diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 96e8cd1c1478825ec5705a81d9848043f77d58e9..2eb11cbfb08afe51ac5e5c1b291e5a44131bde38 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": "20260701T060031Z", - "generated_at": "2026-07-01T06:12:27Z", + "snapshot_id": "20260701T120019Z", + "generated_at": "2026-07-01T12:14:41Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1049,6 +1049,315 @@ } ] }, + { + "cluster_id": "cluster-43451-6", + "summary": "Cluster of 6 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], + "pr_numbers": [ + 43451, + 46836, + 46891, + 46961, + 46968, + 46977 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43451, + "right_pr_number": 46836, + "code_similarity": 0.238, + "size_similarity": 0.715, + "file_overlap": 0.152, + "area_overlap": 0.0, + "patch_similarity": 0.33, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "src/transformers/conversion_mapping.py", + "src/transformers/models/__init__.py", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 1361, + 1368 + ] + ], + "right_ranges": [ + [ + 885, + 892 + ] + ] + }, + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 627, + 659 + ] + ], + "right_ranges": [ + [ + 1380, + 1446 + ] + ] + }, + { + "filename": "src/transformers/models/__init__.py", + "left_ranges": [ + [ + 288, + 294 + ] + ], + "right_ranges": [ + [ + 450, + 456 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 385, + 392 + ], + [ + 813, + 819 + ], + [ + 933, + 939 + ], + [ + 1054, + 1060 + ], + [ + 1186, + 1192 + ] + ], + "right_ranges": [ + [ + 623, + 633 + ], + [ + 898, + 907 + ], + [ + 1102, + 1108 + ], + [ + 1228, + 1234 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 325, + 332 + ], + [ + 1081, + 1087 + ], + [ + 1900, + 1906 + ] + ], + "right_ranges": [ + [ + 495, + 501 + ], + [ + 1097, + 1103 + ] + ] + } + ] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46891, + "code_similarity": 0.002, + "size_similarity": 0.007, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.007, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46961, + "code_similarity": 0.004, + "size_similarity": 0.007, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.019, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46968, + "code_similarity": 0.022, + "size_similarity": 0.047, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.083, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46977, + "code_similarity": 0.003, + "size_similarity": 0.008, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.011, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 46891, + "code_similarity": 0.003, + "size_similarity": 0.009, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.008, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 46961, + "code_similarity": 0.005, + "size_similarity": 0.01, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.019, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 46968, + "code_similarity": 0.025, + "size_similarity": 0.066, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.08, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 46977, + "code_similarity": 0.004, + "size_similarity": 0.011, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.013, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46891, + "right_pr_number": 46961, + "code_similarity": 0.202, + "size_similarity": 0.935, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.102, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46891, + "right_pr_number": 46968, + "code_similarity": 0.03, + "size_similarity": 0.141, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.013, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46891, + "right_pr_number": 46977, + "code_similarity": 0.172, + "size_similarity": 0.86, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46961, + "right_pr_number": 46968, + "code_similarity": 0.038, + "size_similarity": 0.15, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.053, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46961, + "right_pr_number": 46977, + "code_similarity": 0.184, + "size_similarity": 0.92, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46968, + "right_pr_number": 46977, + "code_similarity": 0.034, + "size_similarity": 0.163, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.008, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-41211-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", @@ -1149,16 +1458,15 @@ ] }, { - "cluster_id": "cluster-46894-6", - "summary": "Cluster of 3 issues and 3 PRs centered on issue #46894.", + "cluster_id": "cluster-46894-5", + "summary": "Cluster of 2 issues and 3 PRs centered on issue #46894.", "status": "open", "confidence": 0.8, "canonical_issue_number": 46894, "canonical_pr_number": 46903, "issue_numbers": [ 46894, - 46897, - 46901 + 46897 ], "pr_numbers": [ 46895, @@ -2048,109 +2356,73 @@ ] }, { - "cluster_id": "cluster-46831-2", + "cluster_id": "cluster-43656-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46831, + "canonical_pr_number": 43656, "issue_numbers": [], "pr_numbers": [ - 46831, - 46978 + 43656, + 43842 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46831, - "right_pr_number": 46978, - "code_similarity": 0.113, - "size_similarity": 0.229, - "file_overlap": 0.182, + "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": 0.083, + "patch_similarity": 0.036, "shared_filenames": [ - "src/transformers/models/qwen3_5/modeling_qwen3_5.py", - "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py", - "src/transformers/models/qwen3_next/modeling_qwen3_next.py", - "src/transformers/models/qwen3_next/modular_qwen3_next.py" + "src/transformers/cli/serve.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/qwen3_5/modeling_qwen3_5.py", + "filename": "src/transformers/cli/serve.py", "left_ranges": [ [ - 466, - 474 - ] - ], - "right_ranges": [ - [ - 33, - 39 + 11, + 18 ], [ - 437, - 443 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py", - "left_ranges": [ - [ - 463, - 471 - ] - ], - "right_ranges": [ - [ - 33, - 39 + 30, + 36 ], [ - 434, - 440 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_next/modeling_qwen3_next.py", - "left_ranges": [ + 315, + 323 + ], [ - 620, - 628 - ] - ], - "right_ranges": [ + 665, + 671 + ], [ - 30, - 36 + 931, + 937 ], [ - 592, - 598 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_next/modular_qwen3_next.py", - "left_ranges": [ + 1843, + 1849 + ], [ - 461, - 469 + 1868, + 1874 ] ], "right_ranges": [ [ - 23, - 29 + 54, + 61 ], [ - 433, - 439 + 587, + 593 ] ] } @@ -2436,13 +2708,12 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-46894-5", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897, - 46901 + 46897 ], - "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -2464,6 +2735,28 @@ "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-43451-6", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 46836, + 46891, + 46961, + 46968, + 46977 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-6 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2535,15 +2828,6 @@ "target_issue_number": 46159, "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, - { - "cluster_id": "cluster-46831-2", - "canonical_pr_number": 46831, - "duplicate_pr_numbers": [ - 46978 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46831-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -2554,21 +2838,21 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-46894-5", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, 46958 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-46894-5", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 0 discussion comments plus 6 inbound references.", - "score": 166.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 156.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index ebcf79bc1af6f3938eee2ef95556ff4b1107e696..4ddafd3da31796df32cd6e85b0985ab4e3af82f3 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": "20260701T060031Z", - "generated_at": "2026-07-01T06:12:27Z", + "snapshot_id": "20260701T120019Z", + "generated_at": "2026-07-01T12:14:41Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -132,418 +132,352 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "2f811f2e920d66a277e7a03e2286cf312b291b2d0cacb07e93d3335e6e4ca450", + "prepared_review_unit_hash": "eb50bf6092c02fd0013ea6cb7544dd51ea11913c08673dad692e2c074a26980f", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46580, - "estimated_input_tokens": 11645, - "estimated_eval_tokens": 23546 + "serialized_chars": 46562, + "estimated_input_tokens": 11641, + "estimated_eval_tokens": 23538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous. I would only merge two soft edges as true duplicates: the Bert/DeepSpeed ZeRO-3 IndexError pair and the Qwen3.5 MoE rotary-embedding/offload pair. The remaining pairs are related by broad subsystem or wording, but not the same concrete bug/change.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43596 is the best canonical anchor for the ZeRO-3/Bert IndexError subcluster: it states the concrete failure mode clearly, and issue:43638 reads like the same bug with a slightly narrower phrasing.", + "summary": "This is a heterogeneous bucket with a few small duplicate subclusters, not one single underlying bug. The clearest duplicates are the ZeRO-3/BERT index error pair and the torch 2.4.1 incompatibility pair; most other soft pairs are unrelated despite superficial similarity.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43596 is the cleanest canonical anchor for the tight ZeRO-3/BERT index-0 duplicate pair (with 43638); the rest of the cluster splits into separate bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the strongest representative of the only clearly duplicated issue pair and is the most actionable target for de-duplication.", + "best_issue_reason": "issue:43596 is the best available issue to anchor the most concrete duplicate subcluster, but it does not represent the whole heterogeneous cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures in the Qwen3.5 family: missing config attribute vs streaming chat/completions behavior." + "reason": "Different Qwen3.5 problems: a missing config attribute vs a streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both mention hardware/backend problems, but one is GPT-OSS on AMD GPUs and the other is an MPS histogram op error; not the same bug." + "reason": "Unrelated failures on different hardware paths: AMD GPU runtime issue vs MPS histogram on Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model-specific failures: Mistral image/text dtype mismatch vs GPT-OSS GPU backend issue." + "reason": "Different models and code paths: Mistral image dtype mismatch vs GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/device related, but they affect different models and code paths." + "reason": "Autocast dtype mismatch and AMD GPU failure are not the same bug." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Unrelated model/example failures; no shared concrete failure mode." + "reason": "Different model/runtime issue from an official example breakage." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different MoE/model problems: AMD GPU execution vs invalid method call in GraniteMoEHybrid." + "reason": "Different underlying problems: GPU runtime failure vs GraniteMoEHybrid invalid-method call." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." + "reason": "DeepSpeed ZeRO-3 collective mismatch and ModernBERT ONNX export are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error and FineGrainedFP8 failure are separate model/tooling issues." + "reason": "ModernBERT ONNX export is unrelated to Qwen3Moe FP8 failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export-time ONNX failure and auto device-map CUDA assert are different code paths." + "reason": "Different failure modes and models: ONNX export vs Qwen3 auto device-map CUDA assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash vs RAG documentation freshness; not the same bug." + "reason": "Table QA crash and outdated RAG docs are unrelated." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export issue and GenerationMixin import error are unrelated." + "reason": "ONNX export error is not the same as the GenerationMixin import regression." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 doc cleanups, but they remove different references and would not be one concrete fix." + "reason": "Both are stale-docs issues from v5 removals, but they point to different broken references and pages." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking failure is unrelated to resuming training with trust-remote-code." + "reason": "Qwen3.5 embedding unpacking in SFT trainer is unrelated to training resume with local models and remote code." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume/trust-remote-code bug is unrelated to YOLO multi-GPU device-map failure." + "reason": "Different training/loading issue vs multi-GPU YOLO device-map failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape IndexError and Gemma4 PLE device mismatch are different forward-pass errors." + "reason": "Mask-shape mismatch and Gemma4 device mismatch are distinct bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but one is ZeRO-3/Bert initialization and the other is a mask/tensor shape mismatch." + "reason": "ZeRO-3/Bert index error is not the same as the mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert initialization bug is unrelated to resume/trust-remote-code behavior." + "reason": "Bert ZeRO-3 loading bug and resume-with-remote-code bug are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different IndexError families: ZeRO-3 empty tensor initialization vs mask/tensor shape mismatch." + "reason": "Different errors and code paths: ZeRO-3 Bert index error vs indexed tensor/mask mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different multimodal failures: mask indexing vs video token/feature mismatch in chat template." + "reason": "Mask-shape mismatch is unrelated to Qwen3.5 video-token/template mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask shape mismatch and GPT-OSS tensor-parallel failure are different problems." - }, - { - "left": "issue:46165", - "right": "issue:46468", - "accept": false, - "reason": "Training resume issue and Nemotron example breakage do not share a concrete failure mode." - }, - { - "left": "issue:44560", - "right": "issue:46165", - "accept": false, - "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to training resume with remote code." - }, - { - "left": "issue:34634", - "right": "issue:35545", - "accept": false, - "reason": "BarkProcessor voice preset bug and ModernBERT ONNX export are unrelated." - }, - { - "left": "issue:30277", - "right": "issue:43638", - "accept": false, - "reason": "DeepSpeed collective mismatch is not the same as ZeRO-3 Bert initialization IndexError." - }, - { - "left": "issue:43596", - "right": "issue:43638", - "accept": true, - "reason": "Same underlying ZeRO-3/Bert out-of-bounds IndexError during model initialization/loading; the titles describe the same failure with minor wording differences." + "reason": "Different problems: tensor shape mismatch vs GPT-OSS tensor-parallel issue." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call issue is unrelated to GPT-OSS tensor-parallel behavior." + "reason": "Liger-kernel cross-entropy routing and GPT-OSS TP failure are not the same bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different defects: DeepSeek detokenization in v5 vs LoRA merge/save/reload mismatch." + "reason": "Incorrect detokenization and LoRA merge/save mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA merge/save inconsistency are unrelated." + "reason": "Qwen-3 NVFP4 runtime error and LoRA weight merge inconsistency are different issues." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code model_class/config_class attribute errors." + "reason": "Voxtral processor failure and remote-code config_class AttributeError are unrelated." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are different model/back-end bugs." + "reason": "Mistral dtype mismatch is not the same as YOLO multi-GPU device-map failure." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpointing tensor recompute error is unrelated to the mask indexing bug." + "reason": "Activation-checkpointing/FSDP size recomputation and mask-shape mismatch are different bugs." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed training weight-shape error and DeepSpeed collective mismatch are different failures." + "reason": "Different DeepSpeed errors: weight dimensionality vs rank collective mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram op error is unrelated to YOLO multi-GPU device-map behavior." + "reason": "MPS histogram/Int backend issue is unrelated to YOLO device mapping." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3.5 MoE rotary-embedding/device-materialization bug: one report says CPU offload incompatibility, the other identifies uninitialized inv_freq after meta\u2192to_empty(cuda)." + "accept": false, + "reason": "Same component, but the reported failures differ enough to look like separate offload/materialization edge cases." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert IndexError and GPT-OSS TP failure are unrelated." + "reason": "Bert ZeRO-3 index error and GPT-OSS TP failure are unrelated." }, { - "left": "issue:34928", + "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation mismatch is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "DeepSpeed collective mismatch and CustomTrainer compute_loss kwarg regression are unrelated." }, { - "left": "issue:43596", - "right": "issue:45161", + "left": "issue:34928", + "right": "issue:36010", "accept": false, - "reason": "ZeRO-3 Bert initialization bug is unrelated to GPT-OSS TP failure." + "reason": "Activation-checkpointing/FSDP issue is unrelated to GenerationMixin import failure." }, { - "left": "issue:43716", - "right": "issue:45507", + "left": "issue:45237", + "right": "issue:46015", "accept": false, - "reason": "Different model-specific issues: Mistral dtype mismatch vs GraniteMoEHybrid invalid method." + "reason": "GPU runtime failure and RAG docs cleanup are unrelated." }, { - "left": "issue:45874", - "right": "issue:46294", + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "Both are Gemma4/Gemma-related multimodal issues, but one is an expensive reverse-embedding lookup and the other is a video token/feature mismatch." + "reason": "Liger-kernel cross_entropy call path and tensor mask shape mismatch are not the same bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and GPT-OSS AMD GPU failure are different." + "reason": "Qwen-3 NVFP4 runtime error and GPT-OSS AMD GPU failure are different model/runtime issues." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute missing for vLLM and Mistral tokenizer regex patch crash are unrelated." + "reason": "Gemma3 config attribute regression and Mistral regex patch crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Different Gemma4 bugs: device mismatch in forward vs costly reverse embedding lookup." + "reason": "Device-mismatch during forward and expensive reverse embedding lookup are different Gemma4 issues." }, { "left": "issue:45800", "right": "issue:46515", - "accept": false, - "reason": "Both are torch 2.4.1 incompatibility reports, but they are not clearly the same concrete failure and may target different stacks/versions." + "accept": true, + "reason": "Same torch 2.4.1 incompatibility theme; one is the specific transformers 5.8.0 report, the other the broader same-version report." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation-checkpointing issue and Qwen3 auto device-map CUDA assert are different problems." + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "General torch incompatibility and Qwen-3-8B-NVFP4 runtime failure are not the same bug." + "reason": "Torch 2.10 incompatibility and Qwen-3 NVFP4 runtime error are different issues." }, { "left": "issue:43828", - "right": "issue:45161", + "right": "issue:45685", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch and GPT-OSS TP failure are different issues." + "reason": "Autocast dtype mismatch and MPS histogram backend failure are unrelated." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm error and Mistral dtype mismatch are different code paths." + "reason": "Torch Dynamo tracing failure in Mixtral is unrelated to Mistral image dtype mismatch." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different model/runtime failures; only a broad 'inference issue' similarity." + "reason": "Autocast dtype mismatch and Qwen-3 NVFP4 runtime error do not share the same bug." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral dtype mismatch is unrelated to Nemotron example breakage." + "reason": "Mistral image dtype mismatch is unrelated to the Nemotron example breakage." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen-3-8B-NVFP4 error and TRL SFT embedding unpacking are unrelated." + "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5 embedding unpacking in SFT trainer are different bugs." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and MPS histogram op error are unrelated." + "reason": "GraniteMoEHybrid invalid-method call and MPS histogram backend failure are unrelated." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Mistral dtype mismatch and Qwen-3-8B-NVFP4 runtime error are distinct." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL SFT embedding unpacking failure is unrelated to GPT-OSS tensor-parallel behavior." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Mistral dtype mismatch and MPS histogram op error are unrelated." + "reason": "Different models and different failures: Mistral dtype mismatch vs Qwen-3 NVFP4 runtime error." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy issue is unrelated to TRL SFT embedding unpacking." + "reason": "Liger-kernel cross-entropy routing and Qwen3.5 embedding unpacking are unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and Bert ZeRO-3 loading IndexError are different model families." + "reason": "Both are ZeRO-3 index errors, but on different model families and likely different initialization paths." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions in v5, but one is about pipeline-task docs and the other about the run command; separate fixes." + "reason": "Both are docs issues, but one is about removed pipeline tasks and the other about the removed transformers run command." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch and MPS histogram op error are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Liger Kernel cross-entropy path and Phi-tiny-MoE autocast mismatch are different issues." - }, - { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "DeepSpeed collective mismatch and trainer loss-signature breakage are unrelated." - }, - { - "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import error are unrelated." - }, - { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "GPT-OSS AMD GPU failure and RAG docs issue are unrelated." + "reason": "Autocast dtype mismatch and MPS histogram backend failure are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy call and mask shape mismatch are different failures." + "reason": "Liger-kernel cross_entropy call path and tensor mask shape mismatch are not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge calls stay conservative. The two accepted pairs are well supported by the titles, and the remaining rejections avoid overclaiming duplicate status." + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The chosen anchor pair 43596/43638 is well supported by the matching ZeRO-3 index-out-of-bounds pattern, and the torch 2.4.1 pair 45800/46515 is a reasonable duplicate subcluster. The summary correctly frames the rest as a heterogeneous bucket rather than overstating a single root cause." }, "evaluator_used": true, "retried": false, @@ -614,8 +548,8 @@ "issue:46869" ], "soft_pairs": [ - "issue:43866|issue:46402", "issue:45800|issue:46304", + "issue:43866|issue:46402", "issue:43296|issue:46304", "issue:41762|issue:43596", "issue:39290|issue:41720", @@ -657,20 +591,20 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "8cf457eb55708644dd316cc1c5fc21b8c60d1dd6ff4e5336dfa29679d6b15cf5", + "prepared_review_unit_hash": "127156bd5053ac6c8a0bff52ade8088e33871098eb48d2ba23ed716d5c26586b", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40043, + "serialized_chars": 40044, "estimated_input_tokens": 10011, "estimated_eval_tokens": 20278 }, @@ -679,273 +613,273 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a noisy mix of unrelated issue reports. I only see two believable duplicate pairs: the v5 AutoTokenizer wrong-token-id regression, and the DeepSpeed ZeRO-3 index-out-of-bounds loading failure. The rest look like separate bugs, model-specific failures, or docs/version-compatibility issues rather than the same underlying change.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 45920 is the best canonical anchor for the clearest duplicate subcluster: it describes the v5 AutoTokenizer token-ID regression broadly across multiple model families, so it subsumes the narrower Granite-only report (45812) better than the reverse.", + "summary": "Most pairs are only loosely related by subsystem or symptom and should stay separate. The strongest duplicate signal is the v5 AutoTokenizer regression across Granite and other model families; the ZeRO-3 size-0 IndexError pair is the other plausible match, but the evidence here is still only suggestive rather than confirmed.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 45920 is the best issue to anchor the tokenizer regression cluster because it is broader in scope and explicitly covers multiple affected model families, while 45812 is the narrower Granite-only report.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the strongest representative issue in this set because it captures the widest shared failure mode with explicit regression framing and multiple affected models. The zero3 pair is separate and should not be merged into the same canonical issue.", + "best_issue_reason": "Issue 45920 is the best standalone representative because it has the broadest reported blast radius within the tokenizer-regression cluster and is the clearest central report in the packet.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43866", - "right": "issue:46402", + "left": "issue:45800", + "right": "issue:46304", "accept": false, - "reason": "Both are model loading/weight issues, but one is a corrupted checkpoint claim and the other is missing text-encoder weights; different model families and likely different root causes." + "reason": "Both are version-compatibility complaints, but they describe different breakages and code paths." }, { - "left": "issue:45800", - "right": "issue:46304", + "left": "issue:43866", + "right": "issue:46402", "accept": false, - "reason": "Both mention version compatibility, but one is a torch 2.4.1 / transformers 5.8.0 incompatibility and the other is a transformers 5.9.0 distributed-build regression; not the same bug." + "reason": "Different models and different failure modes: corrupted checkpoint vs missing loaded weights." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support regression are unrelated failure modes with different stacks and symptoms." + "reason": "vLLM model load failure and distributed-build incompatibility are unrelated issues." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "These describe the same ZeRO-3 out-of-bounds index failure during model loading/init; the model names differ, but the underlying bug appears to be the shared zero-sized tensor/indexing path." + "reason": "Same ZeRO-3 size-0 IndexError during model loading; only the affected model differs." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3TextConfig missing sliding_window_pattern in vLLM and Qwen3 auto-device-map cudaErrorAssert are different model/runtime failures." + "reason": "Different models and errors; one is a missing config attribute, the other a CUDA assert." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "One is a pipeline docs mismatch and the other is outdated docs about a removed command; same documentation area, but not the same issue." + "reason": "Both are documentation-related, but they concern different APIs and different fixes." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure and distributed support breakage are separate runtime incompatibilities." + "reason": "Storage-type failure and distributed-build compatibility are not the same bug." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU execution failure for GPT-OSS-20B is unrelated to the table-question-answering crash." + "reason": "Unrelated failures in AMD GPU support and table-question-answering." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Incorrect detokenization and outdated RAG examples are different problem types with no shared code path." + "reason": "Tokenizer detokenization bug and outdated RAG docs are separate issues." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy dispatch and Qwen3-vl video StopIteration are unrelated issