3/from_pretrained issue." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but the concrete symptoms and code paths differ." + "reason": "Both touch generation internals, but the concrete code paths differ." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Different areas: Qwen3-VL-Moe compatibility vs processor.save_pretrained missing files." + "reason": "Qwen3-VL-Moe compatibility vs processor.save_pretrained missing files are unrelated." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-missing import error vs a loading hang; unrelated failure modes." + "reason": "Missing PyTorch ImportError is unrelated to a loading hang." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 behavior/settings issue vs remote-code/meta-init incompatibility." + "reason": "TF32 API guidance is unrelated to InternVL2 remote-code meta-init incompatibility." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different multimodal bugs with different attributes and symptoms." + "reason": "Different multimodal model bugs affecting different fields/tensors." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 output attribute bug vs trust_remote_code missing-fields config issue." + "reason": "Different problems: missing fpn_position_embeddings vs AutoConfig missing fields with trust_remote_code=True." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Import-related, but different symbols/modules and different root causes." + "reason": "Both are import issues, but for different symbols and root causes." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex patch crash vs auto_docstring annotations crash; unrelated subsystems." + "reason": "Tokenizer regex crash vs auto_docstring annotation handling are unrelated." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "Model output attribute bug vs registry/mapping failure; different defects." + "reason": "Different subsystems: SAM3 vision output vs tokenizer mapping logic." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized save failure vs missing pad_token_id on Llama4Config." + "reason": "Quantized saving and missing pad_token_id are unrelated." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Same model family, but one is a missing config field and the other is a from_pretrained error." + "accept": true, + "reason": "Same exact title and same Qwen3.5 MoE from_pretrained error; this is an exact duplicate pair." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Adjacent Qwen issues, but the reported bugs are not the same underlying defect." + "reason": "Related model family, but different concrete defects and code paths." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same title and same VRAM-leak symptom for Qwen3ForCausalLM in multiple dataloader threads; this looks like the same underlying bug." + "reason": "Exact same title and same Qwen3ForCausalLM VRAM-leak symptom in multiple dataloader threads." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different import/export problems with different missing symbols." + "reason": "Import errors for different symbols with different causes." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy regression vs FP8 save_pretrained failure; different bugs." + "reason": "FP8 accuracy regression and FP8 save_pretrained behavior are distinct issues." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Different code paths: MoE FP8 save-pretrained vs Qwen3.5 MoE from_pretrained error." + "reason": "FP8 save_pretrained bug is unrelated to the Qwen3.5 MoE loading error." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Different model-loading/saving failures on different models and formats." + "reason": "Quantized model saving and Qwen2.5_... import failure are unrelated." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different import errors involving different symbols." + "reason": "Both are import errors, but for different APIs and breakages." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Backend packaging mismatch vs leftover dummy classes leaking into dir(transformers); unrelated maintenance issues." + "reason": "Packaging/backend composition issue vs dummy class leakage are different repo hygiene problems." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Different Qwen model bugs with different symptoms and trigger points." + "reason": "Same broad Qwen MoE area, but different models and failures." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different model families and unrelated symptoms." + "reason": "VitPose breakage and Gemma-4 token-type defaulting are unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized-model/config issue vs pytest-xdist race condition; unrelated." + "reason": "Unrecognized model config vs pytest-xdist file race are unrelated." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Model-loading failure vs DeepSpeed ZeRO3 deque error; different subsystems." + "reason": "Multimodal model loading failure vs DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI encoder batch mismatch vs MoE load-balancing loss issue; different bugs." + "reason": "Different bugs: padding-mask output mismatch vs load-balancing loss omission." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "pytest-xdist race condition vs broken auto_mappings references; unrelated." + "reason": "Test-worker file race vs auto_mappings cleanup are unrelated." }, { "left": "issue:43901", "right": "issue:45561", "accept": false, - "reason": "Documentation mismatch vs test-worker race condition; not the same defect." + "reason": "Docs mismatch and xdist file race are unrelated." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs bug vs janus image-generation test failure; different issues." + "reason": "Generation kwargs update bug and janus image-generation test failure are different problems." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenization cleanup behavior change vs add_special_tokens not adding BOS/EOS tokens." + "reason": "Both involve tokenizer behavior changes, but they affect different APIs and outputs." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang vs embedding reinitialization after resize; different model lifecycle problems." + "reason": "Loading hang and embedding reinitialization after resize are unrelated." } ] }, "evaluator_result": { "accept": false, - "feedback": "The overall cluster summary is reasonable, but the main issue/canonical rationale is a bit too strong for the packet. The packet supports that 42673 and 43704 have the same title and that 42673 has more discussion activity, but it does not show a specific code path or explicit duplicate linkage, so phrases like \"specific code path\" and \"clear exact duplicate\" should be softened to something like \"highly similar / likely duplicate\". The soft-edge rejections themselves are conservative and look fine." + "feedback": "The canonical choice for issue:42673 vs issue:43704 is grounded, but the summary is not fully conservative: the packet also contains an exact duplicate pair, issue:45310 and issue:45478, with the same title ([BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error). The analyst rejected that pair and then said only one soft edge looks like a true duplicate, which is not supported by the packet." }, "evaluator_used": true, "retried": true, @@ -11687,7 +11600,7 @@ "issue:43232|issue:45834", "issue:30333|issue:35141" ], - "prepared_review_unit_hash": "356bf1fca6aee668d3abfaf5e484abb7e57e82ea8907d564c3f4c66c05d14764", + "prepared_review_unit_hash": "adcca5c0b978272cdb2e408e087a38d2c803ed401559be66a53b0e73e98ba471", "component_budget": { "node_count": 406, "item_count": 406, @@ -11709,228 +11622,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, model-loading/import errors, training/deepspeed bugs, and unrelated utility issues. I did not find any soft edge that looks like the same underlying bug/change, so no pair is accepted.", - "confidence": 0.28, - "canonical_issue_reason": "issue:42898 is the broadest regression-style issue in the set and best matches the few tokenizer-related overlaps, but the cluster as a whole is not a true duplicate set.", + "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, import/export issues, training/DeepSpeed bugs, multimodal config problems, and save_pretrained metadata issues. None of the soft pairs look like true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 42898 is the broadest tokenizer-v5 regression report and is the closest thematic anchor, but the set is too mixed to justify a strong canonical duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the most general and reusable anchor for the small tokenizer-regression subset; the rest of the issues are too diverse to consolidate around it confidently.", + "best_issue_reason": "Issue 42898 is the best representative only in a loose sense because several other items are tokenizer-related regressions; even so, the cluster is not coherent enough for a confident single best issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Both involve generation/attention internals, but one is a cache/update sequencing issue and the other is a torch.compile branching divergence bug." + "reason": "Different bugs: generation kwargs sync after `sync_gpus` vs attention-kernel divergence under `torch.compile`." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Both mention save/from_pretrained-style workflows, but one is processor serialization and the other is a Qwen3.5 MoE loading error." + "reason": "`processor.save_pretrained` missing files is unrelated to a Qwen3.5 MoE `from_pretrained` load failure." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "One is a runtime attention-kernel divergence bug; the other is only a docstring fix for position_ids." + "reason": "Runtime attention-kernel bug vs a docstring/metadata issue about `position_ids`." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different failure paths." + "reason": "Both are import errors, but for different missing symbols and different packages/models." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "These are unrelated training/evaluation dtype drift versus a DeepSpeed ZeRO3 deque IndexError." + "reason": "Embedding dtype drift in eval is unrelated to the DeepSpeed ZeRO3 deque `IndexError`." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is a clean_up_tokenization_spaces behavior change and the other is Granite token ID generation." + "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different code paths/models." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation crash in serving is unrelated to an auto_docstring AttributeError under future annotations." + "reason": "Serve KV-cache continuation crash and auto-docstring `from __future__` annotation crash are unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting after failure and DeepSpeed Adafactor OOM are different training-time problems." + "reason": "MLflow reporting on failed training is unrelated to the Adafactor/DeepSpeed OOM." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer issues in v5, but one is tokenizer loading and the other is add_special_tokens behavior for a specific model." + "reason": "Tokenizer loading in v5 and missing BOS/EOS insertion are separate tokenizer bugs." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "ImageProcessor method absence and remote-code meta-init incompatibility are distinct multimodal loading bugs." + "reason": "A missing image-processor method in GLM46V is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they target different model families and different codec/cleanup behaviors." + "reason": "Both concern tokenizer regressions, but the models and failure modes differ." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Qwen3-Next tied-weights warning and missing _tp_plan for Qwen3.5 MoE are separate model-definition issues." + "reason": "Incorrect tied-weights warning and missing `_tp_plan` are different model-initialization/parallelism issues." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but the reported symptoms and affected models differ enough that they are not the same bug." + "reason": "Different tokenizer regressions affecting different models and symptoms." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version pinning and leftover dummy PT classes are unrelated repo-maintenance issues." + "reason": "A dependency version bump is unrelated to leftover dummy class leakage." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "A position_ids buffer access problem is unrelated to an optimizer step being called twice under DeepSpeed." + "reason": "Position-ids buffer reading and duplicate optimizer stepping under DeepSpeed are unrelated." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "The first is a tokenizer cleanup regression; the second is a Pegasus v4/v5 output difference with broader generation semantics." + "reason": "A tokenizer behavior regression is not the same as a Pegasus v4/v5 generation-output difference." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "Cache missing in v5 chunked prefill and compile-time attention branching divergence are different generation bugs." + "reason": "Generation cache missing in v5 during chunked prefill is unrelated to attention-kernel branching under compile." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both mention import surface area, but one is a missing image_utils import and the other is dummy class leakage without torch." + "reason": "Missing import from `image_utils` and leftover dummy classes in `dummy_pt_objects.py` are different export/import problems." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "TensorFlow backend packaging and a missing image_utils import are not the same failure mode." + "reason": "Backend packaging for `.[torch]` and a missing `image_utils` import are unrelated." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 MoE save_pretrained behavior and tokenizer save_pretrained metadata mismatch are different serialization bugs." + "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is tokenizer config metadata." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Both involve None handling, but one is multimodal config defaults and the other is ModelOutput key assignment." + "reason": "Multimodal config default-init bug and `ModelOutput` key assignment bug are unrelated." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version support regression is unrelated to a missing import from image_utils." + "reason": "Python version compatibility failure is unrelated to the `image_utils` import issue." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer serialization metadata and duplicate optimizer stepping are unrelated." + "reason": "Tokenizer config mismatch has nothing to do with DeepSpeed optimizer stepping twice." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "MoE FP8 save_pretrained and processor.save_pretrained missing files are both save paths, but not the same code-path problem." + "reason": "Both touch save_pretrained, but they affect different object types and different failure modes." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 and missing processor files are different issues." + "reason": "FP8 accuracy regression is unrelated to missing processor save artifacts." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Default config initialization and Whisper timestamp decode crash are unrelated." + "reason": "Default config initialization and Whisper timestamp decoding crash are unrelated." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "FeatureExtractor center-arg crash and auto_docstring future-annotations crash are separate code paths." + "reason": "Feature-extractor argument handling is unrelated to the auto-docstring annotation crash." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but from different packages and unrelated missing symbols." + "reason": "Both are import errors, but from different packages and different missing symbols." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting after failed training and a custom trainer signature mismatch are different trainer issues." + "reason": "Failed-job MLflow reporting and `compute_loss` signature mismatch are different training issues." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are different bugs." + "reason": "Tokenizer save metadata mismatch is unrelated to the Qwen3.5 MoE model load error." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-job reporting and model loading regression are unrelated." + "reason": "MLflow job status reporting and Llama 3.2 Vision model loading are unrelated." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE serialization and max_shard_size default documentation/behavior are not the same problem." + "reason": "FP8 MoE save_pretrained and `max_shard_size` question are not the same bug." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "PyTorch-missing import error and MLflow reporting on training failure are unrelated." + "reason": "Missing PyTorch during import is unrelated to MLflow not reporting failed training." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation issues are distinct model/runtime bugs." + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failure are different code paths." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation cache sequencing and Kosmos2.5 long OCR index errors do not share a concrete code path." - }, - { - "left": "issue:30333", - "right": "issue:35141", - "accept": false, - "reason": "Failed-job reporting in MLflow and embedding reinitialization after resize are unrelated training/model-init bugs." + "reason": "Generation kwargs update bug is unrelated to the Kosmos2.5 long-OCR index error." } ] }, @@ -12035,7 +11942,7 @@ "issue:43646|issue:46002", "issue:30990|issue:33357" ], - "prepared_review_unit_hash": "76fde2c3cc7c5fb926369e60040feb6dd44c64cca07c62d22983c19db3ea61fc", + "prepared_review_unit_hash": "93188f7176c8ed217b65a7a3a5fb32f1a6831f8f2a7d96106d4e6b8733ed811d", "component_budget": { "node_count": 406, "item_count": 406, @@ -12057,192 +11964,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous. None of the soft pairs look like true duplicates or mergeable PR-equivalents; they mostly share broad subsystem similarity at best. If forced to anchor the cluster, issue 44263 is the most connected node in the similarity graph, but it is not a strong semantic representative.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 44263 is the most central node among the soft-similarity links, so it is the best structural anchor for the cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "44263 is the least-bad global representative because it has the most candidate links, but the cluster itself is not a coherent duplicate set.", - "best_pr_reason": null, + "summary": "The soft-similarity pairs are mostly false positives: they describe different bugs, different code paths, or different components, so none should be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated regressions and import/configuration bugs rather than one underlying defect.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a strong global representative because the cluster is heterogeneous; any single issue would misrepresent the rest.", + "best_pr_reason": "No PR is present to evaluate as a cluster representative.", "soft_edge_verdicts": [ { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Different problems: GlmMoeDsaIndexer tensor-split behavior vs remote-code checkpoint/meta-init incompatibility." + "reason": "Different problems: DSA indexer split behavior vs meta-initialization compatibility for old InternVL2 checkpoints." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Different code paths: quantization offloading vs pipeline-parallelism output correctness." + "reason": "Quantization/offloading behavior is unrelated to incorrect outputs under pipeline parallelism." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Both involve serving, but one is a chat-completions request validation issue and the other is a processor attribute crash." + "reason": "API request rejection in /v1/chat/completions is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring mismatch vs RoPE implementation bug; not the same underlying defect." + "reason": "A docstring mismatch for position_ids is not the same as GLM-5 RoPE implementation logic." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Buffer registration/read issue is different from missing files in processor.save_pretrained." + "reason": "Registering position_ids as a buffer causing read errors is unrelated to processor save_pretrained missing files." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same broad indexer area, but one is a torch.split return-value issue and the other is a missing ReLU." + "reason": "Different DSA-related topics: torch.split return values vs a missing ReLU in the indexer." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Processor batching crash vs auto-docstring AttributeError from future annotations; unrelated bugs." + "reason": "A processor batched-input crash is unrelated to an auto_docstring crash from future annotations." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Config default initialization bug vs non-persistent buffer corruption; different failures." + "reason": "Config default initialization bugs are unrelated to non-persistent buffers being filled with junk." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Different multimodal model regressions: meta initialization incompatibility vs incorrect visual-encoder keys on save." + "reason": "Old remote-code checkpoint meta-init incompatibility is unrelated to saving wrong visual encoder keys." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Numerical precision issue from missing rms_norm_eps vs checkpoint/meta-init incompatibility." + "reason": "MLA layernorm epsilon precision issue is unrelated to InternVL2 meta-initialization compatibility." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading failure vs eos_token_id configuration mismatch; not the same bug." + "reason": "Tokenizer loading failure in v5 is unrelated to eos_token_id mismatch for Gemma-3." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-Transformers loading hang vs zero probabilities in a vision-text model." + "reason": "Sentence-transformers loading hangs are unrelated to zero probabilities in siglip2-base-patch16-224." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Training degeneration with flash_attention_3 is different from NaNs at checkout/init." + "reason": "Flash-attention-3 training degeneration is unrelated to NaNs during checkout/init of classification heads." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 from_pretrained error; unrelated." + "reason": "FineGrainedFP8 accuracy issues are unrelated to Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different causes." + "reason": "Both are import errors, but they affect different symbols and likely different missing exports." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Different config issues: multimodal defaults vs GPTNeoX rotary_pct not persisting on reload." + "reason": "Default multimodal config initialization is unrelated to rotary_pct being lost on reload." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexer runtime bug vs a wrong docstring; not duplicate." + "reason": "torch.split return values and a docstring for position_ids are unrelated." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different model families and failure modes: FP8 accuracy vs Qwen3-VL-Moe bug." + "reason": "A general FP8 accuracy issue is not the same as a Qwen3-VL-Moe bug report." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Importing transformers.onnx is a different dependency/import problem than missing PyTorch for AutoModel." + "reason": "Missing transformers.onnx module is unrelated to AutoModel requiring PyTorch." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Offset_mapping bug vs missing BOS/EOS with add_special_tokens; different tokenizer issues." + "reason": "Qwen3 tokenizer offset mapping is unrelated to missing BOS/EOS insertion in mdeberta-v3-base." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Specific huggingface_hub import failure vs broad import errors after version upgrade." + "reason": "Missing is_offline_mode import from huggingface_hub is not the same as many import errors after a version upgrade." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading vs quantized model saving failure; unrelated." + "reason": "Offline cache-loading failure is unrelated to quantized model saving failure." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallelism output bug vs an infinite-loop image case; different symptoms and paths." + "reason": "Pipeline-parallel wrong outputs are unrelated to an infinite loop on a specific image in Qwen3_5." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "CLI/env command breakage vs sentence-transformers import NameError; unrelated." + "reason": "A broken transformers env command is unrelated to a NameError when importing sentence-transformers." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache behavior vs wrong tokenizer decoder type; different defects." + "reason": "Offline tokenizer cache loading and tokenizer decoder type are different bugs." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 configuration warning/behavior issue vs GlmMoeDsaIndexer tensor logic bug." + "reason": "TF32 settings warning/config behavior is unrelated to the DSA indexer torch.split issue." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwarg forwarding bug; different code paths." + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to AutoProcessor not forwarding kwargs to cached_file." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs D-FINE auxiliary-loss omission; unrelated." + "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization regression vs NaNs in classification heads after checkout/init." + "reason": "Broken custom model initialization/non-persistent buffers is unrelated to NaNs in classification heads." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang in sentence-transformers vs MacOS bus error for a CLIP community model; different failures." + "reason": "Loading hangs in sentence-transformers are unrelated to a MacOS bus error with a CLIP model." } ] }, @@ -12351,7 +12258,7 @@ "issue:43122|issue:44977", "issue:43992|issue:44704" ], - "prepared_review_unit_hash": "8e326b09019096fd0b85fc84de6b8f4c1c1dbf0d4a0226f86e692246a72faa0d", + "prepared_review_unit_hash": "50933c8a893496df240aff79cd824e74a26d8f24504caa0321d1101ef4bfe605", "component_budget": { "node_count": 406, "item_count": 406, @@ -12373,226 +12280,223 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are related only at a broad subsystem level and should stay separate. The only plausible duplicate is the Qwen3.5 save/load regression pair (45216 vs 45478), where one report is the bad checkpoint and the other is the resulting from_pretrained failure.", - "confidence": 0.66, - "canonical_issue_reason": "issue:45216 is the clearest root-style report: it names a concrete regression in save_pretrained since 5.4.0, which plausibly explains the paired load failure.", + "summary": "This cluster is a grab bag of distinct transformer bugs: import failures, tokenizer regressions, model-specific config/save/load issues, and generation/training problems. The titles overlap lexically, but the concrete code paths and affected models differ, so I would not merge any of the soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45216 is the clearest, most self-contained regression report: it has a specific version boundary (since 5.4.0), a concrete failure mode, and a well-scoped save_pretrained checkpoint bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best triage anchor because it is specific, regression-tagged, and broader than the paired load error report.", + "best_issue_reason": "45216 is the best standalone issue for follow-up because it is specific, actionable, and likely reproducible without broader context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Different bugs: buffer/position_ids access error vs tokenizer_config.json class mismatch on save." + "reason": "Different bugs: buffer read/access error vs tokenizer_config.json saving the wrong tokenizer_class." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Different code paths: cached_file kwarg forwarding in AutoProcessor vs chat template crash on tool-call assistant messages." + "reason": "Different code paths: AutoProcessor cached_file kwargs forwarding vs chat template crash on tool-call assistant messages." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Both are model-architecture complaints, but about different models and failures (RoPE layer dropping vs tied-weights warning)." + "reason": "Different model-specific issues: Smollm3 RoPE layer omission vs Qwen3-Next tied-weights warning." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer regression vs multimodal chat-template padding crash; not the same underlying bug." + "reason": "One is tokenizer behavior drift across versions; the other is a batched apply_chat_template crash with padding=False." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Unrelated: dequantized model saving failure vs incorrect output under pipeline parallelism." + "reason": "Dequantized save failure for Ministrals/Devstrals is unrelated to incorrect outputs under pipeline parallelism." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad import-regression report, not the same concrete missing export as AutoImageProcessor." + "reason": "Both mention imports, but they are different failures: one missing AutoImageProcessor, the other many imports after a major upgrade." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Precision/config issue in MLA vs a docstring bug for position_ids." + "reason": "Precision/config bug in MLA q_a_layernorm is unrelated to a wrong docstring for position_ids." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Sentence-transformers import NameError vs auto_mappings referencing removed Sam3LiteText configs; different failures." + "reason": "Import NameError in sentence-transformers is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Model saving regression vs invalid GenerationConfig error; different mechanisms." + "reason": "Different failures: save_pretrained on dequantized Ministrals/Devstrals vs invalid GenerationConfig for GLM-5." }, { "left": "issue:43723", "right": "issue:44779", "accept": false, - "reason": "Both concern tokenizers in v5, but one is loading failure and the other is incorrect tokenization results for a specific model." + "reason": "One is failing to load a tokenizer in v5; the other is Deepseek producing incorrect tokenization results in v5." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Both are AutoTokenizer load problems, but with different tokenizers and no evidence of the same root cause." + "reason": "Both are AutoTokenizer-related, but FastSpeech2ConformerTokenizer load failure is a different tokenizer/model than the v5 loading issue." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Both are SAM 3 video related, but one is a model-type warning and the other is a missing attribute crash." + "reason": "Config/model-type warning for sam3_video vs runtime missing attribute on Sam3VisionEncoderOutput are different SAM3 bugs." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Different issues: tokenizer behavior change vs all-zero assistant masks for multimodal chat templates." + "reason": "Tokenizer regression across versions is not the same as all-zero assistant_masks for multimodal apply_chat_template outputs." }, { "left": "issue:43232", "right": "issue:45245", "accept": false, - "reason": "Generation kwarg bug vs category-limit runtime error; unrelated." + "reason": "Generation kwargs/update bug is unrelated to the 2^24 category-count runtime limit." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer activation issue vs GLM-5 RoPE implementation discussion; unrelated." + "reason": "A missing ReLU in DSA indexer and GLM-5 RoPE implementation are different subsystems with no shared code path." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Config propagation bug for Qwen3.5 vs degenerate training under flash_attention_3; different concrete problems." + "reason": "num_labels propagation in Qwen3.5 is unrelated to degenerate training under flash_attention_3." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting issue; not the same bug." + "reason": "Multi-label classification returning empty results in an example script is not the same as Gemma 4 requiring mm_token_type_ids default zeros." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe load bug vs tokenizer_class saved into tokenizer_config mismatch; unrelated." + "reason": "Qwen3-VL-Moe loading bug and tokenizer_class mismatch in tokenizer_config.json are different failure modes." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Different model families and failures: saving dequantized models vs loading Phi-4 multimodal instruct." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to loading Phi-4 multimodal instruct with latest transformers." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 bounding-box error message vs Sentence Transformers loading hang; unrelated." + "reason": "LayoutLMv3 box-information error message and Sentence Transformers load hang are unrelated issues." }, { "left": "issue:44038", - "right": "issue:44222", + "right": "issue:44295", "accept": false, - "reason": "Both mention MoE and v5-era issues, but one is a model-specific load bug and the other is FP8 save_pretrained." + "reason": "Qwen3-VL-Moe bug is unrelated to the position_ids buffer read error." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Tokenizer regression reports, but they describe different symptoms and model-specific behavior." + "reason": "Both concern tokenization, but one is a versioned tokenizer behavior change and the other is a Deepseek-specific incorrect output regression." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug vs multi-label classification example returns empty results; unrelated." + "reason": "Tensor-parallel training bug is unrelated to the multi-label classification example returning empty results." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models vs gguf_file breaking AutoTokenizer/AutoModel loading; different code paths." + "reason": "Dequantized Ministrals/Devstrals save bug is not the same as gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both are MoE-related, but not the same failure: Qwen3-VL-Moe issue vs FP8 save_pretrained bug." + "reason": "Qwen3-VL-Moe loading bug and FP8 save_pretrained moe bug affect different paths and likely different model variants." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer issues: wrong offset_mapping vs model load failure for cjvt/sleng-bert." + "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to loading cjvt/sleng-bert." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export gaps." + "reason": "These are separate import errors for different symbols: Qwen2_5_VLForConditionalGeneration vs HybridCache." }, { "left": "issue:45216", "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 save/load regression family on transformers>=5.4.0: one report says save_pretrained writes a bad checkpoint, the other says from_pretrained then fails to load it." + "accept": false, + "reason": "Related family, but not the same bug: 45216 is a save_pretrained checkpoint regression, while 45478 is a from_pretrained error on Qwen3.5 MoE." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping bug vs multimodal assistant_mask bug; unrelated." + "reason": "Tokenizer offset_mapping is a different bug from multimodal assistant_masks being all zero." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages; not the same underlying bug." + "reason": "Importing is_offline_mode from huggingface_hub and importing HybridCache from transformers are separate missing-symbol issues." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "sentence-transformers import NameError vs PyTorch version gate in flex_attention; unrelated." + "reason": "Sentence-transformers NameError on nn is unrelated to the PyTorch version check for AuxRequest in flex_attention." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both involve saving models, but dequantized-weights saving and FP8 MoE save_pretrained are not the same bug." + "reason": "Both involve save_pretrained, but Ministrals/Devstrals dequantized saving and FP8 moe saving are different model/serialization bugs." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Both are v5 tokenizer regressions, but Deepseek incorrect tokenization and Qwen3.5 flash-attention generation are different issues." + "reason": "Deepseek tokenizer regression and Qwen3.5 flash-attention generation problems are different model-specific failures." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight during from_pretrained vs AutoProcessor kwargs forwarding; unrelated." + "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to AutoProcessor not forwarding all kwargs to cached_file." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays within the packet and the pair-level judgments are conservative. The single accepted edge, issue:45216 vs issue:45478, is plausibly the same Qwen3.5 save/load regression family and could be handled by one fix. The remaining pairs are rejected with appropriately cautious, title-based distinctions rather than overstated claims." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12692,7 +12596,7 @@ "issue:44117|issue:45081", "issue:38617|issue:41628" ], - "prepared_review_unit_hash": "090f33d026cc98cbf9a15120b9c8e687f16384f93935ecf85eea196668f899b8", + "prepared_review_unit_hash": "89942a3e62dd4cdc94e5f17593d84ef136cd8b25e47581b09da4b7efea077316", "component_budget": { "node_count": 406, "item_count": 406, @@ -12714,211 +12618,214 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of distinct regressions and import/runtime bugs. I found no convincing duplicate pairs; the closest matches are only broad thematic overlaps (tokenizers, v5 regressions, model-specific loading issues), not the same concrete bug.", - "confidence": 0.89, - "canonical_issue_reason": "issue:33453 is the broadest tokenizer-regression report here and is the best representative anchor for the loose tokenizer-related subset; none of the soft pairs are strong enough to collapse the cluster further.", + "summary": "Mostly a heterogeneous set of Transformers bug reports with one plausible duplicate chain around post-upgrade import failures; the rest are distinct model/tokenizer/runtime issues.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, covering the general post-upgrade import-failure regression surface and best fitting the only plausible duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 has the clearest umbrella framing ('Regression in tokenizer loading') among the issue set, making it the best single issue to represent the cluster despite the lack of true duplicates.", + "best_issue_reason": "issue:45278 is the most representative issue to anchor triage because it can plausibly subsume the exact missing-symbol import error in issue:38617.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Different failures: missing module import vs tokenizer adding a space after an added token." + "reason": "Different failures: missing transformers.onnx import vs tokenizer spacing after added token." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Import error for transformers.onnx is unrelated to slow/fast tokenizer inconsistency." + "reason": "Import error and tokenizer slow/fast inconsistency are unrelated symptoms." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is wrong decoder type in v5 and the other is Deepseek output corruption; not the same bug." + "reason": "Both tokenizer-related, but different concrete regressions and model paths." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are different code paths and symptoms." + "reason": "One is generation config validation, the other is a RoPE implementation discussion; not the same bug." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Loading with base_model_prefix vs NaNs in classification heads are unrelated issues." + "reason": "Model loading/base_model_prefix regression is unrelated to NaNs in classification heads." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-patch helper in GLM46VImageProcessorFast are unrelated." + "reason": "TF32 settings warning and missing image-patch helper are different areas." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Both mention version checks, but one is a Python support break and the other is a PyTorch import/version guard bug." + "reason": "Python version support breakage is not the same as a PyTorch version-check bug." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral flash-attention failure are different model-specific regressions." + "reason": "Different model families and different failure modes." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Both involve multimodal models, but SigLIP2 discrepancy and a Qwen3_5 infinite loop are not the same defect." + "reason": "Both are vision/model quality issues, but they describe different models and bugs." }, { "left": "issue:42831", "right": "issue:44297", "accept": false, - "reason": "FineGrainedFP8 accuracy and tokenizer save_pretrained metadata mismatch are unrelated." + "reason": "FP8 accuracy regression and tokenizer save metadata mismatch are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer SGD args not used is a training/optimizer bug; trainer.evaluate() after train() is a separate lifecycle issue." + "reason": "Optimizer argument handling is unrelated to train/evaluate flow failure." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 save/load regressions, but one is wrong visual-encoder keys on save and the other is a from_pretrained error for MoE; not clearly one bug." + "reason": "Both concern Qwen3.5, but one is save_pretrained key serialization and the other is a from_pretrained load error." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model variants and different failure modes; too broad to be one duplicate." + "reason": "Similar model family, but not the same concrete code-path problem." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script empty multi-label results is unrelated to a pipeline() error-message regression." + "reason": "Example script empty results and pipeline() error messaging are distinct issues." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extract length helper behavior and a flex_attention import guard are unrelated." + "reason": "Feature-extraction length behavior and a version-check import issue are unrelated." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Classification example behavior and SigLIP2 model discrepancy do not share the same underlying bug." + "reason": "Example script behavior and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig invalidity and a stale warning for num_return_sequences are separate generation issues." + "reason": "GenerationConfig validation and stale warning logic are different issues." }, { "left": "issue:38617", "right": "issue:45278", - "accept": false, - "reason": "Specific missing layer_type_validation import and broad upgrade-time import errors overlap only loosely; not the same concrete issue." + "accept": true, + "reason": "Specific missing import from transformers.configuration_utils looks like one instance of the broader post-upgrade import-failure regression reported in issue:45278." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Distributed optimizer-state corruption and missing GenerationMixin cache during chunked_prefill are unrelated." + "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and wrong offset_mapping are different tokenizer bugs." + "reason": "Tokenizer loading regression and wrong offset mapping are different tokenizer bugs." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention crashing on s_aux=None are unrelated." + "reason": "Tokenizer mapping None handling is unrelated to flash-attention crashing on s_aux=None." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and NaNs after checkout/init are different classification-head problems." + "reason": "num_labels propagation and NaNs in classification heads are separate defects." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a PyTorch version-check bug are unrelated." + "reason": "Docs still referencing pipeline() is unrelated to a version-check import bug." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-output regressions, but they affect different models and different outputs; not a duplicate." + "reason": "Different tokenizers and different observed failures; not the same regression." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "onnx import failure and a LayoutLMv3 error-message clarity issue are unrelated." + "reason": "Module import failure and LayoutLMv3 box-validation message clarity are unrelated." }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Gradient checkpointing in eval mode and incorrect outputs with pipeline parallelism are distinct training/inference bugs." + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to pipeline-parallel output correctness." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Both are model-specific generation problems, but on different models and with different failure modes." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Tied-weight serialization inconsistency and classification-head NaNs after checkout/init are not the same defect." + "reason": "Weight serialization inconsistency and NaNs on init are not the same code-path problem." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT minimum version bump and an AuxRequest import version check are unrelated dependency issues." + "reason": "Dependency-version bump issue and import version-check bug are different concerns." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video-processor shape bug and AutoProcessor crash without torchvision are different video-processing failures." + "reason": "Batched video processor shape bug and missing torchvision crash are different problems." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping returning None and Mistral regex patch crashing on backend_tokenizer are separate tokenizer-loading bugs." + "reason": "Tokenizer mapping None handling and Mistral regex patch crash are unrelated." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Different missing imports in different modules; only the general symptom matches, not the underlying bug." + "reason": "Both are import errors, but they affect different symbols and no concrete shared bug is evident from the titles." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45278 is a reasonable umbrella for the import-failure cluster, and the only accepted soft edge (38617 \u2194 45278) is conservative and supported by the titles. The other pairwise rejections are also cautious and do not overclaim beyond the evidence provided." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12930,8 +12837,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -13270,8 +13177,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -13705,7 +13612,7 @@ "issue:43352|issue:43976", "issue:43992|issue:45310" ], - "prepared_review_unit_hash": "2a42b4cc3614957fd7fab0d8bd72ade4bd36b5d6c0ceaadb23da1f7ace222c50", + "prepared_review_unit_hash": "c0e99886aff4fc8399619842f94456bf1ef74c239a29f7acb31f9bb60ae8d537", "component_budget": { "node_count": 406, "item_count": 406, @@ -13727,220 +13634,217 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated Transformers v5 regressions, import errors, and model-specific load/save bugs. One small CLIP-output regression pair looks mergeable; the rest are too semantically different to dedupe confidently.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43611 is the broadest representative: a general Transformers 5.0 model-loading regression, closer to the cluster\u2019s recurring save/load breakages than the more model-specific reports.", + "summary": "Mostly a heterogeneous grab-bag of Transformers v5 regressions and model-specific bugs; the soft-similarity pairs do not look like true duplicates of the same underlying change or code path.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43611 is the closest umbrella item because it describes a broad v5 model-loading regression, but the cluster overall is too mixed for a single true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the strongest single issue to keep as the cluster representative because it is the most generic and likely to attract related v5 loading regressions.", + "best_issue_reason": "issue:43611 is the best representative by breadth, but it still only covers one slice of the cluster and does not subsume the import, save, tokenizer, chat-template, or model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Different bugs: dequantized model saving failure vs an infinite-loop inference bug on a specific image." + "reason": "Different bugs: a quantized/dequantized save failure vs a Qwen3.5 image-generation infinite loop." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is dequantized model serialization and the other is Pipeline.save_pretrained; different code paths." + "reason": "Both mention saving, but one is model dequantization serialization and the other is Pipeline.save_pretrained; different code paths." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both touch chat-related APIs, but one is /v1/chat/completions request validation and the other is batched apply_chat_template padding behavior." + "reason": "Unrelated failures: chat/completions API request validation vs batched processor template handling." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "One is FP8 save_pretrained for MoE, the other is Qwen3.5 MoE from_pretrained loading; related family, but not the same bug." + "reason": "Both concern Qwen3.5/MoE, but one is FP8 save_pretrained and the other is from_pretrained loading; not the same bug." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Completely different subsystems: xLSTM training bugs vs BeitImageProcessorFast label reduction." + "reason": "Completely different subsystems: xLSTM training bugs vs BEiT image processor label reduction." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-path import warning vs PyTorch precision warning while compiling; unrelated." + "reason": "Different behavior regressions: local-path import warning vs bfloat16 compile warning." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Both mention compile/attention-related execution, but one is a float32 warning and the other is a hard flex_attention failure on newer torch." + "reason": "Different low-level issues: PyTorch precision warning vs compiled flex_attention failure on newer torch." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different packages/modules." + "reason": "Different import errors from different packages/classes; no shared underlying fix." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same broad model family, but one is a v5 breakage and the other is an fp8 inference feature/support request." + "reason": "Same broad model family, but one is a v5 loading regression and the other is fp8 inference support; not one bug." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "ImportError for a removed symbol vs local_files_only still triggering network requests; unrelated." + "reason": "Unrelated: missing import export vs local_files_only still making network requests." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Different chat/template layers: API request acceptance vs tokenized assistant message handling with tool calls." + "reason": "Different request surfaces: chat/completions API acceptance vs tokenization crash on tool-call messages." }, { "left": "issue:43618", "right": "issue:43761", - "accept": true, - "reason": "Both are CLIP v5 output regressions in the same forward path: optional outputs are no longer populated (attentions/hidden_states)." + "accept": false, + "reason": "Both are CLIP v5 regressions, but one is attentions missing in outputs and the other is hidden_states=None; distinct failures." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Trainer/FSDP optimizer-state bug vs GPT2 attention-scaling ignored under SDPA/FlashAttention; unrelated." + "reason": "Different functional areas: FSDP2/PEFT optimizer-state bug vs GPT2 attention scaling being ignored in SDPA/FlashAttention." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat completions request validation vs Qwen2.5-VL video position-id correctness; different failures." + "reason": "Different model/pipeline issues: chat completions request handling vs Qwen2.5-VL video position-id bug." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading failures, but one is a specific Qwen3VL-Moe regression and the other is a generic sorted-state_dict load error." + "reason": "Different load failures for different models; no shared concrete code-path problem." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for return_all_scores vs inability to save Pipeline objects; not the same bug." + "reason": "Docs mismatch vs serialization bug; not the same underlying issue." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3 config attribute error vs SAM3 video encoder missing field; unrelated model-specific defects." + "reason": "Different missing-attribute bugs in unrelated model configs/outputs." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both concern saving, but one is quantized-model checkpointing and the other is Pipeline.save_pretrained serialization." + "reason": "Both involve saving, but one is quantized-model saving and the other is saving Pipeline objects; different failures." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention support error for Nemotron vs invalid GenerationConfig for GLM-5; unrelated." + "reason": "Different problems: FlashAttention support gating vs invalid GenerationConfig for GLM-5." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both involve model checkpoints, but one is a load failure from sorted state_dict and the other is a bad save_pretrained checkpoint for Qwen3.5." + "reason": "Different save/load regressions with different triggers and model families." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different removed imports from different modules; same symptom, not the same underlying change." + "reason": "Different import failures from different modules/packages." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "Both are v5 tokenizer behavior changes, but one is clean_up_tokenization_spaces and the other is decoder type selection." + "reason": "Both are v5 behavior changes, but one is tokenizer cleanup-space behavior and the other is decoder type selection." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Both are save/load-adjacent, but one is base_model_prefix model loading and the other is Pipeline persistence." + "reason": "Different surfaces: base_model_prefix load regression vs Pipeline save_pretrained failure." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs GLM-5 RoPE implementation discussion; same keyword, different model bug." + "reason": "Both mention RoPE-related model work, but these are different model families and different bugs." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing-config attributes in different models: Gemma3 vocab_size vs Llama4 pad_token_id." + "reason": "Separate missing-config-attribute regressions for different models." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Both are v5 regressions, but one is CLIP output fields and the other is Qwen3.5 checkpoint saving; different code paths." + "reason": "CLIP output regression vs Qwen3.5 checkpoint save regression; unrelated." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "The torch.split indexer bug and DeepseekV3MoE divergence are unrelated model internals." + "reason": "Different MoE implementation issues affecting different models and behaviors." }, { "left": "issue:43906", "right": "issue:45753", "accept": false, - "reason": "An isolated reproduction of an old issue is not the same bug as an infinite-loop report on a specific image." + "reason": "A reproduction of an earlier issue is not the same as an infinite-loop bug on a specific image." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3 config attribute error vs MoE load-balancing loss omission; unrelated." + "reason": "Different bugs: missing config attribute vs load-balancing loss omission in MoE." }, { "left": "issue:36683", "right": "issue:43881", "accept": false, - "reason": "Gemma3 config attribute error vs GLM-4V loading failure; different models and failure modes." + "reason": "Different model loading problems with no shared concrete fix." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Qwen3VL-Moe loading breakage vs Qwen3_5 infinite-loop inference bug; not the same issue." + "reason": "Different Qwen3.5 failures: MoE loading vs image-specific infinite loop." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support gating vs Python version incompatibility in Transformers 5.1.0; unrelated." + "reason": "No shared code path: FlashAttention support check vs Python-version compatibility." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error; different models and fixes." + "reason": "Different from_pretrained failures for unrelated model families." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The one accepted CLIP pair (43618/43761) is a plausible same-regression match, and the other rejections are appropriately cautious given the distinct model paths and failure modes. The choice of 43611 as a broad cluster representative is reasonable from the available evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -13952,8 +13856,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -14386,7 +14290,7 @@ "issue:44261|issue:44360", "issue:44623|issue:45230" ], - "prepared_review_unit_hash": "c6ef24022ec453f56d26135238aacb98addf3c5b2502583ee5011329ea670304", + "prepared_review_unit_hash": "af4e06b4b1fe801b7c8299032766628089161adcf002acf785931ee3dafb6755", "component_budget": { "node_count": 406, "item_count": 406, @@ -14408,246 +14312,246 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a heterogeneous set of Transformers-related bug reports, with many loading/import/runtime regressions and a few documentation or feature-specific issues. None of the soft pairs look like true duplicates; they share broad themes but not the same concrete bug or code path.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it describes a broad, concrete post-upgrade import/load regression and is more representative of the recurring v4->v5 breakage theme than the narrower, model-specific reports.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, many about v5 import/loading regressions, but not the same underlying bug.", + "confidence": 0.29, + "canonical_issue_reason": "issue:45278 is the clearest umbrella-style report in the set: it describes broad breakage after upgrading to v5.5.0 and best matches the cluster\u2019s dominant version-regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest global representative because it is explicit, user-facing, and broad enough to capture the common failure mode seen across the cluster without being overly vague.", + "best_issue_reason": "issue:45278 is the best representative issue because it is broad, concrete, and version-focused; the others are mostly narrower model-specific or unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Different failure domains: offline/local file fetching vs GLM-5 RoPE implementation." + "reason": "Local-files-only network leakage is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "One is about compiled Python file execution errors; the other is a slowdown after upgrading versions." + "reason": "Compiled-Python-file errors and a training slowdown are different problems." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is tensor-parallel plan support and the other is a from_pretrained loading error." + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel metadata and the other is a from_pretrained loading regression." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Unrelated: sentence-transformers loading hang vs documentation confusion for model.forward arguments." + "reason": "A loading hang is not the same as confusing documentation." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." + "reason": "MLFlow failure reporting and tokenizer loading regression are unrelated." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Different missing config fields and different code paths in Qwen3.5 MoE / vision config." + "reason": "Both mention Qwen3_5Moe config, but they concern different missing fields and different failure modes." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 memory regression is not the same bug as checkpoint reload failures after upgrading." + "reason": "Int4 CUDA memory/OOM and checkpoint reload failures after upgrade are distinct bugs." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad decoration is unrelated to import errors after a version upgrade." + "reason": "no_grad cache updates are unrelated to broad import errors after upgrade." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading-related, but tokenizer loading and checkpoint reload failures are distinct problems." + "reason": "Tokenizer loading in v5 and reloading old checkpoints are different code paths." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy issue is unrelated to a missing image-processor method causing AttributeError." + "reason": "FP8 accuracy drift is not the same as a missing image-processor method causing AttributeError." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Offline API requests bug is not the same as FP8 save_pretrained support." + "reason": "Network requests despite local_files_only and FP8 save_pretrained are unrelated." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "No_grad decoration for cache updates is unrelated to a config warning about tie_word_embeddings." + "reason": "Cache/no_grad behavior is unrelated to a tie_word_embeddings warning." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Too broad to be the same bug; one is a specific cache mutation issue, the other a generic complaint about many model breakages." + "reason": "A specific cache update bug is not the same as a vague general complaint about v5 breakage." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Local-files-only behavior has nothing to do with the unrelated 'racoon' issue." + "reason": "local_files_only networking and an empty-named issue are not duplicates." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel application and a missing ReLU in DSA indexer are different subsystems and bugs." + "reason": "Liger Kernel application and a missing ReLU in the DSA indexer are unrelated." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors are not the same as PretrainedConfig type-checking breakage." + "reason": "Compiled-file errors and PretrainedConfig type checking are different regressions." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting on failed jobs is unrelated to tensor-parallel training behavior." + "reason": "MLFlow reporting and tensor-parallel training bugs are unrelated." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Running compiled Python files and saving Pipeline objects are separate issues." + "reason": "Compiled Python file handling and pipeline save_pretrained failures are different issues." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing pipeline() after removals is unrelated to the trivial 'racoon' issue." + "reason": "Docs still referencing pipeline() is unrelated to the placeholder racoon issue." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Save_pretrained for FP8 MoE and FP8 inference support are different features and code paths." + "reason": "FP8 save_pretrained and FP8 inference support are related only broadly, not the same concrete bug." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both involve model loading regressions, but they target different models and failure modes." + "reason": "Both are model-loading regressions, but they target different models and different failure mechanisms." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading regression are not the same bug." + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are different problems." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing hub import and a broken env CLI command are related only by version context, not by the same code path." + "reason": "Missing huggingface_hub symbol import and a broken env command are not the same bug." }, { "left": "issue:43010", "right": "issue:45656", "accept": false, - "reason": "Cache no_grad behavior is unrelated to optimizer.step being called twice under deepspeed." + "reason": "Cache update no_grad behavior is unrelated to double optimizer steps under deepspeed." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression is unrelated to tensor-parallel training bugs." + "reason": "Tokenizer loading and tensor-parallel training are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env command is not the same as PretrainedConfig typing issues." + "reason": "Broken env CLI and PretrainedConfig type checking are different failures." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env failure and Qwen2.5-VL import error are distinct issues." + "reason": "Broken env CLI and missing Qwen2_5_VLForConditionalGeneration import are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion is unrelated to an ImportError for layer_type_validation." + "reason": "Documentation confusion and an ImportError for layer_type_validation do not share the same code-path bug." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No meaningful overlap: a placeholder issue versus a Gemma-4 audio positional-encoding bug." + "reason": "Placeholder issue title and Gemma4AudioRelPositionalEncoding are unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different broken exports." + "reason": "These are both import errors, but for different missing symbols and likely different export paths." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update semantics are unrelated to Python-version compatibility failures." + "reason": "Cache no_grad behavior and Python-version compatibility are unrelated." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Different failures: missing configuration_utils export vs broken env command." + "reason": "Importing layer_type_validation and a broken env command are different problems." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "CLI env breakage is not the same as Python 3.14 load failures." + "reason": "The env command failure is unrelated to Python 3.14 loading issues." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and unrelated placeholder issue do not match." + "reason": "Scheduler kwargs being ignored has nothing to do with the placeholder racoon issue." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training behavior and pipeline documentation for return_all_scores are unrelated." + "reason": "Tensor-parallel training and docs for return_all_scores are unrelated." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Importing AutoImageProcessor and executing compiled Python files are different problems." + "reason": "Importing AutoImageProcessor and compiled-file errors are different failure modes." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels behavior are unrelated." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "MLA q_a_layernorm precision/config issue is unrelated to the DSA ReLU bug." + "reason": "A precision issue in MLA layernorm and a missing ReLU in the DSA indexer are unrelated." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing files from processor.save_pretrained is not the same as the vague placeholder bug report." + "reason": "Missing files from processor.save_pretrained and an unspecified bug report are not the same concrete issue." } ] }, @@ -14762,7 +14666,7 @@ "issue:44273|issue:44908", "issue:44492|issue:45850" ], - "prepared_review_unit_hash": "754f4b426e4921eda95efce87fa3693e0eecbe03517f4089a03e70c1005c1d31", + "prepared_review_unit_hash": "32bc410f996401225430c44f2a0297a9b1444d8f27ed70d69b1a686a04174ef9", "component_budget": { "node_count": 406, "item_count": 406, @@ -14784,234 +14688,234 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports, import/load-path breakages, and unrelated model-specific bugs. The broadest umbrella issue is the generic \"Since 5.0 version it breaks too many models\" report; no pull requests are present.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and best matches the overall theme of v5 regressions breaking multiple models.", + "summary": "This cluster is mostly a loose set of Transformers v5 regression reports, but the soft pairs do not look like the same underlying bug/change closely enough to merge as duplicates. The safest canonical anchor is the broad v5 upgrade breakage report.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the best anchor because it is a concrete, user-visible v5 upgrade regression report ('many import errors after update from 4.57.0 to 5.5.0') and is broad enough to represent the cluster theme without being as vague as the generic complaint issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most cluster-representative issue because it summarizes the common v5 breakage pattern across otherwise unrelated reports.", + "best_issue_reason": "issue:45278 is the strongest representative issue for the cluster: specific enough to be actionable, but still captures the recurring post-v5 breakage pattern seen across nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Both are import/runtime complaints, but one is lazy loading and the other is a TensorFlow backend error from tensorboard installation; different bugs." + "reason": "Different failures: lazy-loading/import behavior vs TF backend selection with tensorboard installed." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch import/lazy-loading behavior, but one reports lazy loading failing and the other unsafe sys.modules access causing import slowdown; not the same defect." + "reason": "Both touch import/lazy-loading internals, but one is a lazy loading regression and the other is unsafe sys.modules access; not the same concrete bug." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen3-VL image behavior, but one is 2D bbox hallucination/output error and the other is an infinite loop on a specific image; different failure modes." + "reason": "Both involve Qwen3-VL models, but one is 2D box hallucination/error and the other is an infinite-loop case on a specific image." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Same model family, but one is a transformers 5.0 Qwen3-VL-Moe bug and the other is missing tensor-parallel plan support; not the same code-path problem." + "reason": "One is a Qwen3-VL-Moe from_pretrained bug, the other is missing _tp_plan for tensor parallelism; different code paths." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL generation/output issue versus a PretrainedConfig type-checking regression; unrelated." + "reason": "Vision output hallucination/error and PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 breakage reports, but one is the env command and the other is checkpoint reload compatibility; too broad to be the same bug." + "reason": "One is the broken `transformers env` command, the other is checkpoint reload compatibility after v5 upgrade." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time performance from removing import * is not the same as GenerationMixin cache missing during chunked prefill." + "reason": "Import-star cleanup/import-time slowdown is not the same bug as missing GenerationMixin cache in chunked_prefill." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a specific config bug, while 45850 is a generic meta report about many models breaking." + "reason": "A missing `pad_token_id` attribute in one config is not the same as a broad 'too many models break' report." }, { "left": "issue:44373", "right": "issue:44961", "accept": false, - "reason": "Wrong docstring for position_ids and a nonspecific \"racoon\" issue are clearly unrelated." + "reason": "Wrong docstring for `position_ids` and 'racoon' are unrelated." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern v5 compatibility, but one is general checkpoint reload failure and the other is a specific InternVL2 remote-code/meta-init incompatibility." + "reason": "Both are v5 compatibility issues, but one is generic checkpoint reload failure and the other is remote-code/meta-init incompatibility; not the same bug." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A Qwen3.5-35B chat crash is model-specific and not the same underlying problem as the broad v5-breakage umbrella." + "reason": "Specific Qwen3.5 chat crash versus a vague broad regression complaint." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig missing pad_token_idx is a concrete config regression, not the same as the generic many-models-breaking report." + "reason": "Missing `pad_token_idx` in StableLmConfig is a specific config regression, not the same as generic v5 breakage." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test seed flakiness and scheduler keyword handling are unrelated." + "reason": "Missing `set_seed()` in tests is unrelated to inverse_sqrt scheduler kwargs handling." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Both involve kwargs being lost, but in different APIs and code paths; not one fixable bug." + "reason": "Processor kwargs forwarding to cached_file and scheduler kwargs handling are different paths and failures." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowness and lazy-loading malfunction are related broadly, but they are not the same concrete bug." + "reason": "Import-time slowness is a performance complaint; lazy loading not working properly is a correctness bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "A model-type mismatch warning and Liger Kernel not being applied with model_init are unrelated." + "reason": "Model-type warning and Liger Kernel not applied with `model_init` are unrelated model-initialization issues." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + "reason": "Python version support breakage is unrelated to a Qwen3-VL bounding-box/output bug." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support for NemotronH is a different model/backend issue than Qwen3-VL hallucination/output problems." + "reason": "Flash Attention 2 unsupported for NemotronH is a capability/guard issue, not the same as Qwen3-VL hallucination/error output." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as an unspecified bug report." + "reason": "Tokenizer class mismatch on save_pretrained is unrelated to a vague bug report." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error is unrelated to a generic bug report." + "reason": "`position_ids` buffer access error is a concrete bug; the other issue provides no matching concrete symptom." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Env command breakage and scheduler kwarg handling are different subsystems and bugs." + "reason": "Broken env command and scheduler kwargs are separate features with separate failures." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs being ignored and PretrainedConfig type checking are unrelated." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import slowdown from model import * is not the same as failing to import HybridCache." + "reason": "Import cleanup/performance issues do not match a specific `HybridCache` import failure." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import performance regression and a testing_utils bug are unrelated." + "reason": "Import-star cleanup issue and a small testing_utils bug are not the same underlying change." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill cache missing and a typo in cache strategies are not the same defect." + "reason": "Missing generation cache in chunked_prefill is unrelated to a typo in cache strategy docs/code." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 regression complaints, but one is about import errors after upgrade and the other is a generic meta complaint; not the same underlying bug." + "reason": "Both mention broad v5 breakage, but 45278 is a specific import-error regression while 45850 is too generic to be the same underlying bug." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "Missing get_number_of_image_patches in a GLM46V processor is a specific model bug, not the broad umbrella." + "reason": "Missing `get_number_of_image_patches` in GLM46V is a specific multimodal API bug, not a generic v5 complaint." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL 2D bbox hallucination and Qwen3.5-Moe from_pretrained errors are different model/path failures." + "reason": "Different Qwen issues with different symptoms: hallucination/error output vs from_pretrained failure on Qwen3.5-MoE." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init policy and tied-weight-key attribute handling are unrelated." + "reason": "One is a policy change about `post_init`; the other is an AttributeError in tied-weight key extraction." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Docs still mentioning pipeline() and scheduler kwargs handling are unrelated." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import * slowdown and a cache-strategy typo do not describe the same bug." + "reason": "Import performance/regression and cache-strategy typo are not the same bug." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Doc confusion about input_ids/past_key_values is unrelated to tokenizer-loading regression." + "reason": "Docstring confusion in `model.forward` and tokenizer loading regression are unrelated." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Model import performance regression and scheduler kwarg propagation are different issues." + "reason": "Import-star usage in models and inverse_sqrt scheduler kwargs are different subsystems and failures." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init and degenerate training with flash_attention_3 are separate training/backend problems." + "reason": "Liger Kernel application with `model_init` and flash_attention_3 training degeneration are different issues." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and a typo in cache strategies are unrelated." + "reason": "TF32 settings guidance and cache strategy typo are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Env command breakage and lazy loading malfunction are both v5 regressions but not the same code-path failure." + "reason": "Broken env command and lazy loading malfunction are different bugs." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving pipeline objects and tied-weight-key crashes are unrelated." + "reason": "Pipeline save_pretrained support and tied-weight key handling are unrelated." }, { "left": "issue:44360", @@ -15023,13 +14927,19 @@ "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report and a Qwen3.5-Moe from_pretrained error are not the same underlying issue." + "reason": "A vague bug report and a specific Qwen3.5-Moe from_pretrained error do not describe the same bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading correctness and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategy docs/code and the broad v5 breakage umbrella are not the same bug." + "reason": "A typo in cache strategies is far too specific to be the same as a generic 'too many models break' complaint." } ] }, @@ -15048,8 +14958,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-406", "nodes": [ @@ -15359,8 +15269,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -15430,8 +15340,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -15493,8 +15403,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-5", "nodes": [ @@ -15625,8 +15535,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-15", "nodes": [ @@ -15939,8 +15849,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-7", "nodes": [ @@ -16063,8 +15973,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -16126,8 +16036,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -16189,8 +16099,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -16252,8 +16162,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -16355,8 +16265,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -16477,8 +16387,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -16597,8 +16507,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -16660,8 +16570,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -16723,8 +16633,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -16786,8 +16696,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -16899,7 +16809,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16942,148 +16852,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "1b7ae2a4e24f6125dc152e1ec1246a078acdf946cfdff32d6cf33810662c168b", + "prepared_review_unit_hash": "8ed8c6a46e4712c02694c42553aba2c8592dcebcb9038cf0de63bf88b5b70028", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32878, - "estimated_input_tokens": 8220, - "estimated_eval_tokens": 16696 + "serialized_chars": 32873, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32878, - "estimated_input_tokens": 8220, - "estimated_eval_tokens": 16696 + "serialized_chars": 32873, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated PRs that only share broad topical similarity. The only plausible duplicate pair is the two `fixed_cross_entropy` patches, which both address the same loss-function kwargs forwarding bug.", - "confidence": 0.84, + "summary": "Almost all pairs are unrelated model additions, refactors, or tests. The only true duplicate-looking pair is the two `fixed_cross_entropy` kwargs fixes for issue 43240 (`#43251` and `#43254`).", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest representative of the only true duplicate pair: it directly fixes the `fixed_cross_entropy` forwarding bug tied to issue 43240 and has the most explicit intent.", + "canonical_pr_reason": "#43251 is the cleanest anchor for the only real duplicate pair: it explicitly targets issue 43240 and makes the concrete `cross_entropy` kwargs fix in `loss_utils.py`.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall representative because it is the most focused and explicit fix for the concrete `cross_entropy` kwargs bug; the rest of the cluster is too heterogeneous to serve as one canonical PR.", + "best_pr_reason": "#43251 is the strongest representative PR in this cluster because it is a focused, single-file bug fix with an explicit issue target; the rest of the PRs are unrelated feature additions or test/doc changes.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated changes: VideoPrism model/docs vs an Executorch dynamic-shape test." + "reason": "Videoprism model/docs addition vs executorch dynamic-shape test; different features and code paths." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different artifacts and goals: Mistral tokenizer methods vs adding a new MobileLLM model." + "reason": "Mistral tokenizer method addition vs adding MobileLLM; unrelated model components." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer utility fix and Executorch export test are not the same underlying change." + "reason": "Tokenizer API fix vs executorch export test; no shared bug/change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness changes are separate from a brand-new model implementation." + "reason": "Processor robustness changes vs adding a new model; not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix is unrelated to adding MobileLLM." + "reason": "Loss-function kwargs fix vs MobileLLM model addition; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs forwarding and Mistral4 test fixes address different code paths." + "reason": "Loss utility bug fix vs Mistral4 test/integration work; different concerns." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape test and Mistral4 model/test changes are unrelated." + "reason": "Executorch export test vs Mistral4 fixes; unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing is unrelated to MobileLLM model addition." + "reason": "Executorch test addition vs new MobileLLM model; not the same bug/change." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model files and config-resolution order fix do not share the same bug or change." + "reason": "New model addition vs class config resolution fix; different code paths." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Model addition and Falcon output-interface refactor are distinct changes." + "reason": "New model addition vs Falcon output-interface refactor; unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-capture refactor and Mistral4 fixes target different models and behaviors." + "reason": "Falcon refactor vs Mistral4 test fix; same broad area of models, but not the same concrete change." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor is unrelated to the model-creation skill PR." + "reason": "Falcon refactor vs model-creation skill addition; entirely different changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model work is unrelated to the `layrnorm` rename cleanup." + "reason": "Mistral4 test fixes vs a broad `layrnorm` typo rename across CLIP-like models; not the same underlying fix." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes and `cls.config` resolution ordering are different issues." + "reason": "Mistral4 test fixes vs config resolution order fix; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "Different model families and different concrete changes; only broad Transformers similarity." + "reason": "New MobileLLM model addition vs Mistral4 test fixes; no shared concrete bug or mergeable combined PR." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "The shared `modeling_auto.py` filename is incidental; the PRs are about unrelated model work." + "reason": "Mistral4 test fixes vs model-creation skill; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A model addition PR and a model-creation skill PR are not the same underlying change." + "reason": "New model addition vs repository skill scaffolding; different artifacts and goals." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch `fixed_cross_entropy` in the same file to forward supported kwargs to `nn.functional.cross_entropy`; they are alternative implementations of the same bug fix and could be merged into one PR." + "reason": "Both PRs patch the same `fixed_cross_entropy` code path in `loss_utils.py` to forward `weight`/`label_smoothing` to `nn.functional.cross_entropy` for issue 43240; they are mergeable into one change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it stays conservative about the mostly unrelated cluster and identifies the only clearly mergeable duplicate pair as the two `fixed_cross_entropy` patches in `loss_utils.py` tied to issue 43240. The soft-edge verdicts are appropriately negative except for that one pair, which is a defensible same-bugfix merge candidate." + "feedback": "The summary is well grounded in the packet. The only clearly mergeable same-bugfix pair is #43251/#43254: they share `src/transformers/loss/loss_utils.py` and explicit issue target 43240, and both update `fixed_cross_entropy` to forward supported kwargs to `nn.functional.cross_entropy`. The other pair rejections stay conservative and are consistent with the listed diffs, which are mostly unrelated model additions, refactors, or tests." }, "evaluator_used": true, "retried": false, @@ -17094,7 +17004,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17110,12 +17020,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "d4d59cc8b03cc6c61d04ebfa15c824f18a9f066e7b69b49d964adbf6bb63c68b", + "prepared_review_unit_hash": "54c28aefea1b67a1442a2ed0f9da9e3219b5b74af3101911832c4c16bff59185", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -17123,7 +17033,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -17132,18 +17042,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target VibeVoice, but they are not the same change: #40546 is the base VibeVoice implementation, while #42781 adds a realtime variant plus an acoustic tokenizer and related generation/feature-extraction updates. They overlap heavily in model scaffolding, but the concrete scope differs enough that they should not be deduplicated.", - "confidence": 0.88, + "summary": "Two VibeVoice pull requests overlap on shared model-family plumbing, but they target different scopes: the first adds the base VibeVoice implementation, while the second adds VibeVoice Realtime plus an acoustic tokenizer and generation changes. They are related feature work, not duplicate fixes.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the more canonical base implementation PR: it is earlier, more developed, and covers the core VibeVoice integration that the later PR builds on.", + "canonical_pr_reason": "PR 42781 is the more expansive and later VibeVoice submission, covering the realtime/tokenizer additions on top of the base model integration, so it is the better representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative of the cluster because it establishes the primary VibeVoice support, has substantially more review activity, and is less of a derivative extension than #42781.", + "best_pr_reason": "PR 42781 is the strongest single representative because it includes the broader end-to-end VibeVoice stack and is closer to the final intended feature set than the initial base-implementation PR.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Related VibeVoice work, but not the same concrete change: #40546 adds core VibeVoice support, while #42781 adds realtime support and an acoustic tokenizer. The overlap is broad subsystem/shared files, not a single mergeable PR." + "reason": "Reject: both touch the VibeVoice family and auto-registry files, but 40546 is the base VibeVoice implementation while 42781 adds VibeVoice Realtime and a separate acoustic tokenizer with additional generation/model changes. They are not the same concrete code-path problem and would not plausibly be merged into one PR." } ] }, @@ -17157,7 +17067,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17173,7 +17083,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "0a7b102f7dc83e8357b0e964bccf312ab2e7b856092466b993b1cef69d76904b", + "prepared_review_unit_hash": "7a7455b975644050eca8534bc945db39e4a8d5bc6ade379f942340a2b755d078", "component_budget": { "node_count": 2, "item_count": 2, @@ -17195,18 +17105,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated pull requests: one adds covariate-based forecasting to TimesFM, the other adds DINOv3 image classification support. They do not look like the same underlying change or bug.", - "confidence": 0.99, + "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. The soft similarity is superficial and does not indicate the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target different model families, codepaths, and user-facing features, so they are not duplicates or merge candidates for a single PR.", + "canonical_pr_reason": "PR #41224 is the cleaner representative of the cluster only in the sense that it is a self-contained API feature addition; PR #40755 is a different model family and broader forecasting change, so the pair does not form a duplicate set.", "best_issue_reason": null, - "best_pr_reason": "No single best PR representative for a duplicate cluster; these PRs are unrelated feature additions in separate subsystems.", + "best_pr_reason": "PR #41224 is the best standalone PR here because it is a focused model-support addition with a clear scope, while PR #40755 targets an unrelated TimesFM covariate feature.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and objectives: TimesFM covariate forecasting versus DINOv3 image classification. The filenames, diffs, and descriptions show separate codepaths and no shared underlying bug/change." + "reason": "Different models and different capabilities; no shared code path or mergeable common fix. Similarity is only at the generic level of adding support/features." } ] }, @@ -17220,7 +17130,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17283,7 +17193,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17301,7 +17211,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "19389792d6cc4d0bae4a1dab751a93909f3466d2bcf662f7f68b7a3744e68858", + "prepared_review_unit_hash": "d0c3de3f98aea07effb552334fdf23c93d931ec0bec7e44a6d84a43f6752ffbe", "component_budget": { "node_count": 3, "item_count": 3, @@ -17323,24 +17233,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition pull requests, not duplicates: DeepSeek OCR, Isaac, and Kimi2-6 each introduce distinct model packages, docs, auto-mapping updates, and tests.", + "summary": "These PRs are all new model integrations with similar Hugging Face boilerplate, but they target different model families and different code paths. They are not duplicates and should not be merged into one change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for deduping: all three PRs add different models and touch different implementation code paths, so they should stay separate.", + "canonical_pr_reason": "No canonical PR: DeepSeek OCR, Isaac, and Kimi2-6 are distinct model-addition PRs, not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #45630 is the strongest representative of the cluster because it has the most review activity and a broad, self-contained model-integration change set.", + "best_pr_reason": "No single PR is a better duplicate representative than the others; each is a separate model integration with different files, configs, and tests.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Both are model additions, but they target different models (DeepSeek OCR vs Isaac) with different files and behavior; not the same underlying change." + "reason": "Add deepseek ocr vs Add new model: Isaac are different model families and different integrations; shared auto-mapping/docs boilerplate is not enough to treat them as the same change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac and Kimi2-6 are distinct model integrations with different code paths and support files; shared framework plumbing is too generic to treat as a duplicate." + "reason": "Add new model: Isaac and Add new model: Kimi2-6 add different models with different configs/model code; they share only generic model-onboarding scaffolding, so they are not duplicates." } ] }, @@ -17354,7 +17264,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17370,7 +17280,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "f45e5adfbca1cffaf7f1e205aeb437a19fa8ae3e0388e6b096f844e8bbeebba2", + "prepared_review_unit_hash": "4ed708e668b871d68c11a189d622d94c60d4817cd66e20670face28b52be8e86", "component_budget": { "node_count": 2, "item_count": 2, @@ -17392,18 +17302,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions, but they target different action families and different reasons: one is a broad Node 24 compatibility refresh for workflow actions, the other is a separate bump of docker/build-push-action to v6. They are related maintenance, not the same underlying change.", - "confidence": 0.91, + "summary": "Both pull requests are broad GitHub Actions dependency bump/maintenance changes, but they target different action families and different upgrade goals, so they are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the better canonical representative because its title and diff show a broader, explicit Node 24 compatibility sweep across many workflow actions, which is a more specific and central change than the narrower Docker action version bumps in #42976.", + "canonical_pr_reason": "PR 42975 is the better representative of the cluster because it has the clearest specific goal: upgrading workflow actions for Node 24 compatibility across many workflows.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best representative for the cluster because it has the clearest, most explicit maintenance goal and touches a wider set of workflow actions; #42976 is a separate dependency upgrade and not a mergeable duplicate of the same fix.", + "best_pr_reason": "PR 42975 is the strongest cluster anchor since its title and diff align around a concrete platform-compatibility upgrade, while 42976 is a separate latest-version bump for a different set of actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: both are workflow-action upgrades, but #42975 updates checkout/cache/upload-artifact for Node 24 compatibility while #42976 updates docker/build-push-action to v6. Different actions, different code paths, and not the same concrete change." + "reason": "They overlap on some workflow files, but the actual changes are different action upgrades: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action and other workflow actions to newer versions. Same broad maintenance theme, not the same underlying fix." } ] }, @@ -17417,7 +17327,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17446,88 +17356,88 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "50dc559d6ab440e296b2b5938152a9437ae2432cf4abb26c0784493696c8d6e5", + "prepared_review_unit_hash": "f9018bb772f6ebfb49c05935fdfd35ec7140d01f2f2440add6401a395934341a", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23519, - "estimated_input_tokens": 5880, - "estimated_eval_tokens": 12016 + "serialized_chars": 23521, + "estimated_input_tokens": 5881, + "estimated_eval_tokens": 12018 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23519, - "estimated_input_tokens": 5880, - "estimated_eval_tokens": 12016 + "serialized_chars": 23521, + "estimated_input_tokens": 5881, + "estimated_eval_tokens": 12018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a heterogeneous set of model-addition PRs plus one distributed pipeline-parallel feature. The overlap is mostly boilerplate registration/docs files, so none of the soft edges look like true duplicates.", - "confidence": 0.95, + "summary": "This cluster is a loose collection of unrelated model-addition PRs plus one distributed-loading infra PR; shared files are mostly generic registry/docs updates, not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these items are not the same underlying change, but separate model integrations and one distributed-loading feature with only incidental shared files.", + "canonical_pr_reason": "No single canonical PR fits this cluster: the items target different models/features (ViT NEPA, Molmo, Molmo2, LFM2 Audio, CTSM, PP-OCRv6, and pipeline-parallel loading).", "best_issue_reason": null, - "best_pr_reason": "No best PR for duplicate consolidation; none of these PRs is a plausible merge target for the others beyond shared framework boilerplate.", + "best_pr_reason": "PR 45838 is the broadest and most active model-support PR in the set, but it still is not a duplicate of the others and should not be used as a canonical merge target for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model integrations (ViT NEPA vs Molmo); shared auto/docs files are boilerplate, not a shared bug or change." + "reason": "Different model families: ViT NEPA vs Molmo. Shared docs/auto-registry files are generic and do not indicate the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model integrations (ViT NEPA vs Molmo2); only generic registration files overlap." + "reason": "Different model families: ViT NEPA vs Molmo2. Overlap is only in registry/docs plumbing, not the same concrete implementation." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Unrelated additions: a vision model vs CTSM time-series model; no shared code-path problem." + "reason": "ViT NEPA and CTSM are unrelated model additions; shared auto/docs edits are too broad to treat as one change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by naming but are distinct model families with separate code and docs; not the same PR." + "reason": "Molmo and Molmo2 are separate model ports with different codepaths and files; same naming theme is not enough for duplication." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are different model domains; overlap is only framework registration boilerplate." + "reason": "Molmo and CTSM are distinct model additions with no shared concrete bug or implementation target." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model additions; no concrete duplicate change." + "reason": "Molmo2 and CTSM are unrelated model support PRs; overlap is only in generic registration/docs files." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "Lfm2 Audio is an audio model integration, while PP-OCRv6 support is an OCR/computer-vision model bundle; not the same underlying change." + "reason": "Lfm2Audio and PP-OCRv6 support different model families and modalities; they are not the same code-path fix/change." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "Pipeline-parallel core loading support is a distributed runtime feature, not a model-support PR; cannot be merged as the same change." + "reason": "Pipeline-parallel loading infrastructure is unrelated to PP-OCRv6 model support; this is a shared subsystem touch, not a duplicate fix." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM and PP-OCRv6 are separate model families; shared docs/auto files are generic integration scaffolding." + "reason": "CTSM and PP-OCRv6 are separate model-addition PRs with different architectures and files, not one mergeable duplicate change." } ] }, @@ -17541,7 +17451,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17560,52 +17470,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "caf4a70db2f3be1022656794dcb66062beb8c8520ae157a8af91622b73451a90", + "prepared_review_unit_hash": "5d27dbeb68cef3c306b3ec27043dc097b2e1d9145f348a0a3245dd50985cb478", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are not true duplicates: one is a Whisper tokenizer/test fix, one is unrelated test churn in CLIP/ViT, and one is a dequantization/fp8 loader change. They share only superficial similarity in being small-ish maintenance PRs.", - "confidence": 0.97, + "summary": "These three pull requests are not duplicates: one is Whisper test/tokenizer cleanup, one is CLIP/ViT test edits, and one is a dequantization/FP8 loading fix. The only \u201csimilarity\u201d is very shallow test or fix wording.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must be chosen, #44815 is the most substantive standalone fix; however, it is not a duplicate of the Whisper or test-only PRs.", + "canonical_pr_reason": "No single canonical PR fits this cluster; the three PRs target unrelated code paths and different problems.", "best_issue_reason": null, - "best_pr_reason": "#44815 is the strongest PR overall because it contains concrete code-path changes across model loading and FP8 quantization, unlike #43665's test-only edits and #43291's Whisper-specific fix.", + "best_pr_reason": "PR 44815 is the strongest standalone change because it has a coherent implementation theme and substantive code updates, but it is still not a good cluster representative since the others are unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different areas and different change types: Whisper tokenizer logic vs. CLIP/ViT test assertions. Not the same bug or mergeable into one PR." + "reason": "Both mention tests/fixes, but they target different models and different code paths. 43291 changes Whisper tokenizer/decode behavior; 43665 only edits CLIP/ViT test files." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/timestamp behavior is unrelated to FP8 dequantization and model-loading changes." + "reason": "Whisper decode/test changes are unrelated to the FP8 dequant/loading fix in 44815. No shared underlying bug or mergeable combined change." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only CLIP/ViT edits do not match the concrete dequantization/code-path fix in #44815." + "reason": "43665 is just test-file edits for CLIP/ViT, while 44815 is a real dequantization/loading fix across FP8 and model-loading code. Different bugs and different scopes." } ] }, @@ -17619,7 +17529,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17635,7 +17545,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "dfa17ebb0715c3e238c67bea0243eeb289c18fa6559bef0ba08c2baa3a9e3877", + "prepared_review_unit_hash": "2787d607d7d88d67765cfd3418f6783d636e896b4943a8139d63670e6cf55b88", "component_budget": { "node_count": 2, "item_count": 2, @@ -17657,18 +17567,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: they overlap only on a Vit test file, but one is a setup/version/dependency change and the other is a CI/workflow/testing-utils change. The shared filename looks incidental rather than the same underlying fix.", - "confidence": 0.96, + "summary": "Two open PRs with only superficial overlap on a Vit test file; they make unrelated changes and should not be clustered as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: one PR is a setup/version-bump and dependency tweak, while the other rewires CI/workflow and testing/notification code. They do not fix the same concrete change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "If a representative PR is needed, 43532 is broader and more central to the shared test/CI area, but it is still not a true duplicate of 43488.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different concrete changes and code paths: 43488 updates setup/versioning and adds pytest-random-order, while 43532 rewires CI workflows and testing utilities. Sharing tests/models/vit/test_modeling_vit.py is not enough to treat them as one fix." + "reason": "Different underlying changes: 43488 updates packaging/versioning and a test dependency, while 43532 changes GitHub workflows plus testing/notification utilities. Shared Vit test filename is incidental." } ] }, @@ -17682,7 +17592,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17698,12 +17608,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "d1ed4c4d30052783a10731be48de8086dc35dd526feff1a95790f88d6417fef7", + "prepared_review_unit_hash": "2c3efa18e6a9ab0c8d241d313782fef3abca792ae583f1bab284e1f79de511b0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17711,7 +17621,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17720,18 +17630,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct feature PRs: one adds Promptable Concept Segmentation and the other Promptable Visual Segmentation. The overlap is mostly shared pipeline/docs registry glue, not the same underlying change, so they should not be treated as duplicates.", - "confidence": 0.96, + "summary": "These are related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and registry plumbing, but target different tasks, model integrations, and test suites, so they should not be deduplicated.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two pull requests implement different segmentation pipelines with different model/test surfaces.", + "canonical_pr_reason": "No issue artifacts are present. If a representative PR must be chosen, PR #43613 is the broader implementation and touches more concrete model/pipeline integrations, so it is the better canonical exemplar for the cluster.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; if a single representative were needed, 43613 is slightly broader, but it should not subsume 43612.", + "best_pr_reason": "PR #43613 is the stronger representative because it includes the larger end-to-end pipeline addition and more model-specific coverage, but it should not be treated as a duplicate of #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete features: concept segmentation vs visual segmentation. Shared docs/registry code is incidental and they would not plausibly merge into one PR without conflating separate pipelines." + "reason": "Shared scaffolding only: the PRs add different pipelines for different tasks and model paths. #43612 is for concept segmentation (SAM3-focused), while #43613 is for visual segmentation (SAM/EdgeTam/SAM2/SAM3 tracker-focused). They are not the same underlying change and should not be merged as duplicates." } ] }, @@ -17745,7 +17655,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17761,7 +17671,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "c4bac7dfd5c0089c0dd29d0c21fa0807bb16c7d3bfed3102a742223df0d3271a", + "prepared_review_unit_hash": "eee9333f56f78f2d18127dd5c4428853dd238335a1668da8908fac8dd8f58584", "component_budget": { "node_count": 2, "item_count": 2, @@ -17783,18 +17693,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests modify `src/transformers/trainer.py`, but they address different customization hooks in `Trainer`: one changes gradient-accumulation loss scaling, the other adds a signature-column override for data filtering. They are not the same underlying fix and should not be merged as duplicates.", - "confidence": 0.96, + "summary": "These are two separate trainer extensibility PRs: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They share a file and theme, but not the same underlying bug or code path.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:43663` is the broader Trainer extensibility change, adding a reusable `_get_signature_columns` override point; `pull_request:43651` is a separate, narrower loss-scaling hook.", + "canonical_pr_reason": "pull_request:43651 is the cleaner canonical PR for this cluster because it directly introduces a narrowly scoped trainer hook around loss scaling, whereas pull_request:43663 addresses a different trainer hook for input-column filtering.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43663` is the better representative of the cluster because it introduces a general override method with clearer reusable intent, whereas `pull_request:43651` is a more specific behavior change tied to gradient accumulation loss normalization.", + "best_pr_reason": "pull_request:43651 is the stronger representative because it has a concrete behavior change in training_step and a clearly defined customization point; pull_request:43663 is a separate trainer API refactor with a different purpose.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file and same general Trainer area, but they fix different code paths: loss scaling vs. signature-column filtering. They could be merged independently and are not the same concrete change." + "reason": "Both touch src/transformers/trainer.py, but they modify different mechanisms: loss normalization during training versus signature-based column filtering. They are related trainer extensibility changes, not the same bug or mergeable fix." } ] }, @@ -17808,7 +17718,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17816,73 +17726,62 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43656-3", + "cluster_id": "cluster-43656-2", "nodes": [ "pull_request:43656", - "pull_request:43836", "pull_request:43842" ], "soft_pairs": [ - "pull_request:43656|pull_request:43842", - "pull_request:43836|pull_request:43842" + "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "1542f4cb1e8b1d3c265aed1e65d265b75039e2276d3566db5076e465d9f3be6d", + "prepared_review_unit_hash": "62a96e749242d6d3e8086ee9e600ded3cd09da3445b450ea7d1f1e7a0e7f681c", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs target the same CLI serve.py TypeAdapter import/annotation NameError in the same code path, with 43842 being the cleanest focused fix.", - "confidence": 0.74, + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter, but they appear to fix different NameError causes: one is about annotation/runtime typing evaluation, the other about pydantic being absent. They should not be clustered as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most focused and direct fix for the TypeAdapter NameError, with minimal changes and an explicit issue target.", + "canonical_pr_reason": "PR 43842 is the more narrowly targeted fix for the explicit pydantic/TypeAdapter import issue, with a small change scoped to guarding the TypeAdapter type reference under TYPE_CHECKING.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 best represents the underlying bug: it directly fixes the missing-TypeAdapter runtime NameError in transformers CLI without broader refactoring.", + "best_pr_reason": "PR 43842 is the best representative because it addresses a concrete runtime failure mode in serve.py with minimal surface area and a clear issue link.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both address the same import-time TypeAdapter NameError in src/transformers/cli/serve.py; 43656 uses future annotations while 43842 quotes the TypeAdapter annotation, but the underlying bug and code path are the same." - }, - { - "left": "pull_request:43836", - "right": "pull_request:43842", - "accept": true, - "reason": "Both are fixes for the same TypeAdapter NameError in serve.py and share the same issue target; the wording and implementation differ, but they are plausibly alternate implementations of the same patch." + "accept": false, + "reason": "Both touch src/transformers/cli/serve.py and mention TypeAdapter, but 43656 fixes annotation-related NameError behavior while 43842 fixes the case where pydantic is not installed. These are related in file location, not the same underlying bug, and they would not naturally merge into one PR." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: all three PRs modify src/transformers/cli/serve.py and are clearly aimed at the TypeAdapter NameError in the CLI serve path. The canonical PR choice is also reasonable because 43842 is the most narrowly scoped fix. The soft-edge accepts are plausible and conservative enough here, since the paired changes are alternative ways to address the same runtime annotation problem rather than unrelated edits." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 13, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17948,7 +17847,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -18042,8 +17941,8 @@ "pull_request:44018|pull_request:44161", "pull_request:43997|pull_request:44071", "pull_request:44010|pull_request:44071", - "pull_request:44018|pull_request:44129", "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", "pull_request:43997|pull_request:44074", "pull_request:43997|pull_request:44129", "pull_request:44071|pull_request:44129", @@ -18060,310 +17959,298 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "5fe20ecdd27853370fd8924a80f2a051cca9ad78dc3aa73a5d1db8d891d92339", + "prepared_review_unit_hash": "07388510c7fa2925c0aa787df4443a716c24f0dacaae583917484115a1692842", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84899, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "serialized_chars": 84894, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75096, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75090, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of separate per-model output-tracing refactors, not one duplicate bug. A few pairs overlap on the same concrete model/file and look like near-duplicate PRs, but most items only share the broad standardized-tracing theme or the same tracking issue.", - "confidence": 0.79, - "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44066 is the clearest representative of the shared refactor theme: it has the explicit issue link, touches the core GPT-J/CodeGen output-tracing path, and is broader/more central than the other model-specific PRs.", - "best_issue_reason": null, - "best_pr_reason": "pull_request:44066 is the best single PR to anchor this cluster, but it should be treated as a representative of the refactor family rather than a true duplicate hub for the whole set.", + "summary": "Mostly a broad output-tracing refactor cluster centered on tracking issue 43979, but the PRs are split across many unrelated model families. Only a few soft edges are true duplicates within the same model/code path (notably GPT-J and GPT-Neo).", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43979 is the shared umbrella ticket for the standardized output-tracing refactor across models.", + "canonical_pr_reason": "PR 44722 is the best single representative PR: it is the most complete GPT-J/CodeGen implementation of the standardized tracing change and overlaps directly with the other GPT-J PRs.", + "best_issue_reason": "43979 best captures the common underlying change family that most of these PRs reference.", + "best_pr_reason": "44722 is the strongest canonical PR candidate because it most cleanly represents the concrete decorator-based output-tracing refactor in the GPT-J/CodeGen path.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths; same broad output-tracing theme is too generic to be a duplicate." + "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same umbrella refactor theme is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "FNet/CVT vs DeBERTa are unrelated model implementations; not the same change." + "reason": "CVT/FNet output-tracing refactor is unrelated to DeBERTa's attention/output handling." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path/file, so they plausibly overlap as one PR." + "reason": "Both touch GPT-J output tracing in modeling_gptj.py and appear to be the same decorator-based migration, with 44085 looking like a narrower slice." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet/RT-DETR overlap vs EfficientNet is only broad theme-sharing, not the same change." + "reason": "ResNet/RegNet/RT-DETR-style tracing work is a different concrete change from EfficientNet's output capture refactor." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated models; no shared code path." + "reason": "EfficientNet and GPT-J/CodeGen are different code paths; shared output-tracing wording is too broad." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor are different model implementations." + "reason": "GPT-J/CodeGen refactor does not duplicate EfficientNet's model-specific tracing changes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated; same issue target is too broad to imply duplication." + "reason": "MobileNetV2 and DeBERTa are separate implementations with different tracing logic." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor are different concrete code paths." + "reason": "GPT-J/CodeGen refactor and MGP-STR refactor are unrelated model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate models; only the refactor pattern is shared." + "reason": "GPT-J/CodeGen and MPT are different model families; same decorator theme alone is not duplication." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing in the same file/code path, so they look like overlapping PRs." + "reason": "Both are GPT-Neo output-tracing refactors on the same model file, with near-identical decorator migration intent." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different model implementations and refactors." + "reason": "GPT-J/CodeGen is not the same concrete change as GPT-Neo's tracing refactor." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are distinct model code paths." + "reason": "GPT-Neo and GPT-J are distinct model implementations with different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output-tracing refactor vs GPT-J/CodeGen refactor are unrelated." + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen tracing." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." + "reason": "MGP-STR and GPT-J/CodeGen are different model-specific refactors." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J are different code paths." + "reason": "ResNet and GPT-J changes are unrelated aside from broad output-tracing framing." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet refactors affect different model families." + "reason": "GPT-Neo and ResNet are separate model families with different output-tracing implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated models." + "reason": "ResNet and MPT changes target different model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated; only the output-tracing pattern matches." + "reason": "GPT-Neo and Flaubert are unrelated models; shared standardization language is not enough." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete refactors, not the same change." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated models." + "reason": "MPT and GPT-J/CodeGen are separate implementations with different tracing logic." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM are different model families." + "reason": "GPT-Neo and Flaubert are different model families and different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR do not share the same underlying code path." + "reason": "GPT-Neo and MGP-STR are unrelated concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model implementations." + "reason": "GPT-Neo and GPT-J are different model-specific refactors." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR is not the same bug or change." + "reason": "GPT-Neo and MGP-STR touch different models and output-handling code." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J refactors are unrelated." + "reason": "MPT and GPT-J are distinct model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are different model code paths." + "reason": "GPT-2 and MGP-STR are different code paths; same tracing theme is too broad." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR are unrelated implementations." + "reason": "GPT-J and MGP-STR are unrelated model refactors." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are different concrete model paths." + "reason": "GPT-2 tracing refactor is separate from GPT-J/CodeGen tracing." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model families." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44161", - "accept": false, - "reason": "GPT-Neo and LongT5 are unrelated; same refactor style is not enough." + "reason": "ViLT and Flaubert/XLM are different model families with different output-handling code." }, { - "left": "pull_request:44010", + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different model code paths." + "reason": "GPT-Neo and MPT are separate model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated model implementations." + "reason": "SegFormer and GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different models; shared output-tracing theme is too broad." + "reason": "SegFormer and LongT5 are different models; shared output-tracing infrastructure does not make them duplicates." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are distinct code paths." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBert and Flaubert/XLM are unrelated model families." + "reason": "SegFormer and VisualBert target different code paths and output formats." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and GPT-Neo are different model implementations." + "reason": "GPT-Neo and MPT are different model families." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "MPNet and LongT5 are unrelated models." + "reason": "MPT and MGP-STR changes are unrelated model-specific refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and SegFormer are different model code paths." + "reason": "RegNet and VisualBert are unrelated concrete implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and MPNet are unrelated implementations." + "reason": "SegFormer and GPT-Neo are different model families." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and ImageGPT are different models; only the refactor pattern is shared." + "reason": "SqueezeBERT and MPT are separate code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model families." + "reason": "SqueezeBERT and VisualBert are different models with different tracing needs." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "MPNet and LongT5 are different code paths." + "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44068", + "right": "pull_request:44722", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model implementations." + "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific tracing refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and LongT5 are different models." + "reason": "SegFormer and MPT are unrelated models." }, { "left": "pull_request:44073", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and LongT5 are unrelated code paths." + "reason": "VisualBert and Flaubert/XLM are different concrete code paths." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MPT are different model families." + "reason": "GPT-2 and MPT are distinct model implementations." }, { "left": "pull_request:44056", @@ -18372,106 +18259,118 @@ "reason": "MPNet and Flaubert/XLM are unrelated models." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and TextNet are different model implementations." + "reason": "VisualBert and LongT5 are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44129", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated." + "reason": "GPT-2 and GPT-Neo are different model-specific changes." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "MPT and SpeechT5 are unrelated models." + "reason": "GPT-Neo and GPT-2 are different models." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different code paths." + "reason": "Flaubert/XLM and LongT5 are unrelated code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated model families." + "reason": "RegNet and SegFormer are different model families." }, { "left": "pull_request:43997", - "right": "pull_request:44071", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPT are unrelated implementations." + "reason": "RegNet and MPNet are unrelated implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "SqueezeBert and DeBERTa are different model code paths." + "reason": "MPT and ImageGPT are different concrete refactors." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated models." + "reason": "TextNet and Flaubert/XLM are different model families." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "DeBERTa and VITS are different model code paths." + "reason": "MPNet and LongT5 are unrelated models." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "These both target the same GPT-J/CodeGen output-tracing refactor and share the concrete filenames." + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model implementations." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both appear to refactor the same GPT-J output-tracing code path, so they plausibly merge into one change." + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated concrete changes." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model implementations." + "reason": "TextNet and LongT5 are different model families." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model families." + "reason": "GPT-Neo and LongT5 are different code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated models." + "reason": "SqueezeBERT and MPT are different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa v2 are unrelated code paths." }, { "left": "pull_request:44044", - "right": "pull_request:44129", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated model code paths." + "reason": "DeBERTa v2 and TextNet are different models." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are different model implementations." + "reason": "DeBERTa v2 and VITS are unrelated concrete implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it correctly characterizes the set as mostly separate per-model output-tracing refactors, while noting only the same-model/code-path overlaps as near-duplicates. The accepted soft pairs are supported by shared filenames and concrete code-path overlap, and the rejected pairs stay conservative by not treating broad theme or shared issue-target alone as duplication." + "feedback": "The summary is grounded in the packet: 43979 is clearly the shared umbrella issue, and 44722 is a reasonable canonical representative for the GPT-J/CodeGen slice. The accepted soft-edge pairs are conservative and appear mergeable within the same model/code path, while the rejected pairs stay within distinct model families or unrelated implementations. I don\u2019t see evidence of overstatement." }, "evaluator_used": true, "retried": false, @@ -18482,7 +18381,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 25, + "component_count": 26, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -18509,70 +18408,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "2cbed681821466413e6468f538819f282d420ae4c32d6bce5360edd7de502512", + "prepared_review_unit_hash": "df22af97ff0323f5adb5a88a0521e1a1e07d8485d15dfa612ef078aa46c320bf", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84899, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "serialized_chars": 84894, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17124, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A loose cluster of unrelated model-specific PRs that all implement the same broad output-tracing refactor pattern, but each targets a different architecture and code path. They should remain separate triage items.", - "confidence": 0.92, + "summary": "A set of unrelated model-specific PRs that all refactor output tracing to the new standardized capture_outputs/can_return_tuple pattern. They share a theme, but they are not duplicates of the same change or bug fix because each targets a different model implementation and code path.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44073 is the clearest representative of the cluster: it explicitly wires standardized output capture into VisualBert with concrete `_can_record_outputs` targets and the expected decorator imports.", + "canonical_pr_reason": "No true duplicate PR stands out; if one representative is needed, PR 44129 is the most concrete/scoped example because it has an explicit issue target and a clearly defined model-local output-tracing refactor.", "best_issue_reason": null, - "best_pr_reason": "PR #44073 is a strong cluster exemplar because the change is self-contained, explicit, and representative of the output-tracing migration pattern without being overly narrow or test-only.", + "best_pr_reason": "PR 44129 is the strongest representative of the cluster theme: it has an explicit linked issue, a focused change in one model file, and a clear standardized output-tracing refactor compared with the more generic no-issue PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are standardized-output refactors, but they touch different model implementations (FocalNet vs ImageGPT) and different forward/code paths; not the same concrete bug/change." + "reason": "Both are output-tracing refactors, but they touch different models (FocalNet vs ImageGPT) and different layer classes; this is a shared pattern, not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both migrate output tracing, but one is VisualBert and the other is TextNet with separate model internals and test coverage; they are related pattern-wise, not mergeable as one fix." + "reason": "VisualBert and TextNet are separate model implementations with different forward paths and files; the PRs are conceptually similar but not the same fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are unrelated architectures; despite similar decorator/capture-output refactors, these are distinct model-specific changes." + "reason": "MPNet and VisualBert are distinct architectures with separate output-capture wiring, so these are not mergeable as one PR fixing one concrete code path." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Same broad migration theme, but MPNet and TextNet are different code paths and the PRs are not fixing one shared issue." + "reason": "These refactors apply to different model code paths (MPNet vs TextNet) and would not be duplicates beyond sharing the standardized output-tracing theme." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are separate models; these are parallel refactors, not the same underlying bug or a single mergeable PR." + "reason": "RegNet and SqueezeBert are unrelated model files and changes; they share the decorator migration pattern but not the same bug or implementation." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 target different subsystems and different output semantics; they do not represent one concrete fix that could be merged together." + "reason": "SqueezeBert and SpeechT5 are different models with different output semantics and targets; the overlap is only in the refactor style, not the underlying change." } ] }, @@ -18586,7 +18485,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18652,268 +18551,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "70b0c0e529cc33dc28ae6cef77fa3462aff9b7f50ecd2c71b41fb26e8e9a8ff7", + "prepared_review_unit_hash": "fae434742e91129188709a39253cbf46bb32d28b494015d97a1a75d698cbe579", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40171, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40171, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated model-specific refactors for output tracing/can_return_tuple support. They share a theme but not the same concrete bug or code path, so none of the soft pairs should be merged as duplicates.", - "confidence": 0.91, + "summary": "This cluster is a set of thematically similar but distinct PRs that refactor output tracing in different model implementations; they are not duplicates of one another.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative of the cluster: it is the most substantial and implementation-heavy refactor, spans two related model files, and shows the shared output-capturing plumbing rather than just a thin decorator/import tweak.", + "canonical_pr_reason": "No single canonical PR: each change targets a different model or model family and a different code path, so the overlap is only the shared output-tracing refactor pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest global representative for this cluster\u2019s theme, with broader scope and clearer framework-level output-tracing changes than the single-model PRs.", + "best_pr_reason": "If a representative is needed, PR 44003 is the broadest example of the pattern, but it still does not subsume the others and should not be treated as a duplicate canonical fix.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models and code paths; same refactor theme, not the same underlying change." + "reason": "Different models and files (timm_backbone vs upernet); same tracing refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Unrelated model implementations; no shared concrete bug or patch." + "reason": "Different model code paths; both refactor output handling, but not the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures and files; only the broad output-tracing theme matches." + "reason": "Separate model implementations with unrelated change scopes." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Both are output-tracing refactors, but they target different model families and code paths." + "reason": "Different model families and distinct output-capturing changes; not mergeable as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Separate model implementations; not the same fix." + "reason": "Different architectures and forward paths; only the high-level refactor pattern matches." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models with model-specific tracing changes, not a shared bug." + "reason": "Different models and different output-tracing implementations." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Same broad subsystem only; distinct code paths and changes." + "reason": "Model-specific refactors in unrelated files; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different models and outputs; not one concrete duplicate change." + "reason": "Both touch output tracing, but on different models and code paths." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate encoder/decoder wrappers; similar refactor pattern but not the same artifact." + "reason": "Different encoder/decoder vs CNN model paths; not a duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model implementation, so not a duplicate change." + "reason": "Separate seq2seq wrapper change vs MobileNet output refactor." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families; no shared code path or bug." + "reason": "Different model families and distinct forward-signature changes." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Both are tracing refactors, but they touch distinct models and mechanics." + "reason": "Different models; same refactor motif but no shared bug or patch." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Not the same model or fix; only superficial similarity in output handling." + "reason": "Falcon/Mamba tracing changes are a different code path from vision-text dual encoder." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate model implementations with unrelated output-shape behavior." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different vision models with different refactor targets." + "reason": "Different models and different tracing helpers; not one concrete change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and implementations; not the same underlying change." + "reason": "Different model classes; no shared concrete bug beyond the general refactor theme." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Same theme, but separate model-specific changes." + "reason": "Distinct model families and separate output-capturing logic." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models and code paths; not a duplicate." + "reason": "Different model families; these are parallel refactors, not duplicates." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different models; no evidence of the same concrete bug or patch." + "reason": "UperNet segmentation vs RWKV recurrent model; not the same underlying change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Only the tracing refactor theme overlaps; the underlying implementations differ." + "reason": "Different model code paths and helper usage; not one patch." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Distinct model families and different output-tracing implementations." + "reason": "Falcon/Mamba output tracing and SuperPoint output handling are unrelated model-specific changes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different codegen vs mamba paths; not one mergeable fix." + "reason": "Different architectures and different forward semantics; only the refactor pattern overlaps." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Separate model code paths; no evidence they fix the same bug." + "reason": "Timm backbone and CodeGen are unrelated model implementations with separate changes." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and behavior changes." + "reason": "UnivNet and CodeGen do not share the same concrete bug or patch." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Only broad refactor similarity; not the same concrete code-path problem." + "reason": "Different model families and no shared code path." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different wrapper/model files; same pattern, but not the same change." + "reason": "DepthAnything and VisionEncoderDecoder are different model paths; not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different models and output types; not a duplicate." + "reason": "Different model wrappers and distinct forward changes." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Unrelated model implementations despite similar tracing cleanup." + "reason": "Different model architectures and unrelated output-tracing implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths." + "reason": "Depth estimation vs RWKV recurrent model; same theme only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Separate models; no shared concrete bug." + "reason": "Different model families and no common concrete fix." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Distinct encoder-decoder wrapper vs recurrent model changes." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate wrappers with different patches." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Different wrapper models; not the same underlying fix." + "reason": "Different models and output APIs; not the same underlying change." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Different models and semantics; only the refactor style matches." + "reason": "Different code paths and distinct refactor scopes." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Separate code paths and model types." + "reason": "VisionEncoderDecoder and DPR are unrelated model implementations." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations, so not duplicates." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models with different changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "No shared concrete bug or change beyond generic tracing refactor." + "reason": "Distinct model families and distinct forward/output handling." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and target code." + "reason": "Separate seq2seq wrapper vs DPR encoder refactor; not duplicates." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model types; same subsystem theme is too broad." + "reason": "SuperPoint and RWKV are completely different code paths; only the broad refactor theme matches." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different implementations and outputs; not the same patch." + "reason": "Different models and different output-capturing behavior." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and distinct fixes." + "reason": "RWKV and DPR are unrelated model implementations with separate patches." } ] }, @@ -18927,7 +18832,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18946,52 +18851,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "60cb76f9f2155a02952612788318e74f9493b5b89ec1e9b8e6f5063f12c23379", + "prepared_review_unit_hash": "ccbe23c84618f35a468962d079978a6b097875d4d39dc5efff64728e87fcaaff", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10915, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10915, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate model additions for different families (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). The overlap is limited to standard Transformers boilerplate and auto-mapping/docs registration, so none look like duplicates or mergeable into one PR.", - "confidence": 0.96, + "summary": "These are three distinct model-addition PRs for different systems (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share common Transformers scaffolding, but they do not appear to fix the same bug or implement the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: these are distinct model implementations with different code paths, weights/conversion logic, and tests rather than multiple submissions of the same change.", + "canonical_pr_reason": "PR #45075 is the strongest standalone implementation: it is not draft, has substantial review activity, and includes a full model integration with docs, auto-mappings, tests, and conversion tooling.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the strongest representative of the cluster because it is a non-draft, substantial model add with broad implementation, conversion, and test coverage, making it the most complete example of this kind of contribution.", + "best_pr_reason": "PR #45075 is the best overall candidate because it looks the most complete and mature among the three, with broad model coverage and no draft status.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and modalities: PenguinVL is a vision-language model implementation, while Voxtral is a TTS model. Shared auto-registration and docs files are generic boilerplate, not the same underlying bug or change." + "reason": "Different model families and tasks: PenguinVL vs Voxtral TTS. The overlap is generic model-registration/docs scaffolding, not the same concrete code-path change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Both are model-addition PRs, but for unrelated architectures and code paths (PenguinVL vs DeepSeek-OCR-2). The overlap is only framework plumbing like auto mappings and docs, which is not enough to treat them as duplicates." + "reason": "Different additions for unrelated models: PenguinVL vs DeepSeek-OCR-2. Shared files reflect standard Transformers integration patterns, not duplicate functionality." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are different model families with different implementation goals and files. Shared registration/docs changes are routine setup, not a single concrete fix or change." + "reason": "DeepSeek-OCR-2 and Voxtral TTS target different modalities and implementations. Similar repo touchpoints do not indicate the same underlying bug or mergeable PR." } ] }, @@ -19005,7 +18910,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19021,12 +18926,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "bc3e445c13bdafe39c8e74a75c02ee9861b227abee649cb0b45593b356f814e2", + "prepared_review_unit_hash": "31a0adf5a9448934f252c9d1685c60586872a4b570ffc7937f47885a69b92f56", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -19034,7 +18939,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -19043,18 +18948,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related fusion-feature PRs, but they are not duplicates: one adds a generic module-fusion API, the other adds KernelConfig-based n-to-1 kernel fusion integration and example usage.", - "confidence": 0.93, + "summary": "These are related but not duplicates: one introduces a general Module Fusion API, while the other applies kernel-based n-to-1 fusion through KernelConfig. The second appears to depend on or extend the first rather than fix the same concrete problem.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44979 is the more foundational change: it introduces the new module_fusion API and tests in a dedicated module, making it the core abstraction rather than a specific integration.", + "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the generic module fusion API and test coverage, which the other PR appears to build on.", "best_issue_reason": null, - "best_pr_reason": "PR 44979 is the best canonical representative for the cluster because it defines the underlying fusion framework; PR 45363 is a narrower consumer/integration of that idea.", + "best_pr_reason": "PR #44979 is the best representative of the cluster because it is the broader core API change rather than a specific example/use-case implementation.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They share a fusion theme, but 44979 is a generic module-fusion API while 45363 is a specific KernelConfig-driven n-to-1 kernel fusion integration touching different code paths. They are not the same concrete change and would not plausibly merge into one PR." + "reason": "Different scope and intent: #44979 adds the module fusion infrastructure, while #45363 wires KernelConfig into model loading for n-to-1 kernel fusion. They share the fusion theme but are not the same underlying code-path problem and would not plausibly merge into one PR." } ] }, @@ -19068,7 +18973,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19084,7 +18989,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "42ede16b5fbebef28b4527d7bfa852dccd5a38e79223892b32776dfb0641ccd6", + "prepared_review_unit_hash": "50840b798b616c29a249368fb89a56b4e245881061dda96d480011a3096c77ab", "component_budget": { "node_count": 2, "item_count": 2, @@ -19106,18 +19011,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex AttributeError in `tokenization_utils_tokenizers.py` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR is a broader version of the same fix with tests.", - "confidence": 0.99, - "canonical_issue_reason": null, - "canonical_pr_reason": "Prefer PR 45317 as canonical because it covers the same code-path fix as 45086 but also adds test coverage and appears to be the more complete patch.", - "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative of the cluster: it targets the exact bug, changes the same implementation path, and includes validation via tests.", + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` for the Mistral regex/tokenizer patch and target the same issue; one is essentially a more complete version of the other with tests.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45081 is the shared explicit target for both PRs and is the underlying bug report they fix.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same code fix and also adds tests, making it the more complete change.", + "best_issue_reason": "Issue 45081 is the only issue in the cluster and is the clearest representation of the underlying bug.", + "best_pr_reason": "PR 45317 is the strongest PR candidate because it contains the same fix as 45086 plus test coverage, so it is the most complete patch for the bug.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError in `_patch_mistral_regex` on the same file and code path; the diffs are effectively the same fix, with 45317 adding tests." + "reason": "Same concrete AttributeError fix in the same file, same explicit issue target, and the second PR looks like a superset with tests; these could plausibly be merged into one PR." } ] }, @@ -19131,7 +19036,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19147,7 +19052,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "ed92caac380598b518cc7e1e1f8b5c048b0f840d557a7f08f8e0e99bd5342304", + "prepared_review_unit_hash": "cf56d398d87386e6dc77e95d6de35b8b6ec74ee3a47ee2d32496048759c90d7c", "component_budget": { "node_count": 2, "item_count": 2, @@ -19169,18 +19074,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two NemotronH-related PRs overlap on the same model family, but they are not duplicates: one is a focused inheritance/refactor PR, the other is a broader model-split PR adding dense/sparse variants, docs, auto-mapping, and tests.", - "confidence": 0.88, + "summary": "These are related NemotronH changes, but they are not the same underlying PR: one is a refactor/backward-compat conversion and inheritance update, while the other is the larger NemotronH/NemotronHDense/NemotronHSparse split with docs and tests. Shared files are mostly from the same model area, not evidence of duplication.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete NemotronH follow-up, covering the dense/sparse split plus documentation and integration changes rather than only inheritance/refactoring.", + "canonical_pr_reason": "No single canonical PR: 45115 is a focused refactor/conversion-mapping update, whereas 45569 is a broader model split and documentation/test integration change.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest standalone PR for the cluster: it introduces the concrete model-package restructuring and user-facing/docs/test updates, whereas #45115 is a narrower refactor focused on conversion/model inheritance.", + "best_pr_reason": "pull_request:45569 is the better representative of the overall NemotronH follow-up work because it covers the concrete model split and user-facing documentation/tests, not just internal renaming/refactoring.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related by model family and shared files, but the changes target different scopes: #45115 is a conversion/inheritance refactor, while #45569 is the broader dense/sparse NemotronH implementation and docs/test update. They do not look like the same concrete change that could be safely merged into one PR." + "reason": "Different changes: 45115 updates conversion mapping and inheritance toward GraniteMoeHybrid, while 45569 introduces NemotronHDense/NemotronHSparse and related docs/tests. They share subsystem files but not the same fix or mergeable PR." } ] }, @@ -19194,7 +19099,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19210,7 +19115,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "3b92fba44ab734f51b928211ade6f4f49db07c320305323d44dea762793a5aa2", + "prepared_review_unit_hash": "247a01a823aa4a9a95fc211220f0117bfb81199b50d8f1393a328e4b93fb75c1", "component_budget": { "node_count": 2, "item_count": 2, @@ -19232,18 +19137,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are closely related pieces of the same heterogeneous-model feature, but they are not duplicates: one adds per-layer configuration plumbing, while the other adds model-side support that consumes that plumbing.", - "confidence": 0.88, + "summary": "These are closely related PRs for a heterogeneous-model feature, but they cover different layers of the work: one adds per-layer configuration plumbing, the other adds modeling/runtime support. They look like adjacent feature PRs, not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader, more end-to-end feature PR: it adds heterogeneous model/cache/masking support and consumes the per-layer config infrastructure rather than only defining it.", + "canonical_pr_reason": "PR #45332 is the broader, more central implementation: it adds heterogeneous model support across cache, masking, modeling, and tests, making it the better representative of the feature cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best representative artifact for the cluster because it covers the actual model-path behavior change, not just the config-layer scaffolding.", + "best_pr_reason": "PR #45332 is the strongest standalone representative because it covers the end-to-end runtime/modeling side rather than only configuration scaffolding.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same concrete fix/change: 45333 adds heterogeneous config support, while 45332 adds model/cache/masking behavior that depends on that config. They could coexist as separate PRs and are not mergeable as one duplicate patch." + "reason": "They share the heterogeneous-config infrastructure, but #45333 is limited to per-layer config support while #45332 adds modeling/runtime behavior. They are related components of one larger feature, not the same concrete change that could be merged as a single PR." } ] }, @@ -19257,7 +19162,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19273,12 +19178,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "1155104cd664d948a8f16a8109ff4ade9d9f77b1f5efa0d2918dcdc8d177b097", + "prepared_review_unit_hash": "8bb8ab76a8cbd2dd643b78cfb8c7d34fd4ad82a44e3d4c46017f6496f85b5c49", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19286,7 +19191,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19295,18 +19200,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-related PRs, but they address different work: one is a broad repo-wide type-checking cleanup, while the other adds specific typing protocols/helpers for modeling-related code paths. The overlap is incidental, not the same underlying change.", - "confidence": 0.89, + "summary": "Two open Transformers PRs that are both typing-related, but they address different scopes: one is a broad repo-wide type-checking pass, the other adds specific typing protocols and modeling utilities support.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical PR because it introduces concrete typing infrastructure and targeted annotations for specific code paths, rather than a broad mechanical typing sweep.", + "canonical_pr_reason": "PR 45425 is the more focused and substantive typing change: it adds shared typing protocols/types used by core modules rather than just broad type-checking cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the strongest representative of the cluster because it has a focused, substantive change set tied to actual typing abstractions in the codebase; PR 45415 is more of a general type-checking enablement pass.", + "best_pr_reason": "PR 45425 is the best representative of the cluster because it introduces concrete typing infrastructure changes in core code paths, making it more central than the repository-wide annotation sweep in 45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: 45415 is a broad type-checking cleanup across many files, while 45425 adds specific typing protocols and annotations for modeling/PEFT utilities. They share files and the general typing theme, but not the same concrete bug or mergeable change." + "reason": "Both are about typing, but they are not the same change: 45415 is a broad type-checking pass across many files and lint settings, while 45425 adds specific protocol/type helpers for modeling_utils, PEFT, and flash-attention-related code." } ] }, @@ -19320,7 +19225,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19336,7 +19241,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "3a99bf9ee3d7285e8fe1e489a3db7ac0123521474bada7868002397964075a16", + "prepared_review_unit_hash": "43c11f686c89e7c065e4068962992cea701952255f7f1ed9109e3e70cc9bf216", "component_budget": { "node_count": 2, "item_count": 2, @@ -19358,18 +19263,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs concern expert-parallel loading in Transformers, but they fix different failure modes: one preserves distributed config/EP detection during loading, while the other prevents expert weights from being overwritten by rank-0 broadcast in a different distributed path.", - "confidence": 0.95, + "summary": "Both PRs are about expert-parallel loading behavior, but they fix different concrete failure modes: one targets EP + DeepSpeed ZeRO-3 config/loading serialization, while the other targets EP + FSDP2 where experts get overwritten during broadcast. They share a subsystem and one filename, but not the same bug or mergeable patch.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the more concrete and self-contained bug fix: it targets a specific overwrite problem in the FSDP2/EP load path and includes code changes in the loading/sharding flow.", + "canonical_pr_reason": "PR #45662 is the better canonical representative because it addresses a more specific end-to-end loading corruption bug with a broader, coherent code change across the MoE/loading path.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone PR for this cluster because it describes a clear code-path defect, has a focused fix, and is more likely to represent the primary distributed-loading issue than #45548.", + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it describes a concrete correctness issue, has multi-file implementation detail tied to that bug, and is more likely to be the primary fix in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related by EP/distributed loading, but not the same bug. #45548 fixes serialization/config handling for EP + DeepSpeed ZeRO-3 loading via accelerate launch; #45662 fixes expert parameters being overwritten by rank-0 broadcast in FSDP2. Different code paths and different failure modes." + "reason": "Different underlying bugs and different fix mechanisms: #45548 removes non-serializable config state and exposes EP status for Accelerate/ZeRO-3 loading, while #45662 prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. Shared EP context is not enough to merge them." } ] }, @@ -19383,7 +19288,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19399,7 +19304,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "1c9a80e00121fc284608b3e330f5ac09124adc884859d2474153873a3c6cb92d", + "prepared_review_unit_hash": "7a548be00ee5ebded4e6dc4f41dfc07539fefcb8c8e948242c4aa86b09095586", "component_budget": { "node_count": 2, "item_count": 2, @@ -19421,18 +19326,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging problem in `testing_utils.py`; PR 45645 is the broader, more complete fix and subsumes the narrower change in 45639.", - "confidence": 0.91, + "summary": "Both PRs address the same underlying xdist collision problem around `captured_info` artifacts in testing/debug logging; PR 45645 is the broader, more complete version.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core `testing_utils.py` xdist-safe output change from 45639 and also updates CI log collection to handle multiple `captured_info*.txt` files, making it the more complete fix.", + "canonical_pr_reason": "PR 45645 is the most complete representative: it includes the xdist-safe `testing_utils.py` change plus the CI/workflow update needed to read multiple worker-specific `captured_info*.txt` files, and related preservation plumbing. PR 45639 is a narrower subset focused only on the library-side file write.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best overall PR for this cluster because it addresses the same concrete artifact-collision bug and also preserves CI debug log collection, whereas 45639 only covers the helper-side portion.", + "best_pr_reason": "PR 45645 is the best canonical PR because it addresses the full end-to-end behavior change, not just the internal write-path fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs target the same underlying xdist collision in captured_info handling and share the same helper/test files; 45645 clearly extends the narrower 45639 fix rather than a different change." + "reason": "Both PRs target the same concrete bug: xdist-safe handling of `captured_info` debug logs. 45639 is essentially the library-side subset of the broader fix in 45645, so they could plausibly be merged into one PR." } ] }, @@ -19446,7 +19351,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19509,7 +19414,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 25, + "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19571,6 +19476,69 @@ "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46007-2", + "nodes": [ + "pull_request:46007", + "pull_request:46040" + ], + "soft_pairs": [ + "pull_request:46007|pull_request:46040" + ], + "prepared_review_unit_hash": "b551bd2a6c56d7d22e058d09c524819ca83a8de1b12ad27c5431dd97a9e957b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4433, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4433, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs reference the same tracking issue, but they are not the same change: 46040 includes the real code fix in Qwen2-VL smart_resize plus docs, while 46007 appears to be docs-only. I would not merge them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46040 is the better canonical PR because it contains the concrete code-path fix in src/transformers/models/qwen2_vl/image_processing_qwen2_vl.py, whereas 46007 is only a documentation edit.", + "best_issue_reason": null, + "best_pr_reason": "PR 46040 is the strongest representative of the cluster since it directly addresses the OOM/hang bug in the model code and is not just a docs change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46007", + "right": "pull_request:46040", + "accept": false, + "reason": "They share the same issue target and a docs file, but 46007 is docs-only while 46040 adds the actual smart_resize code fix. That is not enough to treat them as the same PR change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null } ] } diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 63091791dee922112b854bd1346e1fa1d9a8810a..4da6f17d3856a77fcb1c9f916d6cf6c3cb1242d9 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260518t180026z", + "analysis_id": "hybrid-model-20260519t000033z", "archived_artifacts": { - "hybrid": "snapshots/20260518T180026Z/analysis-runs/hybrid-model-20260518t180026z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260518T180026Z/analysis-runs/hybrid-model-20260518t180026z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260519T000033Z/analysis-runs/hybrid-model-20260519t000033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260519T000033Z/analysis-runs/hybrid-model-20260519t000033z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-18T18:10:45Z", + "published_at": "2026-05-19T00:06:21Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260518T180026Z", + "snapshot_id": "20260519T000033Z", "variant": "hybrid" } diff --git a/snapshots/20260519T000033Z/analysis-runs/hybrid-model-20260519t000033z/analysis-report-hybrid.json b/snapshots/20260519T000033Z/analysis-runs/hybrid-model-20260519t000033z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..9b0ac83d2c32523ffddf4f1e3ade56980eb94773 --- /dev/null +++ b/snapshots/20260519T000033Z/analysis-runs/hybrid-model-20260519t000033z/analysis-report-hybrid.json @@ -0,0 +1,2087 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260519T000033Z", + "generated_at": "2026-05-19T00:06:19Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 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Most other soft links are just same-subsystem or same-error-shape noise and should be split.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45920 is the best umbrella issue among the duplicate-like candidates: it describes the broad AutoTokenizer v5 regression affecting multiple model families, which is more representative than the narrower per-model reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the strongest global issue anchor because it generalizes the tokenizer regression across several affected models, making it the best triage target for a merged duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: missing config field in Qwen3.5 vs streaming chat/completions inference on Qwen3.5-0.8B." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend bugs: GPT-OSS on AMD GPUs vs an MPS histogram op error in a MoE path." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms: Mistral-3 image dtype mismatch vs GPT-OSS GPU backend failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/backend issues, but they hit different models and code paths; not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and GraniteMoEHybrid invalid method are unrelated code-paths." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and errors; no shared concrete bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export vs auto device-map cuda assert are distinct failure modes." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA runtime crash and outdated RAG docs are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they concern different removed docs/features and are not the same issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device/mask issues, but one is a mask shape mismatch and the other is a Gemma4 PLE device placement bug." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are ZeRO-3/shape errors, but the concrete failure messages and affected paths differ." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad area, but not the same concrete bug: Bert ZeRO-3 init index error vs mask-shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask shape mismatch and GPT-OSS tensor-parallel issue are different failures." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask indexing crash and TRL SFT embedding unpacking are not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "DeepSpeed collective mismatch and ZeRO-3 Bert index error are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same concrete DeepSpeed ZeRO-3 Bert failure: index 0 out of bounds with size 0 during model init/train." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy call and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization bug and LoRA merge/reload inconsistency are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to LoRA merge/save mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both mention tensor shape problems, but activation checkpointing/FSDP and mask indexing are not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error in training is not the same as collective mismatch on ranks." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model component family, but CPU offload incompatibility and uninitialized-memory materialization are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert index error and GPT-OSS TP failure do not share the same concrete code path." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing shape mismatch and custom trainer API breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure types; not duplicate." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and GraniteMoE invalid method are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding-window/vLLM config issue and Mistral regex patch crash are different." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different Gemma4 problems." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch compatibility issue and Qwen-3-8B-NVFP4 runtime error are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and GPT-OSS TP failure are not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT unpacking failure and GPT-OSS tensor-parallel issue are different code paths." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl embedding video StopIteration and MPS MoE histogram error are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different models, different backend issues; no shared concrete fix." + }, + { + "left": "issue:44560", + "right": "issue:46015", + "accept": false, + "reason": "Video embedding StopIteration and outdated RAG examples are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer v5 regression: wrong token IDs across Granite and other model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint and checkpoint-loading implementation bug are not the same issue." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and docs cleanup are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 unit-test loading failure and Ovis2 checkpoint corruption are different model-specific issues." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask-shape mismatch and ZeRO-3 Bert index error are similar only at a high level, not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it distinguishes the two real duplicate-like families (DeepSpeed ZeRO-3 Bert index errors and the AutoTokenizer v5 regression) and treats the rest as same-subsystem noise rather than over-merging. The accepted soft-edge pairs are conservative and supported by the issue titles and descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:43716|issue:44918", + "issue:44918|issue:45685", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399" + ], + "prepared_review_unit_hash": "674b48b7a37452b2b77bf067f63a22195c9310b9205f2e62cb2f7703d8468dd4", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38522, + "estimated_input_tokens": 9631, + "estimated_eval_tokens": 19518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous grab-bag of unrelated Transformers bugs. Two soft pairs look like true duplicates: SigLIP2 bad outputs, and trust_remote_code/custom-module loading collisions. No PRs are present.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45698 is the broadest and most central of the matching custom-module loading reports: it captures the wrong-module/from_pretrained failure mode and is still active/open, making it the best anchor for that subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best overall issue representative because it is the clearest, broadest duplicate-worthy bug in the set and has the strongest ongoing discussion signal. The rest of the items are mostly separate model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window-related failures, but they affect different models and different error paths (Gemma3 config attribute vs Qwen3-MoE sliding_window behavior)." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load/runtime failure and table-question-answering crashes are unrelated subsystems and symptoms." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "One is torch version incompatibility; the other is a pydantic/PretrainedConfig regression. Different bugs." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are compatibility-style reports, but one is a ZeRO-3/BertModel index error and the other is a torch/transformers version mismatch." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and table QA crashes are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper failure and PretrainedConfig/pydantic breakage are different issues." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a Transformers chat crash and the other is a vLLM streaming chat/completions failure; not the same concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 runtime error and table QA crashes are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing and Gemma4 device mismatch are different model bugs." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "A tied lm_head bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference failure on Qwen3.5 is unrelated to an MPS histogram/op support error in a MoE path." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS histogram unsupported-int error are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing in Mixtral and autocast dtype mismatch in Phi-tiny-MoE are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a template-node compilation TypeError are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are different import/config regressions." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility and Gemma4 PLE device mismatch are separate problems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a ZeRO-3 loading out-of-bounds error on a different model path." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated requests/bugs." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and pydantic PretrainedConfig breakage are different config regressions." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "TorchDynamo grouped_mm tracing failure is not the same as GPT-OSS tensor-parallel not working." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization memory growth and tied-weights translation-model issues are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and streaming inference failure in Qwen3.5 are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError and PretrainedConfig pydantic breakage are separate regressions." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failure are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch/transformers incompatibility are different issue classes." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PretrainedConfig pydantic breakage are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and missing Float8 storage support are different code paths." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Different IndexError failures affecting different models and mechanisms." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both are about SigLIP2 producing bad/nonsensical text-embedding or pipeline outputs, strongly suggesting the same underlying model bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Undefined TensorFlow backend from tensorboard-only install is unrelated to torch/transformers compatibility." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping on from_config and uninitialized-memory rotary embedding are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and Qwen3.5 embedding unpacking under TRL are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT embedding unpacking failure and MPS histogram unsupported-int error are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same trust_remote_code/custom-module loading pathology: cache/path resolution leads to the wrong local/custom module being loaded." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "A Mistral3 tied-weight bug and a broader translation-model tied-weights regression are similar in theme but not the same concrete failure." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a GLM5 issue are unrelated model-specific reports." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttention linear_attention crash and tied-weights regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 failure and flash-attn fallback checks are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats the set as mostly heterogeneous, identifies the two plausible duplicate pairs from title-level evidence, and avoids claiming PR content that is not present. The soft-edge rejections are generally conservative, and the two accepted pairs are supported by closely aligned titles about the same model/loader behavior without overreaching beyond the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45005", + "issue:45020", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:39186|issue:44918", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43054|issue:43493", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43881|issue:43883" + ], + "prepared_review_unit_hash": "19fd9710107bf6446db63ce49a674110ddd019c8a9575e0af31ab2f031a49e0d", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36660, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous transformer bug reports, with only a small duplicate subcluster. The only strong soft duplicates are the v5 non-persistent-buffer corruption reports and the SigLIP2 implementation discrepancy reports; the rest are different model-, trainer-, or backend-specific issues.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43644 is the earliest clear report of the v5 non-persistent-buffer corruption regression and is broad enough to represent the duplicate subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the most specific and actionable statement of the same regression, explicitly naming `from_pretrained()` and the silent buffer corruption.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated: DSA indexer behavior vs docs mentioning a removed command." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs tied-weights issues in translation models." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different code paths: FSDP shape error vs TRL SFT embedding unpacking failure." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight handling." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same as outdated docs." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model methods and failure modes; not the same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and NVFP4 runtime errors are distinct issues." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same v5 non-persistent-buffer corruption regression; only the wording differs." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime failures with no clear shared code-path." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Doc example errors are separate from the reported SigLIP2 text-embedding quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same regression: v5/from_pretrained corrupting non-persistent buffers with junk values." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF gradient explosion are different symptoms and likely different root causes." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API TypeError and ZeRO-3 loading IndexError are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import error for AutoImageProcessor is not the same as torch/transformers version incompatibility." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and generic loading noise are not the same underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve bad buffer values, but one is silent corruption in `from_pretrained()` and the other is a specific `to_empty(cuda)` materialization issue." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization incompatibilities involving different storage/constructor errors." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but zero probabilities and worse embeddings are not clearly the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error messaging and missing `all_tied_weights_keys` are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization changes are different issues." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention 3D `position_ids` crash and CPU-offload incompatibility are different failure modes." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared-state bug is unrelated to Qwen3.5 MoE rotary embedding memory initialization." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing inefficiency and int4 OOM memory growth are different performance/regression reports." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error messaging and glm-4v loading failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as a specific model failing to load." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same broad theme of loading problems, but not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 implementation discrepancy/quality regression; one reports the symptom, the other the underlying HF-vs-JAX mismatch." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields in `AutoConfig.from_pretrained` and broad remote-code breakage are related only at a high level." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and Python 3.13 flash-attn import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different loading regressions without evidence of the same code-path." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "PEFT gradient checkpointing and Qwen3 MoE memory usage are distinct training issues." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram kernel limitation and Gemma4 device-map mismatch are different backend/device issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "A model load failure and a missing tied-weights attribute are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The accepted soft duplicates are well supported by the packet titles, and the rejected pairs stay cautious on similar-but-not-identical regressions. The summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45923" + ], + "soft_pairs": [ + "issue:42491|issue:44368", + "issue:45020|issue:45823", + "issue:43824|issue:43872", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43792|issue:44220", + "issue:43257|issue:43866", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44530|issue:44863", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "8d8ed68e41d2a34e7bc63761b7ed6205e11df19553bfbdee2cd298bdc94d3cf0", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37044, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most artifacts are unrelated model-/integration-specific bugs. The only clear duplicate pair is the docs regression about removed pipeline tasks in v5. Everything else shares only broad theme-level similarity or the same error string but a different code path.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 44509 is the clearest representative of the only true duplicate pair: it explicitly covers the v5 docs cleanup for removed pipeline tasks and subsumes the earlier, narrower 43827 report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44509 is the best issue to anchor this cluster because it is the most explicit and comprehensive instance of the shared docs regression; the remaining issues are mostly separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen LoRA/config warnings, but one is an hf4.x/hf5.x compatibility break and the other is a tie_word_embeddings warning; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Generic remote_code breakage vs a specific Gemma4 device_map forward mismatch; different failure modes and fixes." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing class vs bitsandbytes Int8Params kwarg incompatibility; unrelated code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping name edge case vs broad remote_code regressions; too general to be the same underlying issue." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for one model vs flash-attn fallback gating logic; different subsystems." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs device placement mismatch in Gemma4; not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only error vs GLM5 issue; no shared code path or symptom." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash vs flash-attn fallback blocked by checks; unrelated tokenizer vs attention-selection bugs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both report v5 docs still referencing removed pipeline tasks such as summarization/translation/text2text-generation." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code regressions vs a specific Kimi-K2.5 tokenizer codec/fix_mistral_regex regression; different underlying issues." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug in Mistral3 vs non-persistent buffer corruption during from_pretrained; unrelated model-loading problems." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Key error loading one model vs flash-attn fallback checks; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "FP8/Qwen3Moe failure vs broad remote_code breakage; the overlap is only at a very high level." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error on non-pretrained Bert vs Gemma4 PLE device mismatch; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper run failure vs _torch_extract_fbank_features issue; both audio-related but different failing components." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed vs Ovis2 checkpoint corruption; different models and causes." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both mention unexpected _is_hf_initialized, but one is bitsandbytes Int8Params and the other is init_empty_weights/meta loading; similar symptom, different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3Moe FP8 failure vs bitsandbytes kwarg incompatibility; no shared underlying bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Qwen3-Next ZeRO-3 missing weights vs Qwen3.5 ZeRO-3 missing language_model weights; related theme, but different model structure and failure." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading issue vs NemotronH checkpoint loading failure; distinct model-specific loader bugs." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad tokenizer error message for Voxtral vs tokenizer loading failure for est-roberta; different models and issues." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective with LoRA vs missing supports_gradient_checkpointing flag; related to checkpointing, but not the same bug or fix." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different training-time TypeErrors/IndexErrors with unrelated triggers; no evidence of a shared root cause." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/SDPA math-fallback issue vs flash_attention AttributeError on s_aux=None; both attention-related but different failures." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MOE weight-conversion issue vs DeepSpeed gradient averaging with loss kwargs; separate training bugs." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes _is_hf_initialized incompatibility vs CLIPTokenizer max length constant; unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same shape-mismatch error wording, but the reported contexts differ and there is no evidence they are the same underlying bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading; different model/runtime components." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Video-input regression for several Qwen models vs Qwen3-VL embedding StopIteration; both video-related but not the same symptom or fix." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer loading error-message issue vs a model that no longer loads; different bug class." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training RuntimeError vs image processor void segmentation-map failure; unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss architecture support request vs Phi-tiny-MoE autocast dtype mismatch; no shared underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet. The only accepted duplicate pair, issue:43827 \u2194 issue:44509, is directly supported by the titles and is appropriately described as the narrower vs broader docs regression. The other soft-edge rejections are conservative and do not overclaim duplication from the evidence shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44155|issue:45584", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43708|issue:44075" + ], + "prepared_review_unit_hash": "518d81870beafe858a6e72ac075cbf5a5b0b14a33d5cd03fb1b4a827736dedb0", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36980, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by Transformers v5/v5.x regression reports, but the soft links are mostly false positives across different models and failure modes (custom model init, loading, device mapping, attention, config, and training bugs).", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43646 is the broadest, most user-facing representative of the shared Transformers 5.x custom-model initialization regression theme in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best triage anchor because it captures the core regression class without being tied to a narrower symptom or environment-specific repro.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: one is a Qwen2.5-VL rope/index scaling issue; the other is uninitialized rotary embedding memory after meta-to-empty materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is an FSDP2 shared_kv_states KeyError and the other is a device_map auto-forward device mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated functionality: GGUF gpt-oss architecture support vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different failure classes: non-persistent buffer corruption in from_pretrained versus long-OCR index error in Kosmos2.5." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both mention attention/compile paths, but the concrete bugs differ: SDPA torch.compile on Bamba vs Flash Attention misreading 3D position_ids on Qwen3.5." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: both report Transformers 5.0.0 breaking custom model initialization; the notebook wording is just a specific repro environment." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different model-loading/support problems: gpt-oss GGUF architecture support vs missing Float8 storage during loading." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5-VL issues: video StopIteration in embedding flow versus unpacking embeddings failing in TRL SFT trainer." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Both are model/runtime failures, but one is Qwen3-MoE FineGrainedFP8Config and the other is meta-device loading on some models." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different problems: missing Qwen2_5_VL import versus meta-device loading failure." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3-MoE FP8 failure are unrelated bugs." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping/add-new-model-like failure is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Similar model family, but one is unexpected zero probabilities and the other is nonsensical pipeline/AutoModel output." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized regression is unrelated to Kosmos2.5 long-OCR indexing." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batch-leak bug is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration and a generic mask/tensor shape IndexError are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Both involve initialization/loading, but one is DeepSpeed ZeRO-3 index error for Bert and the other is tokenizer mapping metadata." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BertModel empty-size index error is unrelated to TOKENIZER_MAPPING_NAMES add-new-model-like failure." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different root causes: tokenizer mapping restriction versus generic tensor-mask shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-related, but one is strict config blocking granite_speech and the other is glm4v tiny-random validation changes." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/memory, but one is gpu+cpu offload with dequantized model and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same SigLIP2 family, but one is zero probabilities at inference and the other is documentation example errors plus quantization failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility across hf4.x/hf5.x is a different bug from BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3.5-related issues: GLM5 placeholder versus flash-attention generation failure." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5, but one is ZeRO-3 loading for language_model weights and the other is save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "These are separate load failures for different checkpoints, not one concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": false, + "reason": "Same general regression class, but the later issue is a re-report/variant of non-persistent buffer junk rather than the same exact underlying report from the titles alone." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are model/runtime failures, but one is auto device mapping triggering cudaErrorAssert on Qwen3 and the other is Qwen3-MoE FineGrainedFP8Config failure." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to gemma4 resize_token_embeddings not propagating to tied outputs." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation is unrelated to SGD optimizer arguments being ignored." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet\u2019s titles and stays conservative about the many near-matches. The lone accepted soft edge (43645 \u2194 43646) is well supported by the shared custom-model initialization regression theme, and the other pairwise rejections do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:42915|issue:44756", + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:42491|issue:43931", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:45362|issue:45406", + "issue:44488|issue:44991", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:44164|issue:44291", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43335|issue:45663", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43873|issue:44387", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:43854|issue:45216", + "issue:44387|issue:44756", + "issue:45276|issue:45292", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "aed6817b5826ac93eca16463f6b6c13fa7c03163423124a617ee302f6ebe36ea", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36860, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and not a single duplicate set. The only clear near-duplicates are around lm_head weight tying and resize_token_embeddings propagation; the rest are model- or feature-specific regressions that should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; 45276 is the best anchor for the resize_token_embeddings/output_embeddings subgroup because it states the broader failure mode most directly.", + "canonical_pr_reason": null, + "best_issue_reason": "45276 is the clearest, most general issue in the only strong duplicate subgroup and is the best triage target among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different failure modes (GLM load issue vs Qwen3-VL shape mismatch)." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated problems: Qwen3 MoE LoRA compatibility vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and do not look like the same code-path bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a docs/example error and the other is a runtime inference issue with a different symptom." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and distinct loading/conversion failures." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen, but one is LoRA checkpoint compatibility across versions and the other is a model weight-shape load error." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/offloading, but the root problems are different." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: non-persistent buffer initialization vs notebook custom-model initialization." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training memory use and the other is int4 reserved-memory/OOM behavior." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different Flash Attention bugs with different triggers and crashes." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different issues: LoRA checkpoint incompatibility vs token embedding resize propagation." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated model/chat crash vs processor attribute error in serve." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading problems, but for different models and likely different underlying causes." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same resize_token_embeddings propagation bug: resized embeddings do not update the relevant internal/output embeddings." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language are unrelated failures." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both describe the same missing lm_head weight-tying problem in multimodal generation models, causing bad text generation." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different save/load path bugs: extra_state handling vs init_empty_weights argument mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading failures are different regressions." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer-vocab mismatch and tokenizer loading failure are different issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated SigLIP2 example problems vs a generic GLM5 issue." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems: LoRA gradient checkpointing vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and unrelated failures." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma-4 FSDP2 attention state handling." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen/Gemma training and offload issues with different code paths." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different forward-pass/device problems." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but the concrete regressions differ." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: init_empty_weights signature change vs mmap-related OOM." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and different load/fallback behavior." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading failures: GLM unit-test load issue vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is int4 CUDA reserved memory and the other is mmap/OOM avoidance." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "Closely related topic, but 45276 is Gemma4-specific and includes additional embed_tokens_per_layer behavior; not clearly the same concrete bug." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is permissions during save_pretrained and the other is wrong module resolution on load." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft-edge pairs are plausible same-bug groups, and the rejections are well-justified by the issue titles. The cluster-level takeaway that this is mostly heterogeneous, with only a couple of near-duplicate subgroups, fits the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:42947|issue:43381", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:41720|issue:44155", + "issue:43854|issue:44960", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43957|issue:44756", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "issue:43425|issue:45823", + "issue:43906|issue:44530", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:43299|issue:43931", + "issue:44589|issue:45084", + "issue:43994|issue:44079", + "issue:43596|issue:44683", + "issue:44164|issue:45759" + ], + "prepared_review_unit_hash": "c10e0245e51d19e2852a16fd00b08cf38660371c35b571eb6d209bd84e425588", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37578, + "estimated_input_tokens": 9395, + "estimated_eval_tokens": 19046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5-era regressions across model loading, training, and device/dtype behavior. Only one clear duplicate pair stands out: the embedding resize bug affecting output/decoder embeddings.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43646 is the broadest representative of the custom-model initialization regression in this set, and it best captures the general v5 loading/init breakage theme without being as narrow as the more specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the strongest single issue to keep as the cluster representative: it is general, clearly user-facing, and closest to the recurring v5 custom-model loading/init regressions seen here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is eval-mode support and the other is Qwen3.5 RLHF/3D position_ids causing SDPA/BF16 instability; different failure modes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "PEFT LoRA checkpointing ineffectiveness and eval-mode checkpointing are related only at a high level; the underlying bug and repro are different." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap OOM behavior." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict config rejection for granite_speech are different code paths and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "cudaErrorAssert on Qwen3 auto device mapping is unrelated to AudioFlamingo3 batched inference token/embedding leakage." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "GLM-4.7 model-loading test failure and a separate GLM5 issue do not look like the same concrete bug." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None and Gemma4 FSDP2 shared_kv_states rebuild are different attention/training bugs." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "custom model initialization breakage and Trainer resume/max_steps miscalculation are unrelated regressions." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "meta-device model loading issues and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug: the resized embeddings are not propagated to the output/decoder embedding weights." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading failures, but one is about tokenizer vocab bounds and the other is a specific model loading failure; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Dtype mismatch under autocast for Phi-tiny-MoE is not the same as meta-device loading regressions." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization and extra_state save/load failures are distinct issues." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility and Phi-tiny-MoE autocast dtype mismatch are too broad and not the same code-path bug." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE conversion with accelerate+deepspeed and NemotronH checkpoint loading are separate model-specific loading issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "General Torch incompatibility and Gemma4 device_map forward mismatch are not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an earlier issue and a PagedAttentionCache linear_attention crash are not duplicates." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline breakage and tokenization changes across versions are different issues." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading failure and notebook custom-model initialization are related only at a broad v5-regression level, but the reported bug is not the same concrete failure." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 image preprocessor dtype mismatch are distinct regressions." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error do not share a concrete code path." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs mentioning removed pipeline tasks is separate from return_all_scores behavior mismatch." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export.export failure with torch_compilable_check and Perceiver non-default resolution failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are different problems." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video-input regression and mask-shape IndexError are not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen3.5 embedding unpacking with TRL SFT are different regressions." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a dev-version/MoE loading regression and the other is a specific weight-shape mismatch; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template-node compilation failure are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 pipeline nonsense outputs and ModelOutput key assignment with None are not the same issue." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3/BertModel index error and compiled flex_attention torch>=2.9 failure are separate backend issues." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state handling in save/from_pretrained and unwrapping text_config for composite Qwen multimodal configs are different loading bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: it characterizes the set as broad v5-era regressions and only claims one clear duplicate pair, which is supported by the strongest pair (issue:45292 / issue:45335). The other soft-edge rejections are conservative and do not overclaim duplication from the limited evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:36032|issue:43452", + "issue:39404|issue:44671", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:36032|issue:42915", + "issue:44464|issue:45987", + "issue:43883|issue:44488", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:43644|issue:43646", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43404|issue:44466" + ], + "prepared_review_unit_hash": "0831cf9e396eb68c7254c0509e4be3f53eb9af375d86bb44412ccb554a7c596e", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37249, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy topical similarity, not true duplication: it spans unrelated bugs across training, tokenizers, Whisper, GGUF loading, model init, caching, and multimodal paths. None of the soft pairs look like the same concrete underlying issue strongly enough to merge.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue is clear because the items are heterogeneous and do not share one concrete failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative; the cluster does not center on one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Different tokenizer failures: T5 special-token method conflict vs GGUF loading breakage." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return regression and CamemBERT masked-LM prediction bug are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading issues, but one is EMBEDDIA/est-roberta and the other is Mistral regex patch crash; different code paths." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM predictions vs tokenizer loading for est-roberta are different bugs." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-related, but XLNet CPU arange placement and Qwen3.5 MoE CPU-offload incompatibility are distinct." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen2.5-VL video-input regression." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Add-new-model-like TOKENIZER_MAPPING_NAMES bug is unrelated to compiled flex_attention on torch 2.9." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both affect loading, but different models and symptoms; not the same tokenizer bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but loading with base_model_prefix and junk-filled buffers are different underlying problems." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to runtime special-token post-processor updates." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image dtype mismatch and template-node compile error are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both involve audio features, but the titles point to different failure sites and causes." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different models and likely different loader regressions; not enough evidence for one bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields and Qwen3.5 linear_attention cache crash are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter bug and Qwen2.5-VL iterable-dataset failure are different issues." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both Whisper-related, but batch_decode skip_special_tokens handling and empty-transcription generation failure are distinct." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer loading conflict and Qwen3 MoE FineGrainedFP8 failure are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled chunked generation inconsistency and StaticCache seq_length type bug are different code paths." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error and BERT model loading failure are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "ScandiBERT loading failure and physical-intelligence/fast loading failure are different model-specific bugs." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a broad AutoTokenizer/AutoModel break and the other is Qwen2.5-GGUF-specific; not clearly the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-initialization regressions, but the symptoms differ and may need separate fixes." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm Dynamo tracing error and template compile error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure and Qwen3.5 PagedAttentionCache group-type crash are different issues." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure and Qwen2.5-GGUF loading failure are different problems." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL rope-index scaling bug are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and custom-model-in-notebook initialization break are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compile error and GraniteMoEHybrid invalid method call are different failures." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Mistral3 weight tying bug and lm_head serialization inconsistency are related at a broad level only, but not the same concrete defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43818", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45987" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43089|issue:45987", + "issue:43883|issue:44991", + "issue:44987|issue:44991", + "issue:43994|issue:44610", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:43645|issue:44534", + "issue:45216|issue:45357", + "issue:44451|issue:45081", + "issue:44220|issue:44683", + "issue:44987|issue:45081", + "issue:43404|issue:45127", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:40990|issue:44811", + "issue:42175|issue:45542", + "issue:43792|issue:44589", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "93a21172819f006c49311649aadf32eef65832a888e3dfd74c46903784464c58", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37253, + "estimated_input_tokens": 9314, + "estimated_eval_tokens": 18884 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous bug reports. There is a loose subcluster around Transformers v5 loading/initialization regressions, but the proposed soft pairs are not duplicates of the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the main Transformers v5 regression theme: it covers custom model initialization failures and is closer to several related loading/init reports than the more model-specific cases.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best issue representative because it captures the central v5 initialization breakage pattern without being tied to a single model or tokenizer.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI encoder padding-mask behavior are unrelated bug classes." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation GPU-sync/dispatch overhead is a performance issue; StaticCache returning a tensor instead of int is an API contract bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo and tokenizer loading failure for EMBEDDIA/est-roberta are different models and failure paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but one is for physical-intelligence/fast and the other is a tokenizer regression for EMBEDDIA/est-roberta; not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor size mismatch are different models with different root causes." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and junk-filled non-persistent buffers are distinct Transformers v5 regressions." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are unrelated multimodal model bugs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise and a Mistral tokenizer regex crash are not the same underlying issue." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask mismatch and Video-LLaVA missing temporal attention/shared weights are different code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and non-template-node compile error are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check and incorrect processor output size are unrelated bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization failure and non-persistent buffer junk are different regressions." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5 save_pretrained, but one is overall checkpoint corruption and the other is incorrect visual-encoder key saving; different concrete bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral tokenizer regex patch crash are different model-specific issues." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction and compiled flex_attention on torch >= 2.9 are unrelated subsystems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "A model loading regression and a tokenizer regex patch crash are different failure mechanisms." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "lm_head weight tying in Mistral3 and LoRA merge collapse with extended vocab are different problems." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and init_empty_weights/_is_hf_initialized argument handling are not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM key error are different tokenizer/model-loading issues." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collision is a tokenizer-construction bug; physical-intelligence/fast is a model-loading regression." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and missing Float8 storage are both precision-related only at a very high level; the concrete failure modes differ." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are different v5 regressions." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window and strict granite_speech config loading are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility and loading noise are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen vision/video models, but one is a broad video-input regression and the other is a rope-index scaling bug for still images." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skipping special tokens are unrelated issues." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow installation/backend handling, but one is about a torch-only extra omitting TF and the other about tensorboard being present without TensorFlow; not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and missing Float8 storage are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained visual-key regression are different models and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:33666", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:44683|issue:45020", + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:33666|issue:40444", + "issue:41553|issue:43582", + "issue:44079|issue:45663", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:40444|issue:45325", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:44265|issue:45072", + "issue:43531|issue:44291", + "issue:42175|issue:43296", + "issue:43994|issue:44898", + "issue:43611|issue:43646", + "issue:43632|issue:45072", + "issue:43454|issue:44466", + "issue:44079|issue:44534", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:40444|issue:45381", + "issue:42915|issue:43482", + "issue:45325|issue:45381" + ], + "prepared_review_unit_hash": "7437cab4deb0525f48ad824929dc40813f3f4972b2871829c77e4a8501174eed", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36896, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated issues, with a recurring but broad Transformers v5 regression theme and a smaller Qwen2.5-VL position-id theme. No soft pair is a safe duplicate match under a strict duplicate bar.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative Transformers v5 regression here: generic custom model initialization breakage, which is a better umbrella than the narrower symptom reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best triage anchor because it is general, directly actionable, and sits near the center of the repeated v5 initialization/loading regressions in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different failures: torch.export/flex_attention vs remote_code model loading. Same release era, not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenization, but one is runtime post-processor updates and the other is add_special_tokens behavior for a specific tokenizer. Not the same code-path problem." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs a concrete tokenizer-loading failure for a specific model. Too different to merge." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Separate regressions: _is_hf_initialized handling during init vs non-persistent buffer filling. Related to v5, but not the same defect." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen-VL generations and different symptoms: multi-GPU training vs IterableDataset multi-image finetuning failure." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated subsystems: bad AutoTokenizer error message for Voxtral vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 attention/shared_kv_states rebuild issue; not the same underlying bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer repository-file selection bug vs Granite token-ID regression. Both tokenizer-related, but distinct problems." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure vs MoE training memory inefficiency. Different code paths and symptoms." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure in v5 vs CLIPTokenizer max_length sentinel misuse. No overlap beyond broad tokenizer/model loading." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Degenerate training with flash_attention_3 vs zero-loss classification behavior from problem_type/num_labels. Different causes." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image finetuning failure vs Qwen2.5-VL still-image temporal position-id scaling. Same family, different bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing eval-mode limitation vs missing supports_gradient_checkpointing flag on a remote-code model variant." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights argument regression vs Float8 storage lookup TypeError. Not the same defect." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading in transformers v5 vs Llama4Config missing pad_token_id. Different model families and failures." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask inconsistency vs Gemma3 sliding-window NaNs. Both batching-related, but unrelated mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping vs tokenizer regex patch AttributeError. No shared bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure vs dtype mismatch in inference. Different surfaces and code paths." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights/_is_hf_initialized regression. Both v5-related, but not the same problem." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue vs PaddleOCR-VL model loading failure in vLLM. Unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 AutoModel/pipeline correctness issue vs Perceiver interpolation failure. Different models and failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 loading/init regressions, but one is base_model_prefix handling and the other is custom model initialization. Related theme, not clearly the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regression vs dtype mismatch in bf16 inference. Different code paths." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision weight-tying failure vs device-dependent lm_head.weight serialization inconsistency. Related area, but not the same concrete issue." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping vs non-persistent buffer junk values. Separate internal bugs." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id scaling bug vs Kosmos2.5 OCR long-input index error. Different models and likely different failure logic." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper loading/runtime failure vs meta-device loading regression on some models. Same broad class of loading issues, but not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image iterable finetuning failure vs Qwen2.5-VL video vision_position_ids bug. Both VL-related, but distinct input paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading failure. Unrelated models and mechanisms." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video vision_position_ids. Similar area, not enough to merge as one bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:43606|issue:44265", + "issue:44387|issue:44617", + "issue:44291|issue:44877", + "issue:44568|issue:45920", + "issue:43881|issue:44488", + "issue:43701|issue:45325", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43262|issue:43746", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:39692|issue:40444", + "issue:43317|issue:43873", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43572|issue:45759", + "issue:40990|issue:45584", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:44466|issue:45357", + "issue:43454|issue:43720", + "issue:43526|issue:43883", + "issue:43873|issue:45701", + "issue:43296|issue:44877" + ], + "prepared_review_unit_hash": "4e7035614f24bebf4f0b274c71ebb93bae3860e29de4d6dbcb17b167d26c916c", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36929, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issues that only share superficial subsystem keywords. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "One is about non-persistent buffer initialization in v5; the other is a ModelOutput key assignment bug. Different code paths and failure modes." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading is a loading/dispatch problem, while the other is about ModelOutput key handling. Not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Model loading in vLLM vs a Torch/Transformers version incompatibility. Related to loading, but clearly different root causes." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal regressions, but one is a video-input regression in Qwen variants and the other is a device-mismatch bug in Gemma4 PLE. Different fixes." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failures." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for a model is not the same as torch.export failing on torch_compilable_check." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is SAM3Video running out of memory. Different causes." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is a constructor/init bug, not the same as strict config loading for granite_speech." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but the specific models, symptoms, and API paths differ. Too broad to treat as one bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two separate model-loading failures for different models with no shared concrete mechanism shown." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position id scaling." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload/device mismatch is not the same as DAC.from_latents not matching forward due to missing STE." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and PEFT adapter checkpoint loading are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but one is a Qwen auto-mapping assert on A800 and the other is Gemma4 PLE forward mismatch. Different failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights causing garbage generation is unrelated to a Bamba SDPA compile failure." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to Qwen2.5-VL finetuning with multi-image iterable datasets." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is a dequantized-model load failure and the other is a broader quantization offload behavior report." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and different bugs: tied weights/generation versus bf16 dtype mismatches." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE loading with accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config class is not the same as not unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask batching bug in MIMI encoder is unrelated to Perceiver non-default resolution failures." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model benchmark is unrelated to gradient checkpointing with PEFT LoRA." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization-related, but one concerns lm_head weight serialization while the other concerns incorrect visual encoder keys in Qwen3.5. Not the same fix." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied-weight generation corruption is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are completely different issue classes." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL loading failure is unrelated to strict config loading for granite_speech." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43881|issue:44991", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:43404|issue:45357", + "issue:45632|issue:45684", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43577|issue:43708", + "issue:44186|issue:45072", + "issue:42617|issue:42915", + "issue:44423|issue:45406", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:43749|issue:44534", + "issue:44610|issue:44898", + "issue:36331|issue:42617", + "issue:43873|issue:44756", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:42915|issue:43317", + "issue:43316|issue:44913", + "issue:41720|issue:43322", + "issue:43295|issue:45701", + "issue:40990|issue:45701", + "issue:41720|issue:45161", + "issue:45081|issue:45812", + "issue:41720|issue:42617", + "issue:43526|issue:43881" + ], + "prepared_review_unit_hash": "b4e442bf533559dd2033e8dc495dd934b1897b68df74afec588bbcd88e3123a4", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36807, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are not duplicates; the cluster is a heterogeneous mix of unrelated model-loading, tokenizer, training, processor, and multimodal regressions. All soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated bugs in tokenization, loading/offload, training, and multimodal processors. None of the issues clearly subsumes the others.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication. Issue 41720 is only a weak topical anchor for a few loading/offload reports, but it is too specific to serve as a universal target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: glm-4v-9b model loading vs tokenizer regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-map CUDA assert in Qwen3 is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision is a different bug than Gemma4 PLE device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is unrelated to Qwen3.5 visual encoder key save/load regression." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both touch model saving/loading, but one is a cache-path collision and the other is read-only permission propagation." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset issue is unrelated to the progressive generation inputs_embeds/past_key_values bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation failure and Qwen3 auto device-map CUDA assert are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading mismatch is unrelated to Trainer resume/max_steps calculation." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py startup failure is a different issue than Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and Gemma4Processor _tokenizer AttributeError are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and BitNet packed-weight unpacking issue are different model-loading problems." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched-shape bug is unrelated to a version-dependent tokenization change report." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss API break is unrelated to Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk are both loading-related but not the same root cause." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and Perceiver interpolation failure affect different vision paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwarg is a Trainer API issue, not a distributed script/runtime failure." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offload behavior and Strix Halo mmap OOM are platform-specific memory issues with different causes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and OmDet-Turbo processor output-size mismatch are different preprocessing bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba compile/SDPA failure is unrelated to Bark CPU offload device mismatch." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and T5 apex RMSNorm leak are different memory problems in different stacks." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression for Qwen3.5 variants is unrelated to SFT trainer input-embedding unpacking." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure and dequantized model offload loading failure are distinct loading/offload bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map assert and Llava Next segmentation fault are different models and failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "processor.tokenizer regression and tokenization changes are both version-related, but not the same concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on GPT-OSS is unrelated to a tokenization regression report." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device-mapping CUDA assert is not the same as GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Granite AutoTokenizer wrong IDs are different tokenizer bugs." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map loading failure and 3d_parallel.py runtime failure are different distributed issues." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b model loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42617", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:44671|issue:44743", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:45406|issue:45464", + "issue:29159|issue:36032", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43421|issue:45701", + "issue:44492|issue:44509", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:44514|issue:44545", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:34567|issue:35707", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:42490|issue:43329", + "issue:41720|issue:43746", + "issue:44898|issue:45072", + "issue:44451|issue:44991", + "issue:43873|issue:45704" + ], + "prepared_review_unit_hash": "ab62cfb23d931fbce6c069238f9c57d416e5e7351b4963325aadcd8963e06ce0", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35070, + "estimated_input_tokens": 8768, + "estimated_eval_tokens": 17792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity matches across unrelated bugs, models, and subsystems. Only the two Qwen2_5_VLProcessor.apply_chat_template reports look like the same duplicate bug; all other soft pairs should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44514 is the cleanest duplicate anchor in the set: it has the same exact failure as issue:44545 and the title is already specific about the crashing code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best issue candidate because it is the clearest concrete duplicate target for the only confirmed soft edge and its title precisely names the failing API and condition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-related, but one is Qwen3-MoE sliding_window behavior and the other is StableLm pad_token_idx after v5; different models and bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is video-input processing and the other is from_pretrained weight_only loading; not the same code path." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and a 3d_parallel.py runtime problem are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are different model behaviors and fixes." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer issues, but one is runtime post-processor updates and the other is wrong token IDs for Granite models; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes and failure modes: LayoutLMv2 NER/padding crashes versus MLuke task AttributeError." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serve crashing on missing _tokenizer is not the same as Qwen3.5 streaming inference failure." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is a broad parity issue; T5Tokenizer add_special_tokens conflict is a specific class-method naming bug." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading/offload related, but Bark CPU offload device mismatch and BitNet packed-weight unpacking are different mechanisms." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "An image-segmentation processor bug and BarkProcessor voice_preset bug are unrelated processor failures." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and tokenizer mask-token registration in BigBird are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token post-processing and general tokenization changes after version bumps are not the same underlying defect." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache-strategy docs and stale docs for removed pipeline tasks are different documentation issues." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 configuration failure and Llava Next segmentation fault are different model/loading problems." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric-gather label truncation and SAM3 text/box behavior are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same title and same crash condition in Qwen2_5_VLProcessor.apply_chat_template with batched input and padding=False." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small and tokenizer special-token registration for BigBird do not share a code path." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoModelForCausalLM config unwrapping for composite Qwen multimodal configs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating and progressive generation with inputs_embeds/past_key_values are different training vs generation issues." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "One is runtime post-processor updates; the other is save/load persistence of custom token IDs in DiaConfig." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning and an undefined-variable bug in multimodal token counting are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech local checkpoint loading with PEFT adapters are different failures." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver positional-encoding failure and dtype mismatch in bfloat16 inference are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading reports, but they affect different model families with different symptoms and likely different root causes." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and a T5/apex RMSNorm memory leak are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted pair, issue:44514 vs issue:44545, is an exact-title duplicate with matching failure mode, and the other soft matches are reasonably explained as different bugs or subsystems. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:30064", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:33666|issue:35707", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:45588|issue:45759", + "issue:45663|issue:45923", + "issue:43421|issue:43653", + "issue:42886|issue:44843", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43782|issue:45381", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:44625|issue:45479", + "issue:43994|issue:44671", + "issue:45356|issue:45907", + "issue:43596|issue:44220", + "issue:43720|issue:43819", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:30064|issue:36010", + "issue:43653|issue:43720" + ], + "prepared_review_unit_hash": "63b28970e0842a645e9efd82cbaf3ea80f8acb6a8304c5c1d3e8c3bf4848f4b3", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36046, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous collection of unrelated issue reports. The soft-similarity pairs mostly share broad subsystems or keywords, but they do not describe the same underlying bug or fixable code path, so no duplicate cluster emerges.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: one is a model-loading regression for a specific repo, the other is PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated domains: multi-GPU training vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen 3.5/3.6, but one is config unwrapping for from_config and the other is CPU offload compatibility in rotary embedding; different bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a Float8 storage import/load failure." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "A tokenizer API argument collision is not the same as a model loading failure for ScandiBERT." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatches, but one is doc example errors and quantization, the other is an image size mismatch in OmDet-Turbo." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling and Qwen config unwrapping are different code paths and symptoms." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 KeyError in attention is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizer special tokens, but one is runtime post-processor updates and the other is BigBird mask-token registration/empty decode." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline mode, but one is cache loading failure and the other is an unconditional model_info() call in a mistral-regex patch; not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Trainer-related, but one is unpacking Qwen3.5 input embeddings in SFT trainer and the other is evaluate() failing after train()." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to abnormal gradient growth under ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "General tokenizer special-token update behavior is different from LayoutLMv2Tokenizer crashes on NER/batched padding." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL from_pretrained weight_only loading and Qwen2.5-VL video vision_position_ids are separate multimodal bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "A T5 RMSNorm memory leak and Qwen rotary embedding offload compatibility are distinct issues." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device-mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex/fix_mistral_regex, but one is a crash in patching backend_tokenizer and the other is a Kimi-K2.5 codec-handling regression; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc-example/model mismatch and a quantization-offloading bug are too broad to be duplicates." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Config propagation of num_labels in Qwen3.5 is unrelated to a generic single-label classification zero-loss issue." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failures: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Zero-3/BertModel indexing failure is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet is a different problem from DAC.from_latents mismatching forward due to missing STE." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe and Gemma 3n variable-name collision are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different areas and bugs." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing is unrelated to a GenerationMixin import error." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight unpacking are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:39692", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43873", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44448", + "issue:44488", + "issue:44625", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43618|issue:43697", + "issue:43388|issue:46032", + "issue:45183|issue:45479", + "issue:44077|issue:44625", + "issue:42915|issue:43746", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43746|issue:43873", + "issue:43746|issue:45381", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43653|issue:43819", + "issue:44062|issue:44488", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:43531|issue:43643", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:39692|issue:45834", + "issue:43825|issue:43994" + ], + "prepared_review_unit_hash": "5aedc497dbeeced8e89d70ef0cb163ddca02d3826265a32a15f4bbb359f6eb05", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36582, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs mostly share only broad subsystem or keyword similarity, not the same underlying bug/change. All soft edges should be rejected and there is no clear duplicate anchor.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out because these reports cover unrelated bugs across different models, configs, tokenizers, and runtime paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative; the set is too diverse to justify one canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different models and failure modes: missing attentions assignment vs changed RTDetr outputs." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Both are inference/eval correctness bugs, but they hit different code paths and artifacts." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation logic; the other is a degenerate classification loss condition." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated models and issues: patchtsmixer post-init policy vs Qwen3.5 label propagation." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Different domains entirely: FP8 config handling vs Blip2 dtype loading." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer construction bug vs RoPE layer retention bug; not the same defect." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both involve multimodal models, but the reported root causes are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs long OCR input index error; different problems." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "SDPA/torch.compile failure is not the same as a bfloat16 dtype mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Distinct code paths and symptoms: compile-time SDPA issue vs DAC latent/forward mismatch." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Model loading with PEFT adapters is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Different bugs in different models: dtype loading vs video position ids." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to cache length return type." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver non-default-resolution failures." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch Mistral regex handling, but one is offline hub access and the other is a tokenizer attribute crash." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC latent conversion mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken argument collision is unrelated to the sleng-bert loading failure." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading related, but they describe different strictness/field-preservation bugs." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Same broad family (video inputs) but different models and concrete failures." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but weight_only load failure and flash-attention generation failure are distinct bugs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal attention/weight sharing are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor refresh bug vs Whisper batch_decode skip_special_tokens issue." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v4/v5 regression reports, but for different models and outputs." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling is unrelated to Kosmos2.5 long OCR indexing." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault on Llava Next loading is unrelated to MPS histogram int support in MoE." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs errors and Kosmos2.5 OCR indexing are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message regression is not the same as SigLIP2 nonsensical outputs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:44561|issue:45020", + "issue:30064|issue:36331", + "issue:44821|issue:45084", + "issue:44485|issue:44509", + "issue:44479|issue:45834", + "issue:43606|issue:45072", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:34634|issue:36010", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43452|issue:44991", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:43404|issue:43782", + "issue:43650|issue:43906", + "issue:45081|issue:45406", + "issue:44671|issue:45701", + "issue:43582|issue:44857", + "issue:44060|issue:44368", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43742|issue:45020", + "issue:43653|issue:44912" + ], + "prepared_review_unit_hash": "b0c661ebd568cce61a66f2af601809bad607ffd5a3bdf9f9e5feafaf69becbe0", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35905, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are unrelated despite superficial topical similarity. The only clear duplicate-style pair is the tokenizer added-token spacing / slow-vs-fast inconsistency report.", + "confidence": 0.71, + "canonical_issue_reason": "issue:28218 is the clearest representative of the one true duplicate pair: it states the concrete tokenizer spacing bug directly and is open with inbound references, while issue:29159 reads like the same slow/fast tokenizer inconsistency from a different angle.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best issue to keep as the primary tracker because it is specific, actionable, and matches its paired duplicate closely; the rest of the set is too heterogeneous to serve as a single canonical cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but 45020 is a broad umbrella report while 44561 is a specific helper-removal regression; not clearly the same underlying bug." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and CustomTrainer compute_loss are unrelated subsystems and failure modes." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and Jinja/template compilation errors are different problems with no shared code path." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation and docs referencing removed pipeline tasks are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both concern vision/audio-style inputs, but they target different models and distinct indexing/regression failures." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU-offload device mismatch and bfloat16 dtype mismatch are different bugs even if both are inference-related." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both are about v5 pipeline removals, but one is a runtime error message and the other is stale documentation; related, not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "NER/batched-padding tokenizer crashes and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer issues." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and AppleSilicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch during model use and trainer.evaluate() failing after train() are different symptoms with no clear shared code path." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer behavior bug: added tokens/slow-vs-fast tokenizer behavior causes an extra space or inconsistent spacing after token insertion." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor image-size mismatch and dtype mismatch in other models are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "GGUF loading breakage and EMBEDDIA/est-roberta tokenizer loading failure are both loading issues but not the same concrete failure." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking under accelerate and dtype mismatches are different code paths and failures." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend extras installation and a Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 tied-lm-head weights and Qwen3VL weight_only loading are separate model-specific bugs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A low-signal placeholder issue and an isolated reproduction of another issue are not duplicates." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer patching crash and Gemma4Processor missing _tokenizer are different attribute errors in different components." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM regression and a broad 'tokenization changes' report are too general to treat as the same concrete bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon allocator TypeError and CUDA float16 loss crash are unrelated runtime failures." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Incorrect tied-weights warning across layers and a user-facing warning about tie_word_embeddings are not the same issue." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC latent/forward mismatch are unrelated audio-model bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT fast image-processor label reduction and RTDetrV2 output differences are different problems." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and an extreme model_max_length value are unrelated tokenizer/template issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error loading one model and a broad remote_code regression report are not clearly the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the pair verdicts are conservative overall. The only accepted soft pair, issue:28218 vs issue:29159, is plausibly the same tokenizer spacing/slow-vs-fast inconsistency bug from the titles alone. The rest of the rejections avoid overclaiming and stay cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45488", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43329|issue:45600", + "issue:45459|issue:45803", + "issue:43644|issue:43749", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:38175|issue:44610", + "issue:43854|issue:44977", + "issue:43819|issue:43927", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:43720|issue:44610", + "issue:43526|issue:44554", + "issue:34634|issue:36331", + "issue:43454|issue:43577", + "issue:43749|issue:44291", + "issue:43262|issue:44811", + "issue:43531|issue:45042", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:44568|issue:45356", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43329|issue:44479", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:44568|issue:45488", + "issue:43606|issue:45859", + "issue:44849|issue:45701" + ], + "prepared_review_unit_hash": "0a18c0fa98ede7063a0f563b4e2ceedaf6678aaeccdb56c046d2b2788b3529c0", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37090, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set; only the two Qwen video-input reports look like the same underlying regression in the video multimodal path.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the broader, more user-facing regression report covering video input failures across multiple Qwen VL variants; issue:43329 appears to be the narrower root-cause bug in the same video token/counting path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best represents the cluster because it captures the shared impact across several models and is the clearest standalone duplicate target for the accepted soft edge.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: one is a VLM video-token counting failure, the other is a stale auto-mapping reference breaking CI." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but they are different code paths and different failures; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related regressions, but one is junk non-persistent buffers and the other is FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Trainer-related symptoms, but they involve different failures and likely different root causes." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated: PEFT/local checkpoint loading versus Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and failures; float8 storage lookup is not the same as torchvision import requirements." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/model issues, but one is zero probabilities and the other is processor output size mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific runtime problems; no shared concrete code path." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: DAC latent reconstruction versus DiaConfig token ID persistence." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors versus MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both touch transformer loading/import behavior, but they are separate regressions." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model/runtime issues; torch.compile SDPA failure is unrelated to quantization fallback." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading bug versus processor image-size mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different components and symptoms; Beit label reduction is unrelated to MPS attention correctness." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer/processor issues with no shared root cause." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying failure versus dtype propagation issue; not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but the underlying failures are distinct." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper decode behavior are different issues." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision imports." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Accelerate/deepspeed weight conversion bug versus VLM video-token counting bug." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import error for GenerationMixin and CustomTrainer signature change are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning and Qwen3 MOE weight conversion are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config handling, but one is trust_remote_code field loss and the other is composite text_config unwrapping." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Same underlying video-input regression in the Qwen VL/video multimodal path; 43329 gives a concrete root-cause in the video token-counting branch, while 44479 is the broader user-facing regression report." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Different video-processing problems: token counting versus batched processor output shape." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different models and different regressions." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Different model/offload failures; CPU offload device mismatch is not the same as rotary embedding incompatibility." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "A specific Qwen3.5 hidden-state bug is not the same as the broad tokenization version-change report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are conservative overall. The only accepted pair\u201443329 vs 44479\u2014is plausibly the same Qwen video-input regression, with 44479 as the broader user-facing report and 43329 as the narrower root-cause issue. The other verdicts stay appropriately cautious and do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43646", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:43697|issue:45357", + "issue:29159|issue:34567", + "issue:43257|issue:43931", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:41720|issue:43540", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:43927|issue:44912", + "issue:42915|issue:44821", + "issue:44479|issue:45381", + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:44987|issue:45538", + "issue:43540|issue:44560", + "issue:42915|issue:45538", + "issue:43317|issue:45538", + "issue:38175|issue:44898", + "issue:43404|issue:45987", + "issue:24643|issue:29159", + "issue:43577|issue:45072", + "issue:45137|issue:45405", + "issue:43257|issue:43756", + "issue:43742|issue:44291", + "issue:43257|issue:43696", + "issue:44062|issue:44991", + "issue:43540|issue:45823", + "issue:44737|issue:45588", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:34567|issue:36331", + "issue:43493|issue:43994", + "issue:44062|issue:45081" + ], + "prepared_review_unit_hash": "ab87eb423de804c35d5c4683efd39456ad689b89fc6cfb21e966cdabd5b9c3e5", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37682, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with only two convincing duplicate subpairs: a Qwen video-input regression pair and a SigLIP2 output-discrepancy pair. Most other soft links are broad-topic similarity only and do not look mergeable into the same concrete fix.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 44479 is the broadest representative of the clearest duplicate-like subcluster (Qwen video-input regressions) and directly covers one of the strongest soft matches (45381).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best representative issue because it has the widest scope within the only coherent subcluster and is most likely to absorb nearby video-regression duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: GPT-oss OOM during inference vs Qwen3.5 save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency bug and TrainerState token-count update bug are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3 loading, but one is MoE weight conversion with accelerate/deepspeed while the other is a weight-shape mismatch for Qwen3-VL; not the same fix." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and a MobileLLM key error are distinct loading issues." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL image-processor torchvision requirements are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen3 problems: device-mapping cuda assert vs video-input ValueError in another model path." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading and Apple Silicon caching allocator warmup are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token counting are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-id loss is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen video-input regression; 45381 is a specific manifestation of the broader position-id bug described in 44479." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model-loading regression for a repo and a list_repo_files revision-forwarding bug are different issues." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video inputs, but the titles point to different model families and different failure modes; not enough evidence of one concrete shared bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Tokenizer load failure and CLIPTokenizer model_max_length bug are different problems." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video-input issues, but the affected models and error signatures differ enough that they do not clearly look like one bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure and tokenizer max-length bug are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model correctness bugs with no concrete shared code path." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and StaticCache sequence-length type mismatch are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and tokenizer consistency issue are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model classes and different code paths." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "ZeRO3 deque error and PEFT version bump are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight-conversion failure and Smollm3 RoPE-layer discrepancy are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different model-loading regressions with no common bug signature." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading/conversion bug and GPT-oss OOM are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer constructor TypeError and a specific tokenizer loading regression are similar in area but not clearly the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device or video handling, but the models and failure modes differ." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU-placement bug and flash_attention s_aux handling are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of a different issue and a Qwen video regression are not the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 correctness issue: 43994 describes the downstream nonsensical outputs caused by the HF/JAX implementation discrepancy in 43493." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken kwarg conflict and Mistral regex patch/backend_tokenizer crash are different tokenizer failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well supported by the issue titles and descriptions (44479/45381 and 43493/43994), and the rejections avoid overclaiming similarity where only broad topical overlap is present. The cluster characterization as mostly heterogeneous is also reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34689", + "issue:36010", + "issue:41762", + "issue:42175", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920" + ], + "soft_pairs": [ + "issue:43749|issue:44756", + "issue:36010|issue:42175", + "issue:45357|issue:45920", + "issue:42175|issue:43824", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43643|issue:45375", + "issue:43452|issue:44488", + "issue:45042|issue:45081", + "issue:28282|issue:34689", + "issue:43742|issue:44589", + "issue:43526|issue:45479", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:43531|issue:44821", + "issue:28282|issue:29127", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:43582|issue:44977", + "issue:44484|issue:44704", + "issue:44625|issue:44877", + "issue:44514|issue:45290", + "issue:42175|issue:44938", + "issue:41762|issue:44936", + "issue:43452|issue:43577", + "issue:43452|issue:44843" + ], + "prepared_review_unit_hash": "788566eb40f0592aff304aa0d4654938c3392fb4e3c726170eedaf1e9999de6e", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35558, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous set of closed Transformers issues covering many unrelated bugs and regressions. None of the soft pairs look like the same underlying defect, so I reject all soft merges. The broadest representative issue is the gguf/from_pretrained loading regression, but it is still not a true duplicate hub for the others.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43452 is the broadest representative of the cluster because it covers core model/tokenizer loading failures in from_pretrained paths, but the surrounding issues are mostly unrelated, model-specific, or API-specific bugs rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the best overall issue to represent the cluster because it spans both AutoTokenizer and AutoModel loading failures and is the closest thing here to a central loading-regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different symptoms and code paths: FSDP CPU RAM-efficient loading vs disabling mmap on Strix Halo OOM." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated problems: GenerationMixin import failure vs TensorFlow backend missing from a torch install." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different regressions: Qwen3.5 save_pretrained visual key bug vs tokenizer ID corruption across several models." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different areas: backend packaging for TensorFlow vs missing Qwen2.5-VL class export." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different bugs: init_empty_weights argument handling vs loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and likely different underlying paths." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic trust_remote_code field loss is not the same bug as Qwen3_5MoeVisionConfig dropping a specific field under @strict." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading, but one is a gguf/from_pretrained regression and the other is a specific model load failure." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems: PIL backend torchvision dependency vs Mistral regex patch crash." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to the Llama 3.2 Vision loading regression." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different failure modes: MobileLLM key error vs missing Float8 storage object." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is a BeitImageProcessorFast label reduction bug; the other is a multi-model zero-loss classification bug." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different models and different position/RoPE bugs; not the same concrete issue." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Dependency version bump is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are separate regressions." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError due to missing PyTorch is not the same as improving LayoutLMv3 box-validation error messages." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is chat template batching and the other is video vision_position_ids; different bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are separate config bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but they fail on different inputs and likely different edge cases." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging and Python 3.14 import failure are not the same issue." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 model loading error and trainer.evaluate() after train() are different failures." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf/from_pretrained loading failure is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf/from_pretrained loading failure is unrelated to offline mistral regex patch behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43295", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002" + ], + "soft_pairs": [ + "issue:44466|issue:45005", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:24643|issue:29127", + "issue:44936|issue:45823", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:30064|issue:33666", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:43643|issue:44561", + "issue:44843|issue:44991", + "issue:41720|issue:43906", + "issue:44464|issue:44743", + "issue:29159|issue:33357", + "issue:43653|issue:43927", + "issue:45491|issue:46002", + "issue:43531|issue:43742", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43688|issue:45440", + "issue:43550|issue:44361", + "issue:43577|issue:45588", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:32090|issue:34567", + "issue:43504|issue:44610", + "issue:43122|issue:43906", + "issue:28282|issue:35141", + "issue:32090|issue:33666" + ], + "prepared_review_unit_hash": "862d6cbd124dcc0ce3d8d958763fc17a541bb1ca3df187d31ebb96116cc02a89", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36592, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: tokenizer regressions, model-loading bugs, trainer/device-mapping issues, and unrelated model-specific failures. None of the soft pairs are strong enough to merge as true duplicates, so I rejected all of them. The most substantial and broadly documented issue here is the v5 tied-weights regression.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45005 is the broadest, most detailed user-facing regression report in the set, centered on tied-weights behavior in v5 and likely the best anchor for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 has the strongest writeup and the widest apparent impact among the listed issues, making it the best overall issue candidate in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a device-dependent serialization problem and the other is a broader translation-model regression; not clearly the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and failure modes (processor/tokenizer API breakage vs codec/mistral-regex issues)." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems entirely: DAC latent reconstruction vs Whisper batch decoding behavior." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-related error-message clarity are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate-after-train failure and Gemma4 device-mismatch are different code paths and symptoms." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities and a processor/tokenizer regression are unrelated model-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both involve tokenizers, but the BigBird special-token bug and MLuke task AttributeError are different failures." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "These are distinct tokenizer-loading/usage problems for different tokenizers and call paths." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image-processing segmentation-map handling and Qwen2-VL multi-GPU training are not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are special-token related, but they concern different tokenizers and different missing-token behavior." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype loading and RTDetrV2 output divergence are unrelated model bugs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing config fields while the other is a v5 API removal breakage." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline mistral-regex patching and tokenizer load failure for a specific model are different loading regressions." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "A800 auto device-mapping cuda assert and an isolated reproduction of another issue are not enough to treat as duplicates." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3_5 recurrent-state reset are different generation-path bugs." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency and a MacOS bus error with a CLIP model are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig token-ID persistence are different tokenizer/config issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a sliding-window attention embedding issue and the other is about classification head initialization/checkpointing." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a MobileLLM loading key error are not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and DiaConfig token-ID loss are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different problems." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models and DeepseekV3MoE divergence from remote code are related only at a broad theme level, not the same concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA on Bamba is unrelated to MLuke tokenizer AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype casting and flash_attention s_aux=None handling are different issues." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba torch.compile/SDPA failure are unrelated model bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading for Beit and packed-weight unpacking for BitNet are different loading paths." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast type error and TrainerState token-count tracking are distinct trainer issues." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit pretrained loading and OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer-version behavior change and an isolated reproduction of another issue are not enough to merge." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import missing and tied-embedding reinitialization are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast/type handling and Qwen2-VL multi-GPU training are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45704", + "issue:45803", + "issue:45812", + "issue:45987" + ], + "soft_pairs": [ + "issue:43452|issue:44451", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:33666|issue:36010", + "issue:43606|issue:43927", + "issue:43493|issue:43825", + "issue:43720|issue:43927", + "issue:44849|issue:45357", + "issue:43262|issue:43295", + "issue:43525|issue:43572", + "issue:43756|issue:44913", + "issue:28282|issue:33357", + "issue:44568|issue:45812", + "issue:28282|issue:32090", + "issue:43688|issue:43749", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43577|issue:44554", + "issue:43540|issue:44977", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:45803|issue:45987", + "issue:43688|issue:45704", + "issue:43334|issue:43572", + "issue:43756|issue:45083", + "issue:45200|issue:45229", + "issue:44488|issue:44843" + ], + "prepared_review_unit_hash": "ba92f0c082560d72e22770331c6185f3728d8e38aeecccae9e47a06a6cc8b3d6", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36255, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a mixed bag of unrelated model-loading, tokenizer, training, and device/runtime regressions. None of the provided soft pairs look like true duplicates or mergeable PR-equivalents; they mostly share broad subsystems or model families only.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45812 is the strongest canonical issue candidate: it describes a concrete, silent tokenizer regression with broad impact across all Granite models and a clear failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best issue to anchor this set because it is specific, user-facing, and broadly applicable within one regression family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load/import failures, but they concern different models and different root causes; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different object types and failure paths: MobileLLM key error vs AutoImageProcessor URL loading." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Unrelated: auto device mapping CUDA assert on Qwen3 vs chunked generation inconsistency with compiled forward." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are distinct issues." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Different models and bugs: CPU offload device mismatch vs DiaConfig token ID persistence." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task error message." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading bug for BitNet is unrelated to DiaConfig save/load token ID loss." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5, but one is output_hidden_states behavior and the other is save_pretrained key serialization; different bugs." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and processor/tokenizer image-handling regression are separate changes." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom class, but different configs/models and different missing fields; not a single underlying bug." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and GPTNeoX rotary_pct reload regression are unrelated config/model behavior issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch missing import error and MacOS bus error on a CLIP model have no shared root cause." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and distinct tokenization behavior." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Completely different failures: dependency import error vs Trainer broadcast TypeError." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different training bugs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer/multi-GPU bug versus a custom compute_loss signature mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs/example errors are not the same as an implementation discrepancy in SigLIP2." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype loading bug and MPS attention correctness issue affect different code paths and models." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is distinct from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading failure for Phi-4 multimodal is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a video-input regression across several models and the other is num_labels propagation." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "A broad exception-swallowing bug in FuyuBatchFeature is unrelated to StaticCache.get_seq_length return type." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different model families and failure modes: aux-loss normalization vs apex RMSNorm memory leak." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve missing token-id-like fields, but they are different configs, fields, and model families." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Both mention qwen3_omni_moe, but they target different helper/behavior bugs and are not the same defect." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only token-type defaulting and multi-GPU inference OOM are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading behavior, but one is a model-specific load failure and the other is HF_HUB_OFFLINE regression from an unconditional hub call." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43493|issue:43844", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:43257|issue:43299", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:43278|issue:43844", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43927|issue:44361", + "issue:43688|issue:45701", + "issue:43504|issue:43653", + "issue:44423|issue:44734", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44625|issue:45759", + "issue:44521|issue:45290", + "issue:43994|issue:44493", + "issue:44464|issue:45584", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:43688|issue:43873" + ], + "prepared_review_unit_hash": "788cf5b23f5e0dfd07909da9cfb2e6303703487a303361059a078bdbe7da8528", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36115, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad topic bucket, not a duplicate set: the items cover unrelated regressions in tokenization, multimodal loading, training, serving, CI, and model-specific config/device issues. The soft-linked pairs are mostly superficial similarity matches and should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster; the reports are too heterogeneous. If forced, issue:45701 is the broadest/version-regression-themed item, but it is not an umbrella duplicate for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45701 is the closest broad representative because it speaks to version-dependent tokenization behavior, but it still only covers one narrow slice of the cluster and should not be used as a canonical duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different bugs: SigLIP2 implementation discrepancy vs. gradient blow-up under HfDeepSpeedConfig/ZeRO-3." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id load failure and the other is from_config text_config unwrapping; different code paths." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example errors in SigLIP2 versus a regression in custom model code accessing processor.tokenizer and image inputs." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MoE-related, but one is weights conversion with accelerate+deepspeed and the other is model loading in dev; not the same failure." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression and lm_head.weight serialization inconsistency are different problems." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 OOM in multi-GPU inference is distinct from a device mismatch during forward with device_map=auto." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for Qwen2_5_VL class and missing Float8 storage are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading issue and Bark-small CPU offload device mismatch are unrelated model-specific bugs." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same as the ZeRO-3 gradient abnormality." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are 5.0-era init regressions, but one is StableLmConfig field handling and the other is unexpected _is_hf_initialized argument handling." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different import/runtime failures: Float8 storage lookup versus flash_attn KeyError on Python 3.13." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "CLIP bus error on macOS and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token ID loss and MLukeTokenizer task AttributeError are different tokenization/config bugs." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary loss normalization in MoE models is unrelated to a general tokenization version-change report." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT pretrained loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serving crashes, but one is multimodal continuous-batching tensor handling and the other is KV-cache continuation indexing." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Bark-small CPU offload mismatch and a stale GraniteSpeech CI test are not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 tp OOM and a PEFT version pin problem are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and PEFT version bump are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is not the same as unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is all-zero assistant masks and the other is a crash on tool-call assistant messages with no content." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsense outputs and unexpected position-id keys are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting after training failure are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient abnormality and Phi-4 multimodal load failure are different issues." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer extra-space bug and TrainerState token counter update bug are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention import version check are different code paths." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "MoE auxiliary-loss normalization and quantization/offloading behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44315", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45520", + "issue:45823" + ], + "soft_pairs": [ + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:29159|issue:32090", + "issue:15354|issue:38175", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43232|issue:44849", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:43295|issue:44610", + "issue:28218|issue:33357", + "issue:44554|issue:45356", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43493|issue:43701", + "issue:43572|issue:44987", + "issue:45200|issue:45325", + "issue:43572|issue:43957", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:43550|issue:43844", + "issue:43295|issue:43873", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:42490|issue:43696", + "issue:38175|issue:45412", + "issue:44514|issue:44521", + "issue:38175|issue:43493", + "issue:42915|issue:43824", + "issue:37428|issue:43824", + "issue:44442|issue:45198", + "issue:43653|issue:44112" + ], + "prepared_review_unit_hash": "6c27938e8cef748625cc8fb82e3e0e12c4fb710fbd1499682692fd6eab0fd18d", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37456, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports across different models, tokenizers, loading paths, and runtime features. I only found one plausible duplicate-style pair with the same concrete regression: missing `pad_token_id` on config objects for different models.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43334 is the strongest anchor because it describes a concrete, reusable regression (`pad_token_id` missing on a config object) and has a close counterpart in issue:43525.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal/model-input issues, but one is a video-processing error in Qwen3OmniMoe and the other is a Gemma4 text-only fine-tuning mask default; different code paths and symptoms." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated failures: compile/template-node error versus a Python 3.13 flash-attn import KeyError." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and Trainer `_gpu_broadcast_one` NoneType error are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability behavior." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is missing `mm_token_type_ids` defaulting and the other is a device mismatch in forward; not the same bug." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different problems: bfloat16 dtype mismatches versus save_pretrained/tokenization failure for Wav2Vec2." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to a Qwen3.5 hidden-states bug." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype change for embeddings does not match a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application with model_init is unrelated to Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both touch processors, but one is a processor/tokenizer API regression and the other is an input-size mismatch for OmDet-Turbo; different bugs." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior and MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer codec/regression behavior." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release issue are different categories of bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization inconsistency for tied lm_head weights is not the same as LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading/model config issues, but one is missing `pad_token_idx` in StableLmConfig and the other is a broad load failure for a specific model; not enough to unify." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 text-only fine-tuning mask default and Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing config field versus meta-device model loading breakage are different failures." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attn import-name failure and meta-device loading regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and batched video-shape bug are different issues." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same concrete regression: `pad_token_id` is missing on model config objects during loading, affecting different model classes but the same underlying code path." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a Qwen2.5-VL class and a DeepSeek tokenizer detokenization regression are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local path import warning and CUDA OOM are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is a batched-input crash with `padding=False` and the other is all-zero assistant masks; related area, but not clearly the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 zero probabilities and SigLIP2 HF-vs-JAX discrepancy are related to the same model family but describe different issues and likely different fixes." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a Qwen2.5-VL import error." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Flash-attention import symbol error and Qwen2.5-VL class import error are distinct import problems." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer failing for FastSpeech2ConformerTokenizer and Wav2Vec2 save/tokenization failure are different tokenizer-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue is unrelated to a GraniteSpeech CI device override test failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the only accepted soft-edge pair is supported by the shared `pad_token_id`-missing config error pattern. The remaining soft-edge rejections are conservative and do not overclaim duplication based on the titles alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:43450|issue:43575", + "issue:43827|issue:43901", + "issue:42490|issue:43493", + "issue:43819|issue:45083", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:45127|issue:45245", + "issue:44206|issue:45584", + "issue:37428|issue:43425", + "issue:45290|issue:45381", + "issue:44792|issue:45563", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43278|issue:43825", + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:43611|issue:43931", + "issue:44360|issue:44561", + "issue:43335|issue:43653", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:43550|issue:44112", + "issue:43388|issue:43526", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:39692|issue:44493" + ], + "prepared_review_unit_hash": "5d66608672f0418bd8940df1b2ee5b3a75222640c29fccf749ac32d294d2fb38", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37729, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated bug reports and regressions. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained reports; the rest are merely thematically similar, not the same underlying issue.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it has an exact duplicate in issue:45478 with the same title and apparent root problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue to anchor the cluster: it is a concrete, well-scoped bug report and the only one with a clear duplicate match.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: dtype regression in evaluation vs MoE training memory usage." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug is unrelated to Qwen2.5 tensor-parallel OOM." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different API deprecations and outputs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation mismatch are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different model/code paths: DAC latent consistency vs Qwen3 Omni feature-length helper behavior." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs batched video processor shape bug are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and GraniteSpeech stale device override test do not share the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch and AMP crash in a loss function are different failures." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-count limit are unrelated issues." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor center-arg regression and Whisper empty transcription failure are different code paths." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a removed helper is not the same as a Torch 2.10 compatibility issue." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and video vision_position_ids bug are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale generate warning are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer config bug and torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and output-length helper behavior are different problems." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss is not the same as D-FINE missing auxiliary losses." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different-output regression for Pegasus and recurrent-state reset in qwen3_5 are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 token-type defaulting and flash_attention auxiliary-state crash are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and stale pipeline error-message wording are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device mismatch, but they affect different models and mechanisms." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading breakage and Qwen3-VL shape mismatch are distinct model-loading failures." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example errors and BeitImageProcessorFast reduce_labels bug are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and unexpected position-id keys are different issues." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "SDPA/torch.compile failure and stale GraniteSpeech device override test are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "gather_for_metrics label truncation is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse layer creation bug and Beit pretrained preset loading bug are different problems." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/parsing failure is unrelated to Qwen3 Omni feature-length helper behavior." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate reports with the same title and same Qwen3.5 MoE from_pretrained error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the Qwen3.5 MoE from_pretrained issues are the only clearly matching duplicate pair, and the remaining soft-edge rejections are conservative given the titles and available metadata. No overstatement of evidence stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43854", + "issue:43927", + "issue:44112", + "issue:44292", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45042", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:45588|issue:45859", + "issue:29942|issue:32090", + "issue:43335|issue:45072", + "issue:38175|issue:44493", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:45593", + "issue:44292|issue:45520", + "issue:28218|issue:35141", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:43606|issue:44857", + "issue:44448|issue:44977", + "issue:44857|issue:45072", + "issue:43927|issue:45698", + "issue:43701|issue:45083", + "issue:43550|issue:45083", + "issue:34689|issue:35141", + "issue:29127|issue:32090", + "issue:40444|issue:43526", + "issue:44568|issue:45491", + "issue:45372|issue:45588", + "issue:44977|issue:45563", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:45459|issue:45712", + "issue:44493|issue:45042", + "issue:36010|issue:37428", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:44857|issue:45588", + "issue:45372|issue:45459" + ], + "prepared_review_unit_hash": "77d34fdea8fb174c48d7ae56bfd1b77a79d30125c1d2728a067ed212f4b1cb94", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37456, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous and does not contain a true duplicate core; the soft links mostly connect superficially similar regression reports across unrelated subsystems. No PRs were provided.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits the cluster well because the reports span tokenizer, model loading, training, export, and CI failures. If one representative is needed, issue 44462 is the cleanest self-contained regression report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the most broadly understandable and actionable representative of the set: a concrete, reproducible loading regression with clear user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch flash-attention/MoE-related code, but one is an AttributeError on sink-less models and the other is a CPU-offload incompatibility; different bugs and code paths." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are unrelated failures in different layers." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "One is a SwitchTransformers config construction bug; the other is a bfloat16 dtype mismatch during inference. Not the same underlying issue." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Both are model-output correctness complaints, but they affect different models and symptoms with no shared concrete code path." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading in BitNet and a GraniteSpeech CI device-override test are different problems." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4/v5 regressions, but they concern different models and tokenizer/decoder behavior." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "A sparse-layer config bug and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and post-init embedding reinitialization are distinct bugs in different parts of the stack." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen flash-attention generation failure and Gemma multi-GPU CUDA OOM are not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading issues, but one is a trailing-slash path warning and the other is a specific model test failure." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json selection and trust_remote_code breakage from is_torch_fx_available removal are different loading issues." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A trust_remote_code import break and a DeepSeek tokenizer regression are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP CUDA crash are separate runtime errors." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models, different symptoms, different code paths; both are just generation regressions." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "One is an image-loss AMP crash; the other is a SwitchTransformers/TimmWrapperModel dtype mismatch." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is lost token IDs and the other is loading the wrong custom module; not the same root cause." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and a qwen3_omni_moe helper function behavior issue are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Torch.compile/SDPA failure for Bamba and a feature-length helper regression are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression and output embedding reinitialization are different bugs." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error clarity and Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Both are vision/data-processing issues, but one is multi-image IterableDataset finetuning and the other is a label-reduction bug in an image processor." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Missing BOS/EOS on add_special_tokens and Gemma3 NaN embeddings are distinct tokenizer vs model-runtime bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure and a flash_attention AttributeError are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "A flash-attention generation failure and a stale warning about num_return_sequences are not the same issue." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export support problems and flash-attention sink-less-model crashes are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except tensor conversion bug are different processor-level issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hiding tokenizer errors when protobuf is absent and leftover dummy classes are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected position-id keys and unwanted torchvision requirements are different regressions." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and modules with no shared concrete failure path." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures and embedding reinitialization are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A trailing-slash load warning and a tensor-parallel OOM are different model-loading problems." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "A CUDA AMP crash in image loss and a flash_attention AttributeError are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import breakage and tokenizer exception handling with missing protobuf are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43653", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44610", + "issue:44734", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45823" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:45245|issue:45563", + "issue:44448|issue:44466", + "issue:45588|issue:45823", + "issue:43653|issue:44743", + "issue:43278|issue:43381", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:44186|issue:45198", + "issue:43994|issue:45412", + "issue:43066|issue:44462", + "issue:44451|issue:45520", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:44206|issue:44479", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:43065|issue:43994", + "issue:33357|issue:39692", + "issue:43421|issue:45491", + "issue:29127|issue:34567", + "issue:29942|issue:30064", + "issue:44734|issue:45406", + "issue:44610|issue:45412", + "issue:10000|issue:15354", + "issue:43756|issue:45440", + "issue:43873|issue:45229", + "issue:45372|issue:45406" + ], + "prepared_review_unit_hash": "6b36d4e35524595a207596d43304471287e4bc0854373377c6bdfe24b4a884c4", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36113, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the proposed soft pairs mostly share a broad subsystem or keyword, but they do not describe the same underlying bug/change. I would not dedupe any of the pairs, and there are no PRs to consider.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45406 is the most concrete, self-contained bug report in the set, but it should be treated as a representative issue only, not as a true duplicate hub for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs: Sam3PixelDecoder dummy Conv2d vs RT-DETR memory not released on deletion." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated failures: category cardinality limit vs stale paged-generate warning." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both concern v5 behavior, but one is generation output drift and the other is inconsistent lm_head.weight serialization." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py None handling crash is unrelated to Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug vs Qwen recurrent-state reset with cache are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same as gradient checkpointing being unusable in eval mode." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue vs DeepseekV3MoE implementation divergence are separate problems." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong results and RT-DETR memory leak are different model issues with different symptoms." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type mismatch and ignoring tokenizer.json are both tokenizer-related but not the same defect." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT loading failure and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is a different failure from Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but Qwen3Moe FP8 config failure and quantized model saving failure are distinct bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-extractor arg and Qwen video-input regression are different model/input-path issues." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export.export / torch_compilable_check issue does not match Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and SigLIP2 nonsensical outputs are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both touch vision-language models, but MacOS CLIP bus error and SigLIP2 docs/model-processor mismatch are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing update bug is unrelated to Gemma3 NaN embeddings on mixed-length batches." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different issues." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in transformers serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor input-size mismatch is not a duplicate of RT-DETR memory retention." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer dropout and DeepseekV3MoE divergence are different model implementation bugs." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and Gemma4 multi-GPU CUDA OOM are related only at a high level, not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure due to ReasoningEffort and Gemma4Processor _tokenizer missing are separate loading/serve failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:33357", + "issue:36010", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44554", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45440", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:42490|issue:43873", + "issue:43278|issue:43575", + "issue:43723|issue:44554", + "issue:43653|issue:44442", + "issue:45103|issue:45372", + "issue:43381|issue:43701", + "issue:41720|issue:45229", + "issue:43761|issue:45859", + "issue:43526|issue:45834", + "issue:45440|issue:45593", + "issue:43278|issue:43329", + "issue:29942|issue:36010", + "issue:32090|issue:33357", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:43824|issue:44279", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:44442|issue:45072", + "issue:43262|issue:44206", + "issue:42490|issue:43381", + "issue:42915|issue:43931", + "issue:43575|issue:43701", + "issue:44062|issue:45907", + "issue:43441|issue:45588", + "issue:43646|issue:44077", + "issue:43575|issue:44387", + "issue:44743|issue:44811" + ], + "prepared_review_unit_hash": "44102d8349a2dcd77a512eb5dbeab2bbc52bb4e58eff31e7d6fe41e4c466baa6", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35445, + "estimated_input_tokens": 8862, + "estimated_eval_tokens": 17980 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated issues across tokenizers, multimodal models, quantization/offloading, flash-attention, and a few v5 regressions. I do not see any soft pair that clearly refers to the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, issue:43873 is the most developed report (highest discussion/inbound refs) with a concrete reproduction, but the cluster is too mixed for it to be a true canonical for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Reject: trailing-slash local model import warning and quantization offloading problems are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Reject: dtype drift during evaluate and tensor-parallel OOM while loading a large Qwen model are unrelated failures." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Reject: AutoTokenizer loading regression and an MPS attention correctness issue do not share the same code path." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Reject: both involve tokenizers, but they affect different tokenizer classes and distinct loading/decoding bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Reject: auto_docstring annotation crash and mistral_common import breakage are unrelated import-time issues." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Reject: eval-mode gradient checkpointing restriction and resume checkpoint key mismatch are different training-flow bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Reject: both are GPU inference failures, but one is a cuda assert in Qwen3 device mapping and the other is a multi-GPU OOM in Gemma4." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Reject: CLIPVision hidden_states regression and Qwen3 MoE CPU-offload incompatibility are separate model-specific issues." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Reject: BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different image-processing failures." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Reject: DeepSeekV3 MoE divergence and D-FINE auxiliary-loss omission affect different models and code paths." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Reject: embedding dtype mismatch and multimodal token counting bug are unrelated regressions." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Reject: Flash Attention 2 test failures and GenerationMixin import errors are separate API/test breakages." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Reject: _gpu_broadcast_one NoneType error and MacOS bus error with CLIP are distinct runtime issues." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Reject: both are tokenizer-related, but the affected models and failure modes differ." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Reject: missing pad_token_id on Qwen3-VL text config and sliding_window behavior in Qwen3-MoE are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Reject: Qwen2_5_VL import failure and a generic dependency issue are not the same concrete bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Reject: flash-attention generation bug and category-count limit error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Reject: label reduction in BEiT and float16 AMP crash in LwDetrImageLoss are different image-model bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Reject: tokenizer loading failure and bfloat16 inference dtype mismatch are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Reject: audio chat-template sample-rate default and unsupported center argument in LasrFeatureExtractor are different audio-processing bugs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Reject: import warning on trailing slash and eval-mode gradient-checkpointing behavior are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Reject: Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different model-loading issues." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Reject: tensor-parallel OOM and resume-from-checkpoint key mismatch are not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Reject: AddedToken special-argument collision and list_repo_files revision forwarding are unrelated API issues." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Reject: both mention flash attention, but the failures are different (Ministral-3 generation vs sink-less s_aux handling)." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Reject: broad custom model initialization regression and patchtsmixer post_init policy are not the same change." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Reject: model-specific tensor-parallel OOM and increased reserved-memory under int4 quantization are related only at a high level, not the same defect." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Reject: recurrent-state reset in modular_qwen3_5 and Whisper batch_decode skip_special_tokens are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:41628", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44568", + "issue:44743", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:29127|issue:35141", + "issue:44977|issue:45584", + "issue:44464|issue:45491", + "issue:44479|issue:45290", + "issue:33357|issue:38175", + "issue:44964|issue:45440", + "issue:44442|issue:45803", + "issue:43316|issue:43525", + "issue:43761|issue:44079", + "issue:44442|issue:44898", + "issue:28218|issue:29127", + "issue:42907|issue:45698", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:43931|issue:45216", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:43761|issue:44188", + "issue:43550|issue:44743", + "issue:43720|issue:44442", + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:44568|issue:45479", + "issue:32090|issue:33290", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:44190|issue:44496" + ], + "prepared_review_unit_hash": "91bed33f055122fc9f6963fea9a243770cf8e813ae9b2af2e1f0319af4afc455", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36483, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, config, loading, training, quantization, and documentation problems. I do not see a true duplicate group or a safe canonical item for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the items describe different underlying bugs across different models and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue. If one must be chosen, issue 44964 is the broadest generic loading regression report, but it is not representative of the full set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: LayoutLMv3 error-message clarity vs embedding resize/post-init reinitialization." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation, but one is a Qwen3.5 flash-attention regression and the other is Whisper empty-transcription handling." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different failure modes and models: compiled chunked generation inconsistency vs Gemma3 NaN embeddings in mixed-length batches." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Both touch multimodal/chat paths, but one is a video-input regression and the other is a chat-template crash on tool-call messages." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Different models and symptoms: MacOS bus error on CLIP vs zero probabilities on SigLIP2." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated bugs: Phi-4 multimodal loading regression vs DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs a tensor-conversion exception-handling bug in FuyuBatchFeature." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API issues, but they concern different models and different missing fields." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Different layers: CLIPVisionModel hidden_states output bug vs generic ModelOutput key assignment behavior." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer load failure and Perceiver image-size interpolation failure are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing bug vs LayoutLMv3 error-message issue; no shared underlying defect." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different serialization problems." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM with Adafactor in DeepSpeed is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but one is a model-specific Llama vision break and the other is a general base_model_prefix issue." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Shape-mismatch loading failure vs incorrect checkpoint saving; related domain but not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading with quantization are separate concerns." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs docs still referencing removed pipeline APIs are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different code paths: CLIPVisionModel output bug vs attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to recurrent-state reset in Qwen3.5 modules." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate loading of packed BitNet weights vs AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config handling, but they affect different architectures and different unwrapping behavior." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Different import failures: missing transformers export vs missing mistral_common symbol for Gemma 4 processor loading." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Remote-code config field loss and GPTNeoX rotary_pct reload regression are different persistence bugs." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token regression is unrelated to the single-label-classification zero-loss issue." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Unsupported NoneType broadcast and DeepSpeed Adafactor OOM are unrelated training/runtime errors." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Different import/load regressions affecting different symbols and APIs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading behavior and Gemma3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script vs unrecognized model/config loading are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41950", + "issue:42175", + "issue:42617", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45584", + "issue:45656", + "issue:45698" + ], + "soft_pairs": [ + "issue:44077|issue:44479", + "issue:44855|issue:45137", + "issue:29127|issue:33357", + "issue:43540|issue:44514", + "issue:33290|issue:34689", + "issue:33290|issue:45656", + "issue:43316|issue:44877", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:43295|issue:43825", + "issue:25251|issue:28282", + "issue:44162|issue:44792", + "issue:43550|issue:43701", + "issue:41950|issue:43475", + "issue:43606|issue:43701", + "issue:44871|issue:45584", + "issue:43295|issue:44871", + "issue:45127|issue:45200", + "issue:43065|issue:44617", + "issue:43232|issue:43388", + "issue:33290|issue:35141", + "issue:43761|issue:44479", + "issue:42617|issue:43575", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:43673|issue:44743" + ], + "prepared_review_unit_hash": "640c77140d8ccdd10e621615bd58f93d31893681f88d51280377912b0481e4c0", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36112, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers issues spanning pipelines, configs, multimodal processors, generation, DeepSpeed, and model loading. The soft-similarity links are mostly superficial and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical duplicate exists here; the apparent similarities are broad subsystem overlap rather than the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must anchor the cluster, it should be a broad, user-facing regression like a pipeline or loading failure\u2014but none of these are strong enough to serve as a true duplicate umbrella.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different models and failure modes: optional post_init policy vs video input regression." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing error is unrelated to a DeepSpeed ZeRO3 deque failure." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMV3 error messaging vs MacOS CLIP bus error." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve multimodal/video processing, but the bugs are different code paths and model families." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed Adafactor OOM is unrelated to Llama 3.2 vision model loading regression." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but OOM from Adafactor is not the same as double optimizer steps." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but they concern different models and distinct config validation problems." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "TensorFlow install/backend packaging issue is unrelated to Gemma3TextConfig API mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both touch Mistral-family models, but one is lm_head tying and the other is FlashAttention compatibility." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and pipeline error-message regression are different failures." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Top_k output-shape bug is unrelated to missing PyTorch import error." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a Janus test failure are unrelated model-specific issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor selection bug is unrelated to a missing Sam3VisionEncoderOutput attribute." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are different bugs." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "EOS token config inconsistency is not the same as Whisper empty-transcription generation failure." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression and eos_token_id inconsistency are separate issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocabulary collapse is unrelated to Gemma 4 token-type defaults." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are not the same underlying bug." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync bug is unrelated to metric gathering dropping tuple labels." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed optimizer OOM is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video input regression are different model paths." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel launch failure and tensor-parallel OOM are separate parallelism issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file/from_pretrained handling is not the same as missing model_type in config.json." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM and MobileLLM key error are unrelated loading failures." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is broader and distinct from GPTNeoXConfig rotary_pct reload regression." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset field handling and wrong custom module loading are different save/load bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is not the same as recurrent state reset in modular_qwen3_5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:43761|issue:44242", + "issue:44077|issue:44534", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:43906|issue:45290", + "issue:43065|issue:44610", + "issue:44617|issue:45584", + "issue:44792|issue:44977", + "issue:43931|issue:44060", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:45127|issue:45357", + "issue:44521|issue:45381", + "issue:44737|issue:45803", + "issue:44462|issue:45907", + "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:44938|issue:45542", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:44077|issue:44877", + "issue:35141|issue:42490", + "issue:44112|issue:45600" + ], + "prepared_review_unit_hash": "3c9cec6954ea55ad5cf2a17eb9ec1c0e599ae4266f207b5aca45b31c5aa068d3", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35625, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose lexical group of unrelated issues, not a true duplicate set. I would not merge any soft pair; if forced to choose an anchor, issue 44534 is the broadest regression-style report in the group.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44534 is the broadest, most generic regression report in the set and is the least bad anchor, but the cluster is still not a real duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44534 is the most representative placeholder for the cluster\u2019s recurring v5/regression theme, though it does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: CLIPVision hidden_states regression vs MoE load-balancing loss omission." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "One is about optional post_init being disallowed; the other is about non-persistent buffers being initialized with junk." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is unrelated to an eos_token_id config mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models is a different code path from KV-cache continuation tensor indexing in serve." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "A reproduction of an older issue is not the same as the assistant tool-call crash; no concrete bug match." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and processor/model input-size mismatch are separate problems." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issues are different models and failure modes." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch on load is not the same as an incorrect tied-weights warning." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing bad outputs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both mention state/config behavior, but non-persistent buffer junk and rotary_pct reload reset are different root causes." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to a model-loading compatibility problem." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus generation test failure is not the same as CI breakage from removed Sam3LiteText mappings." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2 is unrelated to flash_attention handling of s_aux=None." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary and incorrect visual encoder keys are distinct save/load bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids are both multimodal, but not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU tensor creation in XLNet and a bare except swallowing errors in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate hub/loading issues." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig and a Python 3.13 indentation/parsing import error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile SDPA failure does not match a local dataset-loading script issue." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 loading failure and undefined tf backend from tensorboard-only installs are different environment problems." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python-version-related, but Python 3.9/3.10 support and Python 3.13 script parsing fail for different reasons." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and rotary_pct silently resetting on reload are different serialization/state bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init policy and GraniteSpeech strict config loading are separate config-validation issues." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize reinitialization and local-model path trailing-slash import warning are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech CI stale device override and Sam3LiteText auto_mappings breakage are different CI failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44336", + "issue:44464", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803" + ], + "soft_pairs": [ + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:44496|issue:45803", + "issue:43116|issue:44190", + "issue:45276|issue:45584", + "issue:45245|issue:45584", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:43295|issue:45276", + "issue:44464|issue:45563", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:44466|issue:44913", + "issue:44933|issue:45362", + "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:36246|issue:38617", + "issue:45563|issue:45584", + "issue:43643|issue:44496", + "issue:42490|issue:45632", + "issue:44964|issue:45600", + "issue:41950|issue:44016", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:42907|issue:43441", + "issue:43673|issue:44336", + "issue:43388|issue:43688", + "issue:44016|issue:44220" + ], + "prepared_review_unit_hash": "5438f46c73ff8e57fb0bdc4ca5f1e515d517bbb2eceded09dc257d0c08954933", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37085, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes like import/load regressions, generation issues, or config bugs, but none look like the same concrete defect. I would not collapse any of the soft edges, and there is no PR evidence in the cluster.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the clearest, well-scoped user-facing bug report in the set, but it is not a true duplicate anchor for the rest of the cluster; the cluster is too mixed to have a strong canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated: a generic data request vs an audio feature extraction bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Different failures: SwitchTransformers sparse-layer init vs local dataset loading." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Different code paths: model config loading vs bare except in tensor conversion." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different issues: empty multi-label classification outputs vs loading a local dataset." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: resize_token_embeddings/tied weights vs Whisper empty transcription handling." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-limit runtime error is unrelated to Whisper generation on empty transcription." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config bugs, but on different multimodal models and different missing fields." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different root causes." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma4 embedding resize behavior." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Generation inconsistency with compiled forward is not the same as a stale warning message." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different crashes in different layers: tokenizer padding/NER vs serve KV-cache tensor indexing." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Siglip2 zero-probabilities and Sam3PixelDecoder dummy-conv issues are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "FlexAttention compile failure on torch 2.9 is different from an import version-check bug." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Serialization/tied-weights behavior is unrelated to GPTNeoX rotary_pct reloading." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5 chat crash are different failures." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both touch weight tying/saving, but they are different models and different failure modes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import timing and unsafe sys.modules access are not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to trust_remote_code cache-path collisions." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Different trust_remote_code issues: removed helper API vs local cache path collision." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Separate missing-export problems for different symbols, not one underlying import bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning and a generation failure after align_special_tokens are not the same defect." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code field-loss in AutoConfig is unrelated to OLMo-Hybrid being unrecognized." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Trailing-slash warning on local model load is different from leaf-name cache collision." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading failure and stale auto_mappings references are separate issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test instability is not the same as Phi-4 multimodal model loading." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading problems, but they affect different models and code paths." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized models and FlashAttention failures are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked-prefill cache handling and ANSI output formatting are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label truncation and auxiliary-loss normalization are different training bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and `_torch_extract_fbank_features()` failure have no shared code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43650", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44496", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43295|issue:45335", + "issue:43531|issue:45600", + "issue:42175|issue:44279", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:45335|issue:45584", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43299|issue:45357", + "issue:44496|issue:45759", + "issue:43976|issue:45405", + "issue:44242|issue:45200", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:43479|issue:43525", + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:32090|issue:35141", + "issue:44279|issue:45405", + "issue:41950|issue:43650", + "issue:43295|issue:44779", + "issue:44462|issue:45081" + ], + "prepared_review_unit_hash": "62b749fa5b5267792373c3ee26edf2a4b4e9b481b197352711ac23b364748432", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37014, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated model-loading regressions, tokenizer/config bugs, documentation problems, backend/package issues, and one notebook syntax error. I do not see any soft pair that is the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items are not duplicates of one another and do not share a single underlying bug or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, #43824 is the strongest standalone report: it is a concrete import failure, has notable discussion and inbound references, and is more actionable than the more vague or docs-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both involve token/embedding behavior, but one is a processor/tokenizer regression and the other is a T5Gemma resize_token_embeddings bug in decoder weights." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto_mappings cleanup are unrelated code paths." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "A missing TensorFlow extra and a generic dependency complaint are too broad to be the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and a TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model loading and PIL image processor torchvision requirements are different failures." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL/MoE model loading and Qwen3.5 save_pretrained checkpoint corruption are separate regressions." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args not used and a tie_word_embeddings warning are not the same issue." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "T5Gemma embedding resize and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary loss logic are distinct." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs wording for TextClassificationPipeline and AutoTokenizer ignoring tokenizer.json are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen-family regressions, but they affect different APIs: loading vs save_pretrained key serialization." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config and from_config text_config unwrapping are different AutoModel code paths." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support/version compatibility and the PEFT minimum-version bump are unrelated dependency issues." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss computation and Gemma4 mm_token_type_ids defaults are separate modeling bugs." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code breakages do not share a concrete fix." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing HybridCache export and a broad import-error report after upgrade are not the same underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default sub-config initialization and Llama4Config missing pad_token_id are different config bugs." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Qwen2_5_VL import missing and image_utils import removal are different import/export issues." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer implementations." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and a TensorFlow backend dependency problem are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype initialization and Qwen3.5 checkpoint saving are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero-probabilities and Sam3Video OOM are not the same failure mode." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "A SigLIP2 docs example with runtime errors and a text-classification docs note are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading are separate model-specific issues." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer gpu_broadcast NoneType error and token-embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and unreleased PEFT version bump are not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Pipeline processor mismatch and a non-informative 'ADD THE DATA' issue are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer regression in one path and Deepseek tokenizer output corruption in another are different issues." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Ignoring tokenizer.json and crashing in _patch_mistral_regex are both tokenizer-related but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:43976|issue:44987", + "issue:44297|issue:44462", + "issue:43976|issue:44279", + "issue:44521|issue:45325", + "issue:45081|issue:45907", + "issue:43441|issue:45834", + "issue:43450|issue:44279", + "issue:45600|issue:45712", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:44261|issue:44263", + "issue:44623|issue:44749", + "issue:43441|issue:44683", + "issue:43653|issue:45593", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:43122|issue:43650", + "issue:44987|issue:45542", + "issue:44016|issue:44291", + "issue:44297|issue:45397", + "issue:44188|issue:44336", + "issue:43262|issue:44521", + "issue:43450|issue:44617" + ], + "prepared_review_unit_hash": "26bf7f05aad9da3089d6aec0c7ab8d250c31b2d4d2a9ac79b1de1edcfb90b1a5", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36127, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly over-inclusive: it mixes tokenizer, processor/chat-template, model-loading, attention-kernel, and repo-maintenance regressions. None of the soft pairs look like the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44462 is the best representative because it is a core tokenizer-loading regression with broad impact and the most general symptom among the tokenizer-related reports, even though the cluster itself is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the most reusable cluster representative: it names a widely affecting user-facing loading path and is closer to the common tokenizer/theme than the more model-specific or maintenance-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both are v5 regressions, but one is a Python-version support issue and the other is a model-loading failure; different code paths." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizers, but one is save_pretrained metadata mismatch and the other is AutoTokenizer ignoring tokenizer.json; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Generic dependency complaint vs Python-version incompatibility; no shared concrete failure mode." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal-related, but one is assistant mask generation and the other is rope index scaling for video/image positions." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer patch crash vs list_repo_files revision forwarding; unrelated subsystems." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 vs OCR index error in Kosmos2.5; different models and code paths." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug vs dependency issue; no overlap in underlying bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are cleanup-ish, but one is auto_mappings references and the other is dummy_pt_objects leftovers; not one bug." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d placeholder issue vs Perceiver resolution/interpolation failure; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized model offload loading failure; opposite directions and different failure points." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both mention Gemma4 embeddings, but serialization of lm_head.weight and resize_token_embeddings propagation are distinct issues." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Placeholder issue vs chat_template crash on tool-call assistant messages; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files vs zero3 from_pretrained failure; different APIs and failures." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: MLA layernorm epsilon precision issue vs torch.split return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Save_pretrained file omission vs performance regression after upgrade; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both are attention-related, but one is model-specific FlashAttention support and the other is compiled flex_attention on newer torch." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss logic; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression vs ESM2 model breakage; different affected paths." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device mismatch; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer attribute error vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but CamemBERT MLM output and DeepSeek tokenization are different concrete bugs." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for pipeline args vs SigLIP2 incorrect outputs; different issue classes." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration vs tf/tensorboard backend detection; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenization regression vs placeholder issue; no shared underlying change." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for one repository vs TensorFlow backend import issue; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax issue vs init_empty_weights constructor-argument regression; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata bug vs ZeRO-3 from_pretrained loading failure; different paths." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel branching bug vs ANSI codes in loading_report; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is audio sampling-rate defaults and the other is multimodal assistant-mask computation." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video processor shape bug vs CUDA OOM in Sam3Video; different symptoms and likely causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43299", + "issue:43352", + "issue:43525", + "issue:43596", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44964", + "issue:45003", + "issue:45081", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45584", + "issue:45593", + "issue:45701" + ], + "soft_pairs": [ + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:43901|issue:44246", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:16998|issue:22355", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:44336|issue:44485", + "issue:43352|issue:45250", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:45081|issue:45362", + "issue:44162|issue:45200", + "issue:44779|issue:45292", + "issue:44877|issue:45375", + "issue:43901|issue:45003", + "issue:45292|issue:45584", + "issue:36246|issue:43596", + "issue:45292|issue:45701" + ], + "prepared_review_unit_hash": "33b2eb2e6601cf5aadd12ce32c021d456d30b7d400442dc63a1c4016b0617060", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36155, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of transformers regressions and import/config issues across different models and code paths. The soft-similarity links are mostly superficial; I do not see any pair that clearly describes the same underlying bug or a PR that could plausibly unify them.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44561 is the most general upstream regression in the set: it names a concrete v5 core-helper removal that breaks trust_remote_code models, making it the best representative for the broader regression theme here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44561 is the strongest single issue to anchor the cluster because it is broad, actionable, and more infrastructure-level than the model-specific load/import failures around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different bugs: missing GenerationMixin cache during chunked_prefill vs CLIPVisionModel returning hidden_states=None. Same release era, but not the same code path." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id is a config-field bug; glm-4v-9b loading failed is a separate model-loading failure." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config attributes, but one is pad_token_id on Llama4Config and the other is trust_remote_code returning missing fields. Different root causes and models." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage import/type error is unrelated to Qwen3.5-35B chat crashing. No shared concrete failure mode." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs intermittent slow imports. One is documentation, the other performance/runtime behavior." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error and Python version compatibility failure are different issues, even though both are import-related." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI codes in loading_report output is unrelated to a wrong position_ids docstring." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention qwen-related v5 regressions, but one is LoRA compatibility on hf4.x/hf5.x and the other is Qwen3VL MoE loading. Not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error is different from gemma-4 zero3 from_pretrained loading failure." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern losses, but they are different models and different loss omissions (router/load-balancing vs D-FINE auxiliary losses)." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Unrelated: a DeBERTa model_max_length question vs missing transformers.onnx import." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdown sometimes is not the same as unrecognized model/config.json failure." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI output bug and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is a specific model not supporting it yet and the other is a generic flash-attn issue. Not enough to treat as one bug." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures in different packages/symbols: Qwen2_5_VLImageProcessor vs is_offline_mode from huggingface_hub." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different failure causes." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import is unrelated to Python 3.9/3.10 compatibility." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python-version compatibility is not the same as being unable to load a specific Phi-4 multimodal model." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked_prefill cache regression and trust_remote_code breakage from helper removal are different code paths." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import is slow sometimes vs Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access error and post-upgrade filtering slowdown are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Qwen3.5-35B chat crash are different model/tokenizer failures." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 regression and Gemma-4 mm_token_type_ids defaulting issue are separate model-specific bugs." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness regression is not the same as resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are different config-schema bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs text for return_all_scores and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings/output_embeddings mismatch is unrelated to Whisper empty transcription failures after align_special_tokens." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2_5_VL import error and deepspeed zero3/BertModel index error are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize behavior and version-dependent tokenization changes are different bugs, even if both touch tokenization-related areas." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45759" + ], + "soft_pairs": [ + "issue:45561|issue:45563", + "issue:43232|issue:44336", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:44987|issue:45459", + "issue:45375|issue:45759", + "issue:43065|issue:43408", + "issue:43262|issue:44246", + "issue:43257|issue:45137", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:42886|issue:45229", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:45003|issue:45561", + "issue:44060|issue:44077", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:43452|issue:45003", + "issue:44749|issue:45656", + "issue:43673|issue:43827" + ], + "prepared_review_unit_hash": "bd4cb50a564543be1158556033824fd7627deb1f36682508f6d6c68dc20f92e7", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37444, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items span unrelated bugs in tokenizers, generation, Deepspeed, model configs, vision/audio processors, docs, and testing utilities. The soft matches are mostly broad keyword/subsystem overlap, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the similarity links are superficial and the issues describe different underlying failures, not one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best representative exists; picking any single issue would misrepresent the cluster\u2019s mixed topics and code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Testing-utils race vs a stale generation warning; different symptoms and code paths." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation state update bug vs ANSI formatting in loading reports; unrelated subsystems." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug vs unsafe sys.modules access; no shared underlying defect." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config loading error vs module import safety issue; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure vs tokenizer exception masking; different failure modes." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field under strict parsing vs text_config unwrapping in from_config; related family, but not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d concern vs model-type mismatch warning; both SAM-related but distinct issues." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate default bug vs import slowness; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion vs DeepSpeed ZeRO3 deque error; both Deepspeed-adjacent but different problems." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Second-forward stale cache crash vs Gemma4 token-type defaults; different models and failure causes." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision output attribute bug vs Qwen3OmniMoe video-input validation error; unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "ZeRO3 from_pretrained bug vs optimizer step duplication; not the same code path." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug vs ESM2 breakage; different models and fixes." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Tied-weight serialization inconsistency vs resize_token_embeddings not propagating; both weight-related but not the same defect." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash vs flash-attention sink-less AttributeError; unrelated runtime bugs." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie-word-embeddings warning in fine-tuning vs flash-attention generation issue; different behaviors." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Model-tie warning vs stale num_return_sequences warning; unrelated warnings." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache tokenizer load bug vs Gemma4 multi-GPU OOM; completely different problems." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Generation cache missing in v5 vs KV-cache continuation indexing crash; both generation-related but distinct bugs." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque error vs stale auto_mappings config reference; no shared root cause." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug vs xdist file race; unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Wrong tied-weights warning vs PatchTSMixer post_init policy issue; no overlap in bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL shape mismatch vs tie-word-embeddings warning; different layers of the stack." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing import vs protobuf decode-error masking; unrelated import/runtime issues." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata bug vs processor save_pretrained missing files; both serialization-related, but not the same artifact or failure." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash vs Kimi tokenizer codec regression; different tokenizer behaviors and models." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs Chinese performance regression after upgrade; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic v5 custom model init breakage vs specific ESM2 breakage; not the same code-path problem." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save files issue vs Deepspeed optimizer double-step; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file loading breakage vs unsafe sys.modules access; different failure points." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade vs optimizer step called twice; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug vs documentation still referencing removed pipeline(); one is runtime, the other docs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45712" + ], + "soft_pairs": [ + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:43232|issue:43673", + "issue:44038|issue:44623", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:36010|issue:41628", + "issue:42175|issue:45712", + "issue:44038|issue:45310", + "issue:42222|issue:45200", + "issue:44496|issue:45561", + "issue:44964|issue:45137", + "issue:43377|issue:44242", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:42898|issue:44568", + "issue:30990|issue:35141" + ], + "prepared_review_unit_hash": "af9b9fd0213997b3416295ef82b842c1acbdde2495403a97e2c4122b01b1635d", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37182, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly heterogeneous, but there are now two exact-duplicate issue pairs: issue:42673/issue:43704 and issue:45310/issue:45478. The remaining soft edges are only thematic near-matches, not same-bug duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is a strong canonical issue anchor because it is part of an exact duplicate pair with issue:43704 and has the clearer, more specific repro description for the Qwen3ForCausalLM VRAM leak.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best overall issue candidate in this packet: it has an exact duplicate twin, a concrete failure mode, and a narrowly scoped bug report. issue:45310/issue:45478 is also an exact duplicate pair, but 42673 remains the cleaner canonical anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Different bugs: data filtering slowdown vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Different failure modes: quantized save_pretrained vs Qwen2.5-GGUF loading." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "One is an unspecified bug report; the other is a Gemma-4 ZeRO3/from_pretrained issue." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation internals, but the concrete code paths differ." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility vs processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError is unrelated to a loading hang." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance is unrelated to InternVL2 remote-code meta-init incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal model bugs affecting different fields/tensors." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different problems: missing fpn_position_embeddings vs AutoConfig missing fields with trust_remote_code=True." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import issues, but for different symbols and root causes." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash vs auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Different subsystems: SAM3 vision output vs tokenizer mapping logic." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving and missing pad_token_id are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same exact title and same Qwen3.5 MoE from_pretrained error; this is an exact duplicate pair." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related model family, but different concrete defects and code paths." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same Qwen3ForCausalLM VRAM-leak symptom in multiple dataloader threads." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Import errors for different symbols with different causes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 save_pretrained behavior are distinct issues." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained bug is unrelated to the Qwen3.5 MoE loading error." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and Qwen2.5_... import failure are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different APIs and breakages." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend composition issue vs dummy class leakage are different repo hygiene problems." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad Qwen MoE area, but different models and failures." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage and Gemma-4 token-type defaulting are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config vs pytest-xdist file race are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Multimodal model loading failure vs DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: padding-mask output mismatch vs load-balancing loss omission." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-worker file race vs auto_mappings cleanup are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs mismatch and xdist file race are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update bug and janus image-generation test failure are different problems." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer behavior changes, but they affect different APIs and outputs." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang and embedding reinitialization after resize are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice for issue:42673 vs issue:43704 is grounded, but the summary is not fully conservative: the packet also contains an exact duplicate pair, issue:45310 and issue:45478, with the same title ([BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error). The analyst rejected that pair and then said only one soft edge looks like a true duplicate, which is not supported by the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45834" + ], + "soft_pairs": [ + "issue:43232|issue:44188", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:42898|issue:45812", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:44295|issue:45656", + "issue:42898|issue:44448", + "issue:43673|issue:44188", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:43479|issue:44079", + "issue:43976|issue:44933", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:43479|issue:44869", + "issue:44206|issue:45103", + "issue:41628|issue:42757", + "issue:30333|issue:36331", + "issue:44297|issue:45310", + "issue:30333|issue:34689", + "issue:44222|issue:44484", + "issue:28282|issue:30333", + "issue:43723|issue:44977", + "issue:43232|issue:45834", + "issue:30333|issue:35141" + ], + "prepared_review_unit_hash": "adcca5c0b978272cdb2e408e087a38d2c803ed401559be66a53b0e73e98ba471", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38516, + "estimated_input_tokens": 9629, + "estimated_eval_tokens": 19514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, import/export issues, training/DeepSpeed bugs, multimodal config problems, and save_pretrained metadata issues. None of the soft pairs look like true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 42898 is the broadest tokenizer-v5 regression report and is the closest thematic anchor, but the set is too mixed to justify a strong canonical duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42898 is the best representative only in a loose sense because several other items are tokenizer-related regressions; even so, the cluster is not coherent enough for a confident single best issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different bugs: generation kwargs sync after `sync_gpus` vs attention-kernel divergence under `torch.compile`." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "`processor.save_pretrained` missing files is unrelated to a Qwen3.5 MoE `from_pretrained` load failure." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Runtime attention-kernel bug vs a docstring/metadata issue about `position_ids`." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different packages/models." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to the DeepSpeed ZeRO3 deque `IndexError`." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different code paths/models." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache continuation crash and auto-docstring `from __future__` annotation crash are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training is unrelated to the Adafactor/DeepSpeed OOM." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and missing BOS/EOS insertion are separate tokenizer bugs." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "A missing image-processor method in GLM46V is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both concern tokenizer regressions, but the models and failure modes differ." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing `_tp_plan` are different model-initialization/parallelism issues." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and symptoms." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version bump is unrelated to leftover dummy class leakage." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position-ids buffer reading and duplicate optimizer stepping under DeepSpeed are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "A tokenizer behavior regression is not the same as a Pegasus v4/v5 generation-output difference." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache missing in v5 during chunked prefill is unrelated to attention-kernel branching under compile." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from `image_utils` and leftover dummy classes in `dummy_pt_objects.py` are different export/import problems." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend packaging for `.[torch]` and a missing `image_utils` import are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is tokenizer config metadata." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config default-init bug and `ModelOutput` key assignment bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility failure is unrelated to the `image_utils` import issue." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch has nothing to do with DeepSpeed optimizer stepping twice." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but they affect different object types and different failure modes." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression is unrelated to missing processor save artifacts." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default config initialization and Whisper timestamp decoding crash are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor argument handling is unrelated to the auto-docstring annotation crash." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different packages and different missing symbols." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLflow reporting and `compute_loss` signature mismatch are different training issues." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to the Qwen3.5 MoE model load error." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job status reporting and Llama 3.2 Vision model loading are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and `max_shard_size` question are not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch during import is unrelated to MLflow not reporting failed training." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failure are different code paths." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update bug is unrelated to the Kosmos2.5 long-OCR index error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:44263|issue:45092", + "issue:43873|issue:44945", + "issue:44483|issue:45406", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:43479|issue:43644", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "issue:43723|issue:44871", + "issue:30990|issue:38175", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:22355|issue:28282", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:44945|issue:45753", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:43232|issue:45593", + "issue:43646|issue:46002", + "issue:30990|issue:33357" + ], + "prepared_review_unit_hash": "93188f7176c8ed217b65a7a3a5fb32f1a6831f8f2a7d96106d4e6b8733ed811d", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36257, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-similarity pairs are mostly false positives: they describe different bugs, different code paths, or different components, so none should be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated regressions and import/configuration bugs rather than one underlying defect.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a strong global representative because the cluster is heterogeneous; any single issue would misrepresent the rest.", + "best_pr_reason": "No PR is present to evaluate as a cluster representative.", + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different problems: DSA indexer split behavior vs meta-initialization compatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection in /v1/chat/completions is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring mismatch for position_ids is not the same as GLM-5 RoPE implementation logic." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Registering position_ids as a buffer causing read errors is unrelated to processor save_pretrained missing files." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Different DSA-related topics: torch.split return values vs a missing ReLU in the indexer." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "A processor batched-input crash is unrelated to an auto_docstring crash from future annotations." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization bugs are unrelated to non-persistent buffers being filled with junk." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Old remote-code checkpoint meta-init incompatibility is unrelated to saving wrong visual encoder keys." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision issue is unrelated to InternVL2 meta-initialization compatibility." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure in v5 is unrelated to eos_token_id mismatch for Gemma-3." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-transformers loading hangs are unrelated to zero probabilities in siglip2-base-patch16-224." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 training degeneration is unrelated to NaNs during checkout/init of classification heads." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they affect different symbols and likely different missing exports." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default multimodal config initialization is unrelated to rotary_pct being lost on reload." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split return values and a docstring for position_ids are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "A general FP8 accuracy issue is not the same as a Qwen3-VL-Moe bug report." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module is unrelated to AutoModel requiring PyTorch." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping is unrelated to missing BOS/EOS insertion in mdeberta-v3-base." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub is not the same as many import errors after a version upgrade." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache-loading failure is unrelated to quantized model saving failure." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel wrong outputs are unrelated to an infinite loop on a specific image in Qwen3_5." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken transformers env command is unrelated to a NameError when importing sentence-transformers." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and tokenizer decoder type are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning/config behavior is unrelated to the DSA indexer torch.split issue." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Broken custom model initialization/non-persistent buffers is unrelated to NaNs in classification heads." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hangs in sentence-transformers are unrelated to a MacOS bus error with a CLIP model." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43992", + 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"issue:43116|issue:45200", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:29127|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:39401|issue:44488", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:39401|issue:44521", + "issue:42757|issue:44351", + "issue:43784|issue:45446", + "issue:42907|issue:44222", + "issue:43122|issue:44977", + "issue:43992|issue:44704" + ], + "prepared_review_unit_hash": "50933c8a893496df240aff79cd824e74a26d8f24504caa0321d1101ef4bfe605", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37532, + "estimated_input_tokens": 9383, + "estimated_eval_tokens": 19022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of distinct transformer bugs: import failures, tokenizer regressions, model-specific config/save/load issues, and generation/training problems. The titles overlap lexically, but the concrete code paths and affected models differ, so I would not merge any of the soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45216 is the clearest, most self-contained regression report: it has a specific version boundary (since 5.4.0), a concrete failure mode, and a well-scoped save_pretrained checkpoint bug.", + "canonical_pr_reason": null, + "best_issue_reason": "45216 is the best standalone issue for follow-up because it is specific, actionable, and likely reproducible without broader context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Different bugs: buffer read/access error vs tokenizer_config.json saving the wrong tokenizer_class." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: AutoProcessor cached_file kwargs forwarding vs chat template crash on tool-call assistant messages." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific issues: Smollm3 RoPE layer omission vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "One is tokenizer behavior drift across versions; the other is a batched apply_chat_template crash with padding=False." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized save failure for Ministrals/Devstrals is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but they are different failures: one missing AutoImageProcessor, the other many imports after a major upgrade." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/config bug in MLA q_a_layernorm is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different failures: save_pretrained on dequantized Ministrals/Devstrals vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "One is failing to load a tokenizer in v5; the other is Deepseek producing incorrect tokenization results in v5." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both are AutoTokenizer-related, but FastSpeech2ConformerTokenizer load failure is a different tokenizer/model than the v5 loading issue." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Config/model-type warning for sam3_video vs runtime missing attribute on Sam3VisionEncoderOutput are different SAM3 bugs." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression across versions is not the same as all-zero assistant_masks for multimodal apply_chat_template outputs." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs/update bug is unrelated to the 2^24 category-count runtime limit." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in DSA indexer and GLM-5 RoPE implementation are different subsystems with no shared code path." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to degenerate training under flash_attention_3." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification returning empty results in an example script is not the same as Gemma 4 requiring mm_token_type_ids default zeros." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and tokenizer_class mismatch in tokenizer_config.json are different failure modes." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to loading Phi-4 multimodal instruct with latest transformers." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 box-information error message and Sentence Transformers load hang are unrelated issues." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug is unrelated to the position_ids buffer read error." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenization, but one is a versioned tokenizer behavior change and the other is a Deepseek-specific incorrect output regression." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to the multi-label classification example returning empty results." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized Ministrals/Devstrals save bug is not the same as gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and FP8 save_pretrained moe bug affect different paths and likely different model variants." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "These are separate import errors for different symbols: Qwen2_5_VLForConditionalGeneration vs HybridCache." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related family, but not the same bug: 45216 is a save_pretrained checkpoint regression, while 45478 is a from_pretrained error on Qwen3.5 MoE." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping is a different bug from multimodal assistant_masks being all zero." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Importing is_offline_mode from huggingface_hub and importing HybridCache from transformers are separate missing-symbol issues." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers NameError on nn is unrelated to the PyTorch version check for AuxRequest in flex_attention." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both involve save_pretrained, but Ministrals/Devstrals dequantized saving and FP8 moe saving are different model/serialization bugs." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Deepseek tokenizer regression and Qwen3.5 flash-attention generation problems are different model-specific failures." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to AutoProcessor not forwarding all kwargs to cached_file." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43381", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44297", + "issue:44466", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45081", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:22355|issue:28218", + "issue:22355|issue:29159", + "issue:43066|issue:44779", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:43493|issue:45753", + "issue:42831|issue:44297", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:38617|issue:45278", + "issue:43064|issue:43673", + "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:44625|issue:46002", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:22355|issue:29127", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:38617|issue:41628" + ], + "prepared_review_unit_hash": "89942a3e62dd4cdc94e5f17593d84ef136cd8b25e47581b09da4b7efea077316", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36989, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers bug reports with one plausible duplicate chain around post-upgrade import failures; the rest are distinct model/tokenizer/runtime issues.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, covering the general post-upgrade import-failure regression surface and best fitting the only plausible duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative issue to anchor triage because it can plausibly subsume the exact missing-symbol import error in issue:38617.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Different failures: missing transformers.onnx import vs tokenizer spacing after added token." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Import error and tokenizer slow/fast inconsistency are unrelated symptoms." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer-related, but different concrete regressions and model paths." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "One is generation config validation, the other is a RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading/base_model_prefix regression is unrelated to NaNs in classification heads." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings warning and missing image-patch helper are different areas." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support breakage is not the same as a PyTorch version-check bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both are vision/model quality issues, but they describe different models and bugs." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "FP8 accuracy regression and tokenizer save metadata mismatch are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling is unrelated to train/evaluate flow failure." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5, but one is save_pretrained key serialization and the other is a from_pretrained load error." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Similar model family, but not the same concrete code-path problem." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script empty results and pipeline() error messaging are distinct issues." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extraction length behavior and a version-check import issue are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script behavior and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation and stale warning logic are different issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": true, + "reason": "Specific missing import from transformers.configuration_utils looks like one instance of the broader post-upgrade import-failure regression reported in issue:45278." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and wrong offset mapping are different tokenizer bugs." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to flash-attention crashing on s_aux=None." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs in classification heads are separate defects." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to a version-check import bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizers and different observed failures; not the same regression." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure and LayoutLMv3 box-validation message clarity are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to pipeline-parallel output correctness." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-specific generation problems, but on different models and with different failure modes." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Weight serialization inconsistency and NaNs on init are not the same code-path problem." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency-version bump issue and import version-check bug are different concerns." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug and missing torchvision crash are different problems." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they affect different symbols and no concrete shared bug is evident from the titles." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45278 is a reasonable umbrella for the import-failure cluster, and the only accepted soft edge (38617 \u2194 45278) is conservative and supported by the titles. The other pairwise rejections are also cautious and do not overclaim beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43742", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:42673|issue:45072", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44484|issue:45310", + "issue:44291|issue:45071", + "issue:39401|issue:43421", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:42175|issue:42222", + "issue:44964|issue:45278", + "issue:44075|issue:45656", + "issue:42371|issue:44261", + "issue:43066|issue:43122", + "issue:43012|issue:43577", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:38617|issue:44220", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:42371|issue:42831", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:43874|issue:44263" + ], + "prepared_review_unit_hash": "a29438eb82c214356c71b69da3df99db7db68bbb908362f1b761a6e11b3ed5a7", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37702, + "estimated_input_tokens": 9426, + "estimated_eval_tokens": 19108 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity matches: the items span unrelated model-specific regressions, tokenizer bugs, dtype/precision issues, and packaging/import problems. No soft pair looks like the same concrete bug or change, so none should be merged as duplicates. A broad Transformers upgrade/import regression is the best issue anchor.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45278 is the broadest and most central regression-style report in the set, covering multiple import failures after upgrading Transformers.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best standalone anchor because it describes a wide upgrade breakage pattern that could plausibly subsume nearby import-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: VRAM leak in Qwen3ForCausalLM threading vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different bug shapes: missing qwen3next projections vs Qwen3.5 MoE from_pretrained load error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration is not the same as a broken Qwen3.5 save_pretrained checkpoint." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: shard-size configuration question vs Qwen3.5 MoE loading failure." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Different code paths: init_empty_weights argument handling vs PreTrainedConfig type checking regression." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Both tokenizer-related, but one is wrong offset mapping and the other is runtime post-processor updates; not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different models and symptoms: SAM3 tracker warning vs MobileLLM key error on load." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to the TensorFlow backend packaging issue." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation error is unrelated to unrecognized model/config.json loading." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is a general API acceptance failure and the other is a Qwen3.5 streaming-specific bug." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow optional dependency packaging is unrelated to VitPose model breakage." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Specific Phi-4 multimodal loading failure is not the same as broad import errors after upgrading." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer SGD argument handling is not the same as deepspeed calling step twice." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings warning and MLA RMS norm epsilon precision bug are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type regression and tokenization output changes are related in theme but not the same concrete defect." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compiler warning during bfloat16 compile is different from model components remaining float32 after loading." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Sharding-size question is unrelated to the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch count method in GLM46V is unrelated to MLA layernorm epsilon precision issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features() behavior." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained error are distinct model-loading problems." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings API and unexpected position-id keys are different regression classes." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure is not the same as PreTrainedConfig type checking." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Precision warning in bf16 compile is unrelated to the SAM3 model-type warning." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage is unrelated to tokenizer errors being masked by protobuf import handling." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failures on different models and symptoms do not indicate the same bug." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking regression in PretrainedConfig is unrelated to TensorFlow backend installation problems." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 control API warning and FineGrainedFP8 accuracy issue are distinct precision topics." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak under multithreaded dataloaders is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The isolated reproduction reference does not show the same underlying bug as the VRAM leak report." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Shape mismatch when loading Qwen3-VL-30B is different from the Qwen3-VL-Moe bug report." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal for tie_embeddings is unrelated to gguf_file breaking tokenizer/model loading." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "GLM46V image patch counting and GlmMoeDsaIndexer split outputs are unrelated model internals." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43381", + "issue:43408", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45200", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45561", + "issue:45588", + "issue:45859" + ], + "soft_pairs": [ + "issue:43408|issue:44368", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:43976|issue:44945", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:43097|issue:45588", + "issue:44062|issue:44117", + "issue:38617|issue:44351", + "issue:44964|issue:45071", + "issue:42673|issue:45200", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43931|issue:44410", + "issue:43502|issue:43992", + "issue:44964|issue:45341", + "issue:44261|issue:44485", + "issue:45341|issue:45859", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:43986|issue:45290", + "issue:43986|issue:45372", + "issue:42617|issue:45341", + "issue:43097|issue:43901", + "issue:45341|issue:45561", + "issue:43825|issue:44655", + "issue:43986|issue:45341", + "issue:43992|issue:44484", + "issue:45341|issue:45588", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:43012|issue:44368" + ], + "prepared_review_unit_hash": "b319016211b2e9c9609e181037256bca8c10f7628023ce1b3de180be1978d35b", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37489, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated issue reports (imports, loading, tokenizer/config warnings, model-specific bugs, pipeline behavior, offloading, etc.). None of the soft pairs appear to describe the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most active and broadly framed open issue in the set, so it is the best anchor for triage despite the cluster not being a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest activity/signals (discussion and inbound references) and is broad enough to serve as the representative issue for this noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings in different subsystems: SAM model-type mismatch vs tie_word_embeddings config warning for Qwen3.5." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor loading crash without torchvision is unrelated to save_pretrained shard-size behavior." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "One is a tokenizer mapping None-handling bug; the other is a model-specific load failure for physical-intelligence/fast." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility failure and pipeline-parallel output corruption are separate problems." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules and different code paths." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer state placement with FSDP2/PEFT is unrelated to Liger Kernel not applying under model_init." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3-family configs, but one is a missing projection in a model layer and the other is a config field being dropped." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed config API warning and flash_attention sink-less crash are unrelated issues." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer constructor argument conflict is not the same bug as TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures for different names and packages; no shared underlying defect is evident." + }, + { + "left": "issue:44964", + "right": "issue:45071", + "accept": false, + "reason": "Model-specific loading failure is unrelated to PreTrainedConfig type-checking breakage." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM with dataloader threads is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility issue and qwen3next missing projections are different model bugs." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs through AutoProcessor.from_pretrained is a runtime bug; _process_kwargs_parameters crashing under future annotations is a separate docstring utility bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch loading Qwen3-VL-30B-A3B-Instruct is not the same as missing qkv/gate projections in qwen3next." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and missing embed_tokens.weight are different from-pretrained failures." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model loading error and a testing_utils bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision mismatch is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "A testing utility bug and a CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are not the same issue." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor/torchvision import crash and tokenizer mapping None-handling are distinct failure points." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed API warning and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not share the same concrete bug." + }, + { + "left": "issue:43986", + "right": 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"left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading failure and gradient checkpointing in eval mode are separate problems." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Precision warning for bfloat16 compilation is unrelated to a tie_word_embeddings config warning." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:42994", + 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"right": "issue:45290", + "accept": false, + "reason": "Different request surfaces: chat/completions API acceptance vs tokenization crash on tool-call messages." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP v5 regressions, but one is attentions missing in outputs and the other is hidden_states=None; distinct failures." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different functional areas: FSDP2/PEFT optimizer-state bug vs GPT2 attention scaling being ignored in SDPA/FlashAttention." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Different model/pipeline issues: chat completions request handling vs Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different load failures for different models; no shared concrete code-path problem." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch vs serialization bug; not the same underlying issue." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs in unrelated model configs/outputs." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized-model saving and the other is saving Pipeline objects; different failures." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different problems: FlashAttention support gating vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different save/load regressions with different triggers and model families." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures from different modules/packages." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Both are v5 behavior changes, but one is tokenizer cleanup-space behavior and the other is decoder type selection." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different surfaces: base_model_prefix load regression vs Pipeline save_pretrained failure." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE-related model work, but these are different model families and different bugs." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Separate missing-config-attribute regressions for different models." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression vs Qwen3.5 checkpoint save regression; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE implementation issues affecting different models and behaviors." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "A reproduction of an earlier issue is not the same as an infinite-loop bug on a specific image." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: missing config attribute vs load-balancing loss omission in MoE." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different model loading problems with no shared concrete fix." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3.5 failures: MoE loading vs image-specific infinite loop." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "No shared code path: FlashAttention support check vs Python-version compatibility." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different from_pretrained failures for unrelated model families." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42548", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", 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"aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of import/load regressions and model-specific failures; none of the soft-similarity pairs look like the same concrete bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:42548 is the broadest, most user-facing import regression in the set ('cannot import name PreTrainedModel'), so it best represents the cluster's import/load failure theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42548 is the best representative issue because it is generic, high-impact, and not tied to a single model or test case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441 \u2014 Ministral-3 FlashAttention crash", + "right": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", + "accept": false, + "reason": "Different models and different failures: model-specific FlashAttention incompatibility vs attention scaling config being ignored." + }, + { + "left": "issue:43352 \u2014 NemotronHForCausalLM no Flash Attention 2.0 support", + "right": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", + "accept": false, + "reason": "Both touch attention backends, but one is an unsupported-model error and the other is a config-path bug." + }, + { + "left": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", + "right": "issue:45479 \u2014 single_label_classification num_labels=1 zero loss", + "accept": false, + "reason": "Unrelated subsystems: attention backend behavior vs sequence-classification loss computation." + }, + { + "left": "issue:44355 \u2014 Errors occur when running compiled Python files", + "right": "issue:44855 \u2014 DebertaV2Model import fails on Python 3.13 due to torch.jit.script parsing", + "accept": false, + "reason": "Both are import/runtime errors, but one is compiled-file handling and the other is a Python 3.13 TorchScript parsing issue." + }, + { + "left": "issue:43867 \u2014 load model error when state_dict sorted", + "right": "issue:45375 \u2014 Qwen3_5MoeVisionConfig missing deepstack_visual_indexes", + "accept": false, + "reason": "One is state_dict ordering during loading; the other is a missing config field being dropped." + }, + { + "left": "issue:41669 \u2014 Remove import * usage from models", + "right": "issue:44246 \u2014 import transformers takes long sometimes", + "accept": false, + "reason": "Code-style/import-surface cleanup versus import-time performance regression; not the same bug." + }, + { + "left": "issue:43352 \u2014 NemotronHForCausalLM no Flash Attention 2.0 support", + "right": "issue:45478 \u2014 Qwen3.5 Moe from_pretrained error on transformers>=5.4.0", + "accept": false, + "reason": "Different model families and different failure modes; unsupported FlashAttention is not the same as a from_pretrained regression." + }, + { + "left": "issue:43618 \u2014 CLIPOutput attentions is no longer assigned", + "right": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", + "accept": false, + "reason": "Both mention attention, but one is an output-field regression and the other is backend-specific scaling behavior." + }, + { + "left": "issue:36683 \u2014 Gemma3Config missing vocab_size", + "right": "issue:44117 \u2014 TOKENIZER_MAPPING_NAMES sometimes returns None", + "accept": false, + "reason": "Config attribute missing vs tokenizer mapping lookup returning None; different layers of the loading stack." + }, + { + "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", + "right": "issue:45561 \u2014 pytest-xdist workers race on captured_info.txt", + "accept": false, + "reason": "Both are test instability, but one is nondeterminism in a model test and the other is an xdist file-race in testing utils." + }, + { + "left": "issue:43064 \u2014 Trainer.train() FSDP2 + PEFT + cpu_ram_efficient_loading wrong optimizer states", + "right": "issue:44492 \u2014 Typo in Cache strategies", + "accept": false, + "reason": "Training-state corruption versus a documentation/wording issue; no shared code-path bug." + }, + { + "left": "issue:43097 \u2014 tie_embeddings_and_encoder_decoder removed without indication", + "right": "issue:43352 \u2014 NemotronHForCausalLM no Flash Attention 2.0 support", + "accept": false, + "reason": "API removal behavior and attention-backend support are unrelated." + }, + { + "left": "issue:43867 \u2014 load model error when state_dict sorted", + "right": "issue:45357 \u2014 Qwen3.5 save_pretrained writes incorrect visual encoder keys", + "accept": false, + "reason": "One is load-time ordering, the other is save-time key serialization; opposite directions and different mechanics." + }, + { + "left": "issue:43976 \u2014 Transformers 5.1.0 does not work with Python3.9+ but Python3.10+", + "right": "issue:44938 \u2014 transformers in Python 3.14 failed to load", + "accept": false, + "reason": "Both are version-related import problems, but they target different Python releases and likely different breakages." + }, + { + "left": "issue:43992 \u2014 UMT5Encoder.from_pretrained misses embed_tokens.weight", + "right": "issue:45478 \u2014 Qwen3.5 Moe from_pretrained error", + "accept": false, + "reason": "Different model architectures and different missing/loading semantics; too broad to be the same bug." + }, + { + "left": "issue:42490 \u2014 import warning when loading a local model from a path ending with slash", + "right": "issue:44075 \u2014 Optimizer SGD args are not used", + "accept": false, + "reason": "Local path handling during model loading is unrelated to optimizer argument handling." + }, + { + "left": "issue:43064 \u2014 Trainer.train() FSDP2 + PEFT + cpu_ram_efficient_loading wrong optimizer states", + "right": "issue:44655 \u2014 Unable to save Pipeline objects with save_pretrained", + "accept": false, + "reason": "Training optimizer-state corruption and pipeline serialization are different code paths." + }, + { + "left": "issue:36296 \u2014 tensor parallel training bug", + "right": "issue:43575 \u2014 Load Qwen2-57B-A14B-Instruct with tp lead to OOM", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a general training bug and the other is an out-of-memory load issue." + }, + { + "left": "issue:28282 \u2014 AutoModel requires PyTorch library but it was not found", + "right": "issue:33453 \u2014 Regression in tokenizer loading", + "accept": false, + "reason": "Different layers: backend dependency detection vs tokenizer-loading regression." + }, + { + "left": "issue:44360 \u2014 The DSA indexer lacks a ReLU", + "right": "issue:45440 \u2014 Native DeepseekV3MoE diverges from remote implementation", + "accept": false, + "reason": "Both are model/implementation discussions, but one is an activation detail and the other is a broader model parity issue." + }, + { + "left": "issue:43867 \u2014 load model error when state_dict sorted", + "right": "issue:44484 \u2014 Why max_shard_size in save_pretrained() is 50GB?", + "accept": false, + "reason": "State-dict loading bug versus a save_pretrained shard-size question; not the same issue." + }, + { + "left": "issue:44077 \u2014 patchtsmixer optional post_init should no longer be allowed", + "right": "issue:44380 \u2014 GPT2 attention scaling ignored with SDPA/FlashAttention", + "accept": false, + "reason": "Model config validation versus attention backend behavior." + }, + { + "left": "issue:43618 \u2014 CLIPOutput attentions is no longer assigned", + "right": "issue:44857 \u2014 LwDetrImageLoss crashes with float16 AMP and Cuda", + "accept": false, + "reason": "Output dataclass regression versus AMP/CUDA numerical crash; different paths." + }, + { + "left": "issue:43618 \u2014 CLIPOutput attentions is no longer assigned", + "right": "issue:44977 \u2014 Qwen3.5 cannot generate normally with flash-attention", + "accept": false, + "reason": "Attention-output field issue and generation behavior under FlashAttention are not the same bug." + }, + { + "left": "issue:43618 \u2014 CLIPOutput attentions is no longer assigned", + "right": "issue:45588 \u2014 flash_attention.py crashes on s_aux=None for sink-less models", + "accept": false, + "reason": "Both are attention-related, but one is missing output assignment and the other is a null-handling crash in a specific integration." + }, + { + "left": "issue:43901 \u2014 TextClassificationPipeline docs mention return_all_scores", + "right": "issue:44938 \u2014 transformers in Python 3.14 failed to load", + "accept": false, + "reason": "Documentation mismatch versus import/load failure on a specific Python version." + }, + { + "left": "issue:44655 \u2014 Unable to save Pipeline objects with save_pretrained", + "right": "issue:44938 \u2014 transformers in Python 3.14 failed to load", + "accept": false, + "reason": "Pipeline serialization and Python-version import failure are unrelated." + }, + { + "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", + "right": "issue:44964 \u2014 Cannot load Phi-4 multimodal model with latest transformers", + "accept": false, + "reason": "A flaky integration test is not the same as a model-loading regression." + }, + { + "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", + "right": "issue:44112 \u2014 Stale device override test in GraniteSpeech fails on CI", + "accept": false, + "reason": "Both are CI/test issues, but one is seed nondeterminism and the other is a stale device-override assertion." + }, + { + "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", + "right": "issue:45600 \u2014 auto_mappings.py references removed Sam3LiteText configs", + "accept": false, + "reason": "Test flakiness versus broken auto-mapping references; different root causes." + }, + { + "left": "issue:43502 \u2014 API requests are made despite local_files_only=True", + "right": "issue:44062 \u2014 AddedToken got multiple values for keyword argument special", + "accept": false, + "reason": "Network/local-files-only behavior is unrelated to tokenizer AddedToken construction." + }, + { + "left": "issue:44222 \u2014 FP8 save_pretrained moe", + "right": "issue:45125 \u2014 Qwen3_5MoeForConditionalGeneration missing _tp_plan", + "accept": false, + "reason": "Serialization in FP8 versus missing tensor-parallel plan; different features and failure modes." + }, + { + "left": "issue:42890 \u2014 SamHQModelIntegrationTest may fail without set_seed", + "right": "issue:45341 \u2014 A little bug in testing_utils.py", + "accept": false, + "reason": "Both touch tests, but one is a flaky model test and the other is an unspecified utility bug." + }, + { + "left": "issue:42548 \u2014 cannot import name PreTrainedModel from transformers", + "right": "issue:44351 \u2014 cannot import name HybridCache from transformers", + "accept": false, + "reason": "Both are missing-symbol import errors, but they affect different public symbols and likely different export paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45656", + "issue:45850" + ], + "soft_pairs": [ + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:43723|issue:44556", + "issue:42831|issue:43874", + "issue:43502|issue:44222", + "issue:43010|issue:44368", + "issue:43010|issue:45850", + "issue:43502|issue:44961", + "issue:44315|issue:44360", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:44222|issue:44230", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43010|issue:45656", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:43010|issue:43976", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "af4e06b4b1fe801b7c8299032766628089161adcf002acf785931ee3dafb6755", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38246, + "estimated_input_tokens": 9562, + "estimated_eval_tokens": 19380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, many about v5 import/loading regressions, but not the same underlying bug.", + "confidence": 0.29, + "canonical_issue_reason": "issue:45278 is the clearest umbrella-style report in the set: it describes broad breakage after upgrading to v5.5.0 and best matches the cluster\u2019s dominant version-regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative issue because it is broad, concrete, and version-focused; the others are mostly narrower model-specific or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network 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"issue:44556", + "accept": false, + "reason": "Int4 CUDA memory/OOM and checkpoint reload failures after upgrade are distinct bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "no_grad cache updates are unrelated to broad import errors after upgrade." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and reloading old checkpoints are different code paths." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy drift is not the same as a missing image-processor method causing AttributeError." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network requests despite local_files_only and FP8 save_pretrained are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache/no_grad behavior is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache update bug is not the same as a vague general complaint about v5 breakage." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only networking and an empty-named issue are not duplicates." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and a missing ReLU in the DSA indexer are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type checking are different regressions." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting and tensor-parallel training bugs are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file handling and pipeline save_pretrained failures are different issues." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the placeholder racoon issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are related only broadly, not the same concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are model-loading regressions, but they target different models and different failure mechanisms." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are different problems." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol import and a broken env command are not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache update no_grad behavior is unrelated to double optimizer steps under deepspeed." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading and tensor-parallel training are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI and PretrainedConfig type checking are different failures." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI and missing Qwen2_5_VLForConditionalGeneration import are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an ImportError for layer_type_validation do not share the same code-path bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue title and Gemma4AudioRelPositionalEncoding are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "These are both import errors, but for different missing symbols and likely different export paths." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad behavior and Python-version compatibility are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Importing layer_type_validation and a broken env command are different problems." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "The env command failure is unrelated to Python 3.14 loading issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs being ignored has nothing to do with the placeholder racoon issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and docs for return_all_scores are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing AutoImageProcessor and compiled-file errors are different failure modes." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "A precision issue in MLA layernorm and a missing ReLU in the DSA indexer are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files from processor.save_pretrained and an unspecified bug report are not the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44373|issue:44961", + "issue:44556|issue:45092", + "issue:45362|issue:45850", + "issue:43572|issue:45850", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43673|issue:44492", + "issue:45278|issue:45850", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:41669|issue:44492", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:44492|issue:45850" + ], + "prepared_review_unit_hash": "32bc410f996401225430c44f2a0297a9b1444d8f27ed70d69b1a686a04174ef9", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 41, + "serialized_chars": 38711, + "estimated_input_tokens": 9678, + "estimated_eval_tokens": 19612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers v5 regression reports, but the soft pairs do not look like the same underlying bug/change closely enough to merge as duplicates. The safest canonical anchor is the broad v5 upgrade breakage report.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the best anchor because it is a concrete, user-visible v5 upgrade regression report ('many import errors after update from 4.57.0 to 5.5.0') and is broad enough to represent the cluster theme without being as vague as the generic complaint issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest representative issue for the cluster: specific enough to be actionable, but still captures the recurring post-v5 breakage pattern seen across nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Different failures: lazy-loading/import behavior vs TF backend selection with tensorboard installed." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading internals, but one is a lazy loading regression and the other is unsafe sys.modules access; not the same concrete bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL models, but one is 2D box hallucination/error and the other is an infinite-loop case on a specific image." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "One is a Qwen3-VL-Moe from_pretrained bug, the other is missing _tp_plan for tensor parallelism; different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Vision output hallucination/error and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "One is the broken `transformers env` command, the other is checkpoint reload compatibility after v5 upgrade." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/import-time slowdown is not the same bug as missing GenerationMixin cache in chunked_prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing `pad_token_id` attribute in one config is not the same as a broad 'too many models break' report." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Wrong docstring for `position_ids` and 'racoon' are unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 compatibility issues, but one is generic checkpoint reload failure and the other is remote-code/meta-init incompatibility; not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash versus a vague broad regression complaint." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is a specific config regression, not the same as generic v5 breakage." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing `set_seed()` in tests is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor kwargs forwarding to cached_file and scheduler kwargs handling are different paths and failures." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import-time slowness is a performance complaint; lazy loading not working properly is a correctness bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning and Liger Kernel not applied with `model_init` are unrelated model-initialization issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support breakage is unrelated to a Qwen3-VL bounding-box/output bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 unsupported for NemotronH is a capability/guard issue, not the same as Qwen3-VL hallucination/error output." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained is unrelated to a vague bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "`position_ids` buffer access error is a concrete bug; the other issue provides no matching concrete symptom." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs are separate features with separate failures." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import cleanup/performance issues do not match a specific `HybridCache` import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup issue and a small testing_utils bug are not the same underlying change." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing generation cache in chunked_prefill is unrelated to a typo in cache strategy docs/code." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both mention broad v5 breakage, but 45278 is a specific import-error regression while 45850 is too generic to be the same underlying bug." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing `get_number_of_image_patches` in GLM46V is a specific multimodal API bug, not a generic v5 complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen issues with different symptoms: hallucination/error output vs from_pretrained failure on Qwen3.5-MoE." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "One is a policy change about `post_init`; the other is an AttributeError in tied-weight key extraction." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import performance/regression and cache-strategy typo are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Docstring confusion in `model.forward` and tokenizer loading regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star usage in models and inverse_sqrt scheduler kwargs are different subsystems and failures." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with `model_init` and flash_attention_3 training degeneration are different issues." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and cache strategy typo are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading malfunction are different bugs." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained support and tied-weight key handling are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A vague bug report and a specific Qwen3.5-Moe from_pretrained error do not describe the same bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading correctness and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is far too specific to be the same as a generic 'too many models break' complaint." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-406", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44485", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45290", + "issue:45310", + "issue:45468" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:41669|issue:44998", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44360|issue:44998", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "64d68b6242075b3d9272484a87342d99d6acf41d85dc693072a34f6e97a5c6ff", + "component_budget": { + "node_count": 406, + "item_count": 406, + "soft_pair_count": 1515, + "serialized_chars": 782188, + "estimated_input_tokens": 195547, + "estimated_eval_tokens": 391350 + }, + "budget": { + "node_count": 33, + "item_count": 33, + "soft_pair_count": 32, + "serialized_chars": 28206, + "estimated_input_tokens": 7052, + "estimated_eval_tokens": 14360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and heterogeneous. A few soft links point to model-loading / tokenizer / processor regressions, but the paired issues do not describe the same underlying bugs, so none of the soft edges should be merged as duplicates.", + "confidence": 0.27, + "canonical_issue_reason": "issue:31515 is the best representative of the small loading-regression subgroup: it is a concrete from_pretrained / checkpoint-loading report and is softly linked to several other loading-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Even though the overall cluster is too mixed for a true duplicate canonical, issue:31515 is the most plausible issue anchor because it sits closest to the repeated model-loading regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated areas: processor timestamp logic vs scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-* cleanup/perf issue is not the same as a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in model.forward is not the same as a model-loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docs wording issue vs ImportError from flash-attention utilities; different code paths." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel application with model_init is unrelated to remote-code/meta-init incompatibility." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE bug is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads is a different defect from RoPE implementation." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access bug is distinct from timestamp calculation in a processor." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings are unrelated to VRAM leakage in Qwen3ForCausalLM." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor save_pretrained missing files and timestamp math are different processor bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp calculation is not the same as a multi-thread VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is a different failure mode than Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is not the same as Gemma-4 audio rel-pos encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both tokenizer-related, but one is a behavior change across v4/v5 and the other is a specific decoder-type bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the unemployment issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is not the same as _get_tied_weight_keys crashing." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak bug is unrelated to the unemployment issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-* cleanup/performance issue is unrelated to the unemployment issue." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key crashes." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder type bug is unrelated to the unemployment issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Both mention loading/import problems, but checkpoint loading slowness is not the same as an ImportError for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to the unemployment issue." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job-status reporting and slow checkpoint loading are unrelated bugs." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness is not the same as a tensor-parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and confusing forward docs are different issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 Moe from_pretrained error are different problems." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both are loading-related, but slow checkpoint loading and tokenizer-loading regression are not the same concrete bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and FP8 support are separate feature gaps." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "707fb8a2de3e163d5a4729ecda422b6b46b9f7448a5d4a51ea6a6d8fa455d797", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates of each other. Two are clearly unrelated to the third: one is about TAPAS tokenization behavior, and one is about a bad auth/download error message for private models. The 'bert-base-uncased' load failure is the only broadly model-loading-related report, but it still does not match the other two concrete bugs.", + "confidence": 0.94, + "canonical_issue_reason": "If a single issue must represent the cluster, #16618 is the broadest user-facing model-loading failure; #13244 is a TAPAS tokenization mismatch and #15980 is an unauthenticated private-model download error, so they are not the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the most general and central of the three, but only as a loose umbrella for model-loading complaints\u2014not as a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different underlying problem: TAPAS tokenization discrepancies vs. a generic model load failure for bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Different failure mode: private-model download/auth error message vs. inability to load a public model." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "0df685d704b3424c12d1b9a5b507168531af46c0ff0fa30416b6f07dd3420edf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community-contribution tracking issues for different features: Flash Attention 2 support vs GGUF support. They share a generic template/category, but not the same underlying bug or change request.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical representative of the other; they track different architecture-support efforts and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "Community contribution: Adding Flash Attention 2 support for more architectures", + "right": "Community contribution: Adding GGUF support for more architectures", + "accept": false, + "reason": "Different requested capabilities and likely different code paths; same broad 'more architectures' framing is too generic to treat as a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-5", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:44370", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "50777b1cfdd8cce0e2a739f61ac8e222280d5a26e16dcd7590e574726e86d056", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6441, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6441, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mixed: two real language-specific translation requests (Turkish and Spanish) and three near-identical generic i18n template issues. The only true duplicates are the three placeholder issues; the language-specific ones should remain separate.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43834 is the earliest clean representative of the near-identical generic template issues, but it only canonically represents that duplicate subgroup, not the Turkish/Spanish requests.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the best single representative because it matches the three near-identical placeholder issues most closely and is the oldest of that set; the Turkish and Spanish issues are distinct requests, not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish translation request vs generic placeholder translation issue; different concrete request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish translation request vs generic placeholder translation issue; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Specific Turkish docs translation request does not duplicate the generic template issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages (Turkish vs Spanish), so these are separate translation requests." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Specific Spanish translation request vs generic placeholder issue; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Specific Spanish request does not match the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Specific Spanish request does not match the generic placeholder issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Both are the same generic i18n template issue with effectively identical title/body structure." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical generic placeholder issues; same underlying request template." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical generic placeholder issues; same underlying request template." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: 43834/44365/44370 are clearly near-identical placeholder issues by title/body similarity, and 27088 vs 28936 are distinct language-specific requests. The soft-edge verdicts are conservative, and the choice of 43834 as the oldest representative of the placeholder subgroup is supported by the timestamps." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "6b69f0ae6f37529145f62f4f08ef25db98fb9657cecb0755ef3620c6a89c7643", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20707, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20707, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of model-request issues, but they target different model families and even different modalities (vision, OCR, text, TTS, ASR, audio). I do not see true duplicates among them; they are thematically similar, not the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 41115 is the broadest and most representative model-request entry in the set, with active discussion and inbound references. It works best as a cluster anchor, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "41115 is the most general issue to use as a placeholder representative for this cluster, since the rest are distinct model additions rather than duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are different model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different models and different code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision support and LFM2.5 Audio support are not the same change." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request are different model families." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different modalities and implementations." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the sparse transformer request are different model changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different architectures and modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different models with different support work." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model additions, not one bug." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are distinct model families." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture and ModernVBERT are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are unrelated concrete changes." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE are related only broadly, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are different code paths." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and should not be merged as duplicates." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model-specific support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse transformer request are different model families." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model additions." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio-model support requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse transformer request are different concrete changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different model-specific support work." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models and tasks." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-7", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:46018", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "d4ae64bd6e14deed4f6fa0aca7fbdc5d9ebd2300b08cf030c1523e9b172b313f", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7186, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7186, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are mostly unrelated, one-off bug reports spanning different models and components. The soft similarity links look superficial, so none of the proposed pairs should be merged as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "#43668 is the cleanest narrow, self-contained issue in the set, but the cluster is not a true duplicate cluster; it is only a weak representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#43668 is the best single representative because it is concise and well-scoped, but it does not meaningfully subsume the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different models and bug types: Llama4TextL2Norm semantics vs ModernBERTConfig type hint." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and loss kwargs plumbing are distinct training-path bugs." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different models and code paths: Mask2Former vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Segmentation loss ignore_value bug is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Unrelated subsystems: Mask2Former loss handling vs quantization attribute typo." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different components and bugs: Mask2Former loss behavior vs ModernBERT config typing." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-function kwargs forwarding is unrelated to a config type-hint issue." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT config typing and tokenizer regex warnings are different issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correction in ModernBERTConfig is unrelated to the quantization typo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "09cf24a538b7243ed37d8160e4ea5ddc7fc2e9d86e70e3a45e249ac6ade89339", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different topics: block decoding vs. DeepSeek v3.2 support. There is no duplicate relationship here.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the titles and available evidence describe distinct features/problems with no shared targets or references.", + "canonical_pr_reason": null, + "best_issue_reason": "If one must be chosen as a representative issue, #43037 is more specific and actionable, but it does not cover #41084 and should not be treated as its duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying subjects; no evidence they describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "fc81e58897229290c95ddd7d2c3208bbf858044900cbba4ecbbdeb27a55dc5d8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both mention custom trainers and Trainer behavior, but they describe different problems: one is about `remove_unused_column` and input-column handling, the other is about estimating FLOPS for custom trainers. I would not treat them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue: the topics are related to Trainer customizability, but the concrete bugs/features are different.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the better anchor because it states a specific Trainer customization problem and is more actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share the broad theme of custom trainers, but the underlying issues are different code paths: unused-column removal vs FLOPS estimation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "8b76cf48e1afdff39c5fccae5ac6bd7df8ef87fa5343b766fbe566ccd33f0267", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Qwen model feature requests, but they target different model families and different auto-model capabilities: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #43684 is the broader, more foundational request and better represents the cluster topic because it concerns missing AutoModel registration for Qwen3-Omni, whereas #44405 is a separate class-specific support request.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the better issue to keep as the representative because it is the more general registry gap and has the clearest umbrella scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying features: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support. Same broad ecosystem, but not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "19e9d8053436a35da1cf893cfa8b421eacb64e9adb153dd26c05d8b61b6bfe83", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues titled \"huggingface\" are very likely duplicates of the same report; the \"Fett\" issue looks unrelated. I\u2019d keep the earliest huggingface issue as canonical.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43845 is the earliest of the near-identical \"huggingface\" issues and is the best canonical anchor for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best representative issue because it matches the other duplicate-sounding \"huggingface\" reports and was opened first.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete evidence they describe the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "\"Fett\" is not sufficiently connected to the repeated \"huggingface\" reports to treat as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No clear indication that this issue matches the repeated \"huggingface\" reports." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, very similar metadata, and close creation time strongly suggest duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same generic title and highly similar issue shape make this look like the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "These are near-identical \"huggingface\" issues and appear to be duplicate submissions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845 is the earliest of the three identically titled \u201chuggingface\u201d issues, and treating 43835 (\u201cFett\u201d) as separate is conservative given the title mismatch and lack of stronger evidence. The pairwise judgments among 43845/43846/43859 also stay within the evidence available (same title plus soft similarity), without overclaiming certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "bd720dc9b91eb9a909e7028bef90f2cbb8952d5110bac9e124757736227a6f2b", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is dominated by spam-like issues with generic or promotional titles. Only issue #44418 looks even remotely like a legitimate report, but it is still vague and undocumented. No pair looks like the same concrete underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "#44418 is the only non-spam, plausibly legitimate issue title; the others are clearly spam or promotional noise.", + "canonical_pr_reason": null, + "best_issue_reason": "#44418 is the best available issue for triage because it appears to be a real documentation request, while the rest are not actionable issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like '' issues with no concrete shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like '' issues with no concrete shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like; the other is a generic documentation suggestion. They are not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam-like issue versus promotional title; no shared actionable problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation request does not match a spam issue; no evidence of the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation request does not match a spam issue; no evidence of the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like, but the titles are not enough to show they are the same specific issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam-like issue versus promotional title; not the same concrete problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam-like issue versus promotional title; not the same concrete problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "b24c29dfe85e5ee05f4f9fa211c9356fc3960253666392f35f1d0ae0f5c74df4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear to be duplicates of the same Energy/N6 Arithmetic proposal, with identical titles and very similar bodies. Issue #45145 is the better canonical issue because it was created earlier and already has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is the earlier report and has an inbound reference, making it the best single place to consolidate discussion for this duplicated issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Both issues describe the same \"[Energy] N6 Arithmetic: 50-70% AI Training/Inference Energy Reduction \u2014 17 Techniques with Code\" topic, so #45145 is the better representative for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and highly similar body content; these look like duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the issues have identical titles, the pair is marked by soft similarity, and #45145 is earlier with an inbound reference. The summary and soft-edge acceptance stay appropriately conservative, so this is acceptable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "c3e8d90019ea7259f8f28d8cf4bfca8ae2aaaed9776f5a683be7d7ad6fcf0431", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both 4-bit inference issues, but they point to different bugs: one is a Gemma4 audio-module `torch.finfo()` dtype failure on uint8 weights, the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an assertion. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the stronger representative for triage because it describes a clearer, config-level regression with a more general repro path and more discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying failures and code paths: Gemma4 audio-module dtype handling vs. BitsAndBytesConfig skip-module masking behavior. Similar 4-bit context only, not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "eba167828cc66dd0ec803fdb550a239497330813816a21f589aa5a5cc68f81c1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated personal-name/date entries and do not describe the same underlying bug or request, so this cluster should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and birthdates with no shared problem statement, code path, or explicit linkage; they are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "e4e2d75fe3f38f542c41a60e6aa1ef7a4e05faf4db898ef83ffd26dd1df4be65", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated personal-name/date entries and do not look like duplicate reports of the same bug or request.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No clear canonical issue: both items are unrelated and equally unsupported, so neither should be treated as the duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial similarity in structure (a name plus date); the titles refer to different people and contain no shared bug, feature, or code-path context." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "743d1b191b0f5e07c3c0c72833a223ad90a1e19894e6d4432c423eab3db3a5c8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 appears to be a separate dataset-oriented topic with only soft similarity to the others.", + "confidence": 0.91, + "canonical_issue_reason": "45872 is a reasonable canonical choice because it has an exact duplicate in 45873 and is part of the more specific DataForge request pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is a reasonable best representative for the duplicate set because it anchors an exact duplicate pair and has the more specific DataForge-oriented framing, while 45869 is a separate dataset-focused topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a dataset promotion versus a prediction example; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a dataset promotion versus a prediction example; not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and apparent content; this is an exact duplicate issue pair." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance/DataForge themed, but they describe different requests: prediction example versus scraping service." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Both are finance/DataForge themed, but they describe different requests: prediction example versus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance/DataForge themed, but they describe different requests: prediction example versus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Both are finance/DataForge themed, but they describe different requests: prediction example versus scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and apparent content; this is an exact duplicate issue pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-pair judgments are mostly grounded, but the writeup overstates evidence in a few places. In particular, calling issue 45869 \"unrelated\" is stronger than the packet supports; the safer wording is that it is a separate dataset-oriented topic with only soft similarity to the others. Likewise, the claim that 45872 is the \"best representative\" because it is more substantive is somewhat subjective given the limited metadata. The exact-duplicate calls for 45870/45871 and 45872/45873 look fine, but the summary should stay more conservative overall." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-12", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45655", + "pull_request:43823|pull_request:44827", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "8ed8c6a46e4712c02694c42553aba2c8592dcebcb9038cf0de63bf88b5b70028", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32873, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32873, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Almost all pairs are unrelated model additions, refactors, or tests. The only true duplicate-looking pair is the two `fixed_cross_entropy` kwargs fixes for issue 43240 (`#43251` and `#43254`).", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "#43251 is the cleanest anchor for the only real duplicate pair: it explicitly targets issue 43240 and makes the concrete `cross_entropy` kwargs fix in `loss_utils.py`.", + "best_issue_reason": null, + "best_pr_reason": "#43251 is the strongest representative PR in this cluster because it is a focused, single-file bug fix with an explicit issue target; the rest of the PRs are unrelated feature additions or test/doc changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Videoprism model/docs addition vs executorch dynamic-shape test; different features and code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer method addition vs adding MobileLLM; unrelated model components." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fix vs executorch export test; no shared bug/change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness changes vs adding a new model; not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility bug fix vs Mistral4 test/integration work; different concerns." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test vs Mistral4 fixes; unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch test addition vs new MobileLLM model; not the same bug/change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs class config resolution fix; different code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition vs Falcon output-interface refactor; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor vs Mistral4 test fix; same broad area of models, but not the same concrete change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill addition; entirely different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs a broad `layrnorm` typo rename across CLIP-like models; not the same underlying fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes vs config resolution order fix; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "New MobileLLM model addition vs Mistral4 test fixes; no shared concrete bug or mergeable combined PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes vs model-creation skill; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model addition vs repository skill scaffolding; different artifacts and goals." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same `fixed_cross_entropy` code path in `loss_utils.py` to forward `weight`/`label_smoothing` to `nn.functional.cross_entropy` for issue 43240; they are mergeable into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The only clearly mergeable same-bugfix pair is #43251/#43254: they share `src/transformers/loss/loss_utils.py` and explicit issue target 43240, and both update `fixed_cross_entropy` to forward supported kwargs to `nn.functional.cross_entropy`. The other pair rejections stay conservative and are consistent with the listed diffs, which are mostly unrelated model additions, refactors, or tests." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "54c28aefea1b67a1442a2ed0f9da9e3219b5b74af3101911832c4c16bff59185", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two VibeVoice pull requests overlap on shared model-family plumbing, but they target different scopes: the first adds the base VibeVoice implementation, while the second adds VibeVoice Realtime plus an acoustic tokenizer and generation changes. They are related feature work, not duplicate fixes.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42781 is the more expansive and later VibeVoice submission, covering the realtime/tokenizer additions on top of the base model integration, so it is the better representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 42781 is the strongest single representative because it includes the broader end-to-end VibeVoice stack and is closer to the final intended feature set than the initial base-implementation PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: both touch the VibeVoice family and auto-registry files, but 40546 is the base VibeVoice implementation while 42781 adds VibeVoice Realtime and a separate acoustic tokenizer with additional generation/model changes. They are not the same concrete code-path problem and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "7a7455b975644050eca8534bc945db39e4a8d5bc6ade379f942340a2b755d078", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. The soft similarity is superficial and does not indicate the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #41224 is the cleaner representative of the cluster only in the sense that it is a self-contained API feature addition; PR #40755 is a different model family and broader forecasting change, so the pair does not form a duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the best standalone PR here because it is a focused model-support addition with a clear scope, while PR #40755 targets an unrelated TimesFM covariate feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different capabilities; no shared code path or mergeable common fix. Similarity is only at the generic level of adding support/features." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "d0c3de3f98aea07effb552334fdf23c93d931ec0bec7e44a6d84a43f6752ffbe", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all new model integrations with similar Hugging Face boilerplate, but they target different model families and different code paths. They are not duplicates and should not be merged into one change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: DeepSeek OCR, Isaac, and Kimi2-6 are distinct model-addition PRs, not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a better duplicate representative than the others; each is a separate model integration with different files, configs, and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Add deepseek ocr vs Add new model: Isaac are different model families and different integrations; shared auto-mapping/docs boilerplate is not enough to treat them as the same change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Add new model: Isaac and Add new model: Kimi2-6 add different models with different configs/model code; they share only generic model-onboarding scaffolding, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "4ed708e668b871d68c11a189d622d94c60d4817cd66e20670face28b52be8e86", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are broad GitHub Actions dependency bump/maintenance changes, but they target different action families and different upgrade goals, so they are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative of the cluster because it has the clearest specific goal: upgrading workflow actions for Node 24 compatibility across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest cluster anchor since its title and diff align around a concrete platform-compatibility upgrade, while 42976 is a separate latest-version bump for a different set of actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They overlap on some workflow files, but the actual changes are different action upgrades: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action and other workflow actions to newer versions. Same broad maintenance theme, not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "f9018bb772f6ebfb49c05935fdfd35ec7140d01f2f2440add6401a395934341a", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23521, + "estimated_input_tokens": 5881, + "estimated_eval_tokens": 12018 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23521, + "estimated_input_tokens": 5881, + "estimated_eval_tokens": 12018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated model-addition PRs plus one distributed-loading infra PR; shared files are mostly generic registry/docs updates, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits this cluster: the items target different models/features (ViT NEPA, Molmo, Molmo2, LFM2 Audio, CTSM, PP-OCRv6, and pipeline-parallel loading).", + "best_issue_reason": null, + "best_pr_reason": "PR 45838 is the broadest and most active model-support PR in the set, but it still is not a duplicate of the others and should not be used as a canonical merge target for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo. Shared docs/auto-registry files are generic and do not indicate the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo2. Overlap is only in registry/docs plumbing, not the same concrete implementation." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions; shared auto/docs edits are too broad to treat as one change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model ports with different codepaths and files; same naming theme is not enough for duplication." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model additions with no shared concrete bug or implementation target." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model support PRs; overlap is only in generic registration/docs files." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2Audio and PP-OCRv6 support different model families and modalities; they are not the same code-path fix/change." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel loading infrastructure is unrelated to PP-OCRv6 model support; this is a shared subsystem touch, not a duplicate fix." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM and PP-OCRv6 are separate model-addition PRs with different architectures and files, not one mergeable duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "5d27dbeb68cef3c306b3ec27043dc097b2e1d9145f348a0a3245dd50985cb478", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three pull requests are not duplicates: one is Whisper test/tokenizer cleanup, one is CLIP/ViT test edits, and one is a dequantization/FP8 loading fix. The only \u201csimilarity\u201d is very shallow test or fix wording.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits this cluster; the three PRs target unrelated code paths and different problems.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest standalone change because it has a coherent implementation theme and substantive code updates, but it is still not a good cluster representative since the others are unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both mention tests/fixes, but they target different models and different code paths. 43291 changes Whisper tokenizer/decode behavior; 43665 only edits CLIP/ViT test files." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test changes are unrelated to the FP8 dequant/loading fix in 44815. No shared underlying bug or mergeable combined change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "43665 is just test-file edits for CLIP/ViT, while 44815 is a real dequantization/loading fix across FP8 and model-loading code. Different bugs and different scopes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "2787d607d7d88d67765cfd3418f6783d636e896b4943a8139d63670e6cf55b88", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs with only superficial overlap on a Vit test file; they make unrelated changes and should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: one PR is a setup/version-bump and dependency tweak, while the other rewires CI/workflow and testing/notification code. They do not fix the same concrete change.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR is needed, 43532 is broader and more central to the shared test/CI area, but it is still not a true duplicate of 43488.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes: 43488 updates packaging/versioning and a test dependency, while 43532 changes GitHub workflows plus testing/notification utilities. Shared Vit test filename is incidental." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "2c3efa18e6a9ab0c8d241d313782fef3abca792ae583f1bab284e1f79de511b0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and registry plumbing, but target different tasks, model integrations, and test suites, so they should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifacts are present. If a representative PR must be chosen, PR #43613 is the broader implementation and touches more concrete model/pipeline integrations, so it is the better canonical exemplar for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the stronger representative because it includes the larger end-to-end pipeline addition and more model-specific coverage, but it should not be treated as a duplicate of #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Shared scaffolding only: the PRs add different pipelines for different tasks and model paths. #43612 is for concept segmentation (SAM3-focused), while #43613 is for visual segmentation (SAM/EdgeTam/SAM2/SAM3 tracker-focused). They are not the same underlying change and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "eee9333f56f78f2d18127dd5c4428853dd238335a1668da8908fac8dd8f58584", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate trainer extensibility PRs: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They share a file and theme, but not the same underlying bug or code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:43651 is the cleaner canonical PR for this cluster because it directly introduces a narrowly scoped trainer hook around loss scaling, whereas pull_request:43663 addresses a different trainer hook for input-column filtering.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43651 is the stronger representative because it has a concrete behavior change in training_step and a clearly defined customization point; pull_request:43663 is a separate trainer API refactor with a different purpose.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch src/transformers/trainer.py, but they modify different mechanisms: loss normalization during training versus signature-based column filtering. They are related trainer extensibility changes, not the same bug or mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "62a96e749242d6d3e8086ee9e600ded3cd09da3445b450ea7d1f1e7a0e7f681c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter, but they appear to fix different NameError causes: one is about annotation/runtime typing evaluation, the other about pydantic being absent. They should not be clustered as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the more narrowly targeted fix for the explicit pydantic/TypeAdapter import issue, with a small change scoped to guarding the TypeAdapter type reference under TYPE_CHECKING.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because it addresses a concrete runtime failure mode in serve.py with minimal surface area and a clear issue link.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch src/transformers/cli/serve.py and mention TypeAdapter, but 43656 fixes annotation-related NameError behavior while 43842 fixes the case where pydantic is not installed. These are related in file location, not the same underlying bug, and they would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "07388510c7fa2925c0aa787df4443a716c24f0dacaae583917484115a1692842", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84894, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75090, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a broad output-tracing refactor cluster centered on tracking issue 43979, but the PRs are split across many unrelated model families. Only a few soft edges are true duplicates within the same model/code path (notably GPT-J and GPT-Neo).", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43979 is the shared umbrella ticket for the standardized output-tracing refactor across models.", + "canonical_pr_reason": "PR 44722 is the best single representative PR: it is the most complete GPT-J/CodeGen implementation of the standardized tracing change and overlaps directly with the other GPT-J PRs.", + "best_issue_reason": "43979 best captures the common underlying change family that most of these PRs reference.", + "best_pr_reason": "44722 is the strongest canonical PR candidate because it most cleanly represents the concrete decorator-based output-tracing refactor in the GPT-J/CodeGen path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same umbrella refactor theme is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet output-tracing refactor is unrelated to DeBERTa's attention/output handling." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch GPT-J output tracing in modeling_gptj.py and appear to be the same decorator-based migration, with 44085 looking like a narrower slice." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet/RT-DETR-style tracing work is a different concrete change from EfficientNet's output capture refactor." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are different code paths; shared output-tracing wording is too broad." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor does not duplicate EfficientNet's model-specific tracing changes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are separate implementations with different tracing logic." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor and MGP-STR refactor are unrelated model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different model families; same decorator theme alone is not duplication." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model file, with near-identical decorator migration intent." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen is not the same concrete change as GPT-Neo's tracing refactor." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct model implementations with different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen tracing." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model-specific refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J changes are unrelated aside from broad output-tracing framing." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are separate model families with different output-tracing implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT changes target different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated models; shared standardization language is not enough." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete refactors, not the same change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate implementations with different tracing logic." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model families and different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model-specific refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR touch different models and output-handling code." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are distinct model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different code paths; same tracing theme is too broad." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 tracing refactor is separate from GPT-J/CodeGen tracing." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families with different output-handling code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different models; shared output-tracing infrastructure does not make them duplicates." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert target different code paths and output formats." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR changes are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated concrete implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer and GPT-Neo are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are separate code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBert are different models with different tracing needs." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific tracing refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are unrelated models." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different concrete code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are distinct model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated models." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different models." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different concrete refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa v2 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are different models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and VITS are unrelated concrete implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43979 is clearly the shared umbrella issue, and 44722 is a reasonable canonical representative for the GPT-J/CodeGen slice. The accepted soft-edge pairs are conservative and appear mergeable within the same model/code path, while the rejected pairs stay within distinct model families or unrelated implementations. I don\u2019t see evidence of overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "df22af97ff0323f5adb5a88a0521e1a1e07d8485d15dfa612ef078aa46c320bf", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84894, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A set of unrelated model-specific PRs that all refactor output tracing to the new standardized capture_outputs/can_return_tuple pattern. They share a theme, but they are not duplicates of the same change or bug fix because each targets a different model implementation and code path.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR stands out; if one representative is needed, PR 44129 is the most concrete/scoped example because it has an explicit issue target and a clearly defined model-local output-tracing refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest representative of the cluster theme: it has an explicit linked issue, a focused change in one model file, and a clear standardized output-tracing refactor compared with the more generic no-issue PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different models (FocalNet vs ImageGPT) and different layer classes; this is a shared pattern, not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations with different forward paths and files; the PRs are conceptually similar but not the same fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are distinct architectures with separate output-capture wiring, so these are not mergeable as one PR fixing one concrete code path." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These refactors apply to different model code paths (MPNet vs TextNet) and would not be duplicates beyond sharing the standardized output-tracing theme." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model files and changes; they share the decorator migration pattern but not the same bug or implementation." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different models with different output semantics and targets; the overlap is only in the refactor style, not the underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "fae434742e91129188709a39253cbf46bb32d28b494015d97a1a75d698cbe579", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of thematically similar but distinct PRs that refactor output tracing in different model implementations; they are not duplicates of one another.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each change targets a different model or model family and a different code path, so the overlap is only the shared output-tracing refactor pattern.", + "best_issue_reason": null, + "best_pr_reason": "If a representative is needed, PR 44003 is the broadest example of the pattern, but it still does not subsume the others and should not be treated as a duplicate canonical fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and files (timm_backbone vs upernet); same tracing refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model code paths; both refactor output handling, but not the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate model implementations with unrelated change scopes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and distinct output-capturing changes; not mergeable as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and forward paths; only the high-level refactor pattern matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and different output-tracing implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Model-specific refactors in unrelated files; not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Both touch output tracing, but on different models and code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder/decoder vs CNN model paths; not a duplicate fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate seq2seq wrapper change vs MobileNet output refactor." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families and distinct forward-signature changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models; same refactor motif but no shared bug or patch." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Falcon/Mamba tracing changes are a different code path from vision-text dual encoder." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate model implementations with unrelated output-shape behavior." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different tracing helpers; not one concrete change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model classes; no shared concrete bug beyond the general refactor theme." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Distinct model families and separate output-capturing logic." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; these are parallel refactors, not duplicates." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet segmentation vs RWKV recurrent model; not the same underlying change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model code paths and helper usage; not one patch." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/Mamba output tracing and SuperPoint output handling are unrelated model-specific changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and different forward semantics; only the refactor pattern overlaps." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated model implementations with separate changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen do not share the same concrete bug or patch." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and no shared code path." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are different model paths; not a duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model wrappers and distinct forward changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model architectures and unrelated output-tracing implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth estimation vs RWKV recurrent model; same theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and no common concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate wrappers with different patches." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and output APIs; not the same underlying change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different code paths and distinct refactor scopes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are unrelated model implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models with different changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Distinct model families and distinct forward/output handling." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate seq2seq wrapper vs DPR encoder refactor; not duplicates." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are completely different code paths; only the broad refactor theme matches." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and different output-capturing behavior." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model implementations with separate patches." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "ccbe23c84618f35a468962d079978a6b097875d4d39dc5efff64728e87fcaaff", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three distinct model-addition PRs for different systems (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share common Transformers scaffolding, but they do not appear to fix the same bug or implement the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45075 is the strongest standalone implementation: it is not draft, has substantial review activity, and includes a full model integration with docs, auto-mappings, tests, and conversion tooling.", + "best_issue_reason": null, + "best_pr_reason": "PR #45075 is the best overall candidate because it looks the most complete and mature among the three, with broad model coverage and no draft status.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and tasks: PenguinVL vs Voxtral TTS. The overlap is generic model-registration/docs scaffolding, not the same concrete code-path change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different additions for unrelated models: PenguinVL vs DeepSeek-OCR-2. Shared files reflect standard Transformers integration patterns, not duplicate functionality." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS target different modalities and implementations. Similar repo touchpoints do not indicate the same underlying bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "31a0adf5a9448934f252c9d1685c60586872a4b570ffc7937f47885a69b92f56", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicates: one introduces a general Module Fusion API, while the other applies kernel-based n-to-1 fusion through KernelConfig. The second appears to depend on or extend the first rather than fix the same concrete problem.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the generic module fusion API and test coverage, which the other PR appears to build on.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best representative of the cluster because it is the broader core API change rather than a specific example/use-case implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different scope and intent: #44979 adds the module fusion infrastructure, while #45363 wires KernelConfig into model loading for n-to-1 kernel fusion. They share the fusion theme but are not the same underlying code-path problem and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "50840b798b616c29a249368fb89a56b4e245881061dda96d480011a3096c77ab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` for the Mistral regex/tokenizer patch and target the same issue; one is essentially a more complete version of the other with tests.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45081 is the shared explicit target for both PRs and is the underlying bug report they fix.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same code fix and also adds tests, making it the more complete change.", + "best_issue_reason": "Issue 45081 is the only issue in the cluster and is the clearest representation of the underlying bug.", + "best_pr_reason": "PR 45317 is the strongest PR candidate because it contains the same fix as 45086 plus test coverage, so it is the most complete patch for the bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete AttributeError fix in the same file, same explicit issue target, and the second PR looks like a superset with tests; these could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "cf56d398d87386e6dc77e95d6de35b8b6ec74ee3a47ee2d32496048759c90d7c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH changes, but they are not the same underlying PR: one is a refactor/backward-compat conversion and inheritance update, while the other is the larger NemotronH/NemotronHDense/NemotronHSparse split with docs and tests. Shared files are mostly from the same model area, not evidence of duplication.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 45115 is a focused refactor/conversion-mapping update, whereas 45569 is a broader model split and documentation/test integration change.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45569 is the better representative of the overall NemotronH follow-up work because it covers the concrete model split and user-facing documentation/tests, not just internal renaming/refactoring.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Different changes: 45115 updates conversion mapping and inheritance toward GraniteMoeHybrid, while 45569 introduces NemotronHDense/NemotronHSparse and related docs/tests. They share subsystem files but not the same fix or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "247a01a823aa4a9a95fc211220f0117bfb81199b50d8f1393a328e4b93fb75c1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related PRs for a heterogeneous-model feature, but they cover different layers of the work: one adds per-layer configuration plumbing, the other adds modeling/runtime support. They look like adjacent feature PRs, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader, more central implementation: it adds heterogeneous model support across cache, masking, modeling, and tests, making it the better representative of the feature cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest standalone representative because it covers the end-to-end runtime/modeling side rather than only configuration scaffolding.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They share the heterogeneous-config infrastructure, but #45333 is limited to per-layer config support while #45332 adds modeling/runtime behavior. They are related components of one larger feature, not the same concrete change that could be merged as a single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "8bb8ab76a8cbd2dd643b78cfb8c7d34fd4ad82a44e3d4c46017f6496f85b5c49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open Transformers PRs that are both typing-related, but they address different scopes: one is a broad repo-wide type-checking pass, the other adds specific typing protocols and modeling utilities support.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused and substantive typing change: it adds shared typing protocols/types used by core modules rather than just broad type-checking cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster because it introduces concrete typing infrastructure changes in core code paths, making it more central than the repository-wide annotation sweep in 45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are about typing, but they are not the same change: 45415 is a broad type-checking pass across many files and lint settings, while 45425 adds specific protocol/type helpers for modeling_utils, PEFT, and flash-attention-related code." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "43c11f686c89e7c065e4068962992cea701952255f7f1ed9109e3e70cc9bf216", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert-parallel loading behavior, but they fix different concrete failure modes: one targets EP + DeepSpeed ZeRO-3 config/loading serialization, while the other targets EP + FSDP2 where experts get overwritten during broadcast. They share a subsystem and one filename, but not the same bug or mergeable patch.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical representative because it addresses a more specific end-to-end loading corruption bug with a broader, coherent code change across the MoE/loading path.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it describes a concrete correctness issue, has multi-file implementation detail tied to that bug, and is more likely to be the primary fix in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs and different fix mechanisms: #45548 removes non-serializable config state and exposes EP status for Accelerate/ZeRO-3 loading, while #45662 prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. Shared EP context is not enough to merge them." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "7a548be00ee5ebded4e6dc4f41dfc07539fefcb8c8e948242c4aa86b09095586", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same underlying xdist collision problem around `captured_info` artifacts in testing/debug logging; PR 45645 is the broader, more complete version.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the most complete representative: it includes the xdist-safe `testing_utils.py` change plus the CI/workflow update needed to read multiple worker-specific `captured_info*.txt` files, and related preservation plumbing. PR 45639 is a narrower subset focused only on the library-side file write.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best canonical PR because it addresses the full end-to-end behavior change, not just the internal write-path fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs target the same concrete bug: xdist-safe handling of `captured_info` debug logs. 45639 is essentially the library-side subset of the broader fix in 45645, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46007-2", + "nodes": [ + "pull_request:46007", + "pull_request:46040" + ], + "soft_pairs": [ + "pull_request:46007|pull_request:46040" + ], + "prepared_review_unit_hash": "b551bd2a6c56d7d22e058d09c524819ca83a8de1b12ad27c5431dd97a9e957b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4433, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4433, + "estimated_input_tokens": 1109, + "estimated_eval_tokens": 2474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs reference the same tracking issue, but they are not the same change: 46040 includes the real code fix in Qwen2-VL smart_resize plus docs, while 46007 appears to be docs-only. I would not merge them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46040 is the better canonical PR because it contains the concrete code-path fix in src/transformers/models/qwen2_vl/image_processing_qwen2_vl.py, whereas 46007 is only a documentation edit.", + "best_issue_reason": null, + "best_pr_reason": "PR 46040 is the strongest representative of the cluster since it directly addresses the OOM/hang bug in the model code and is not just a docs change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46007", + "right": "pull_request:46040", + "accept": false, + "reason": "They share the same issue target and a docs file, but 46007 is docs-only while 46040 adds the actual smart_resize code fix. That is not enough to treat them as the same PR change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260519T000033Z/analysis-runs/hybrid-model-20260519t000033z/manifest.json b/snapshots/20260519T000033Z/analysis-runs/hybrid-model-20260519t000033z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..498120f49461ef9ec488a002f8c9378f00e08e2c --- /dev/null +++ b/snapshots/20260519T000033Z/analysis-runs/hybrid-model-20260519t000033z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260519t000033z", + "artifacts": { + "hybrid": "snapshots/20260519T000033Z/analysis-runs/hybrid-model-20260519t000033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260519T000033Z/analysis-runs/hybrid-model-20260519t000033z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-19T00:06:21Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260519T000033Z", + "variant": "hybrid" +} diff --git a/snapshots/20260519T000033Z/manifest.json b/snapshots/20260519T000033Z/manifest.json index 4904c80d223fd6c476846897d8e27cd79db4c6a3..c8bc3c0d09b4b4f94e8d8503182c6cf377a26128 100644 --- a/snapshots/20260519T000033Z/manifest.json +++ b/snapshots/20260519T000033Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 224 }, "extracted_at": "2026-05-19T00:00:33Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260519t000033z", + "runs": { + "hybrid-model-20260519t000033z": { + "analysis_id": "hybrid-model-20260519t000033z", + "artifacts": { + "hybrid": "snapshots/20260519T000033Z/analysis-runs/hybrid-model-20260519t000033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260519T000033Z/analysis-runs/hybrid-model-20260519t000033z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260519T000033Z/analysis-runs/hybrid-model-20260519t000033z/manifest.json", + "model": null, + "published_at": "2026-05-19T00:06:21Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260519T000033Z", "watermark": {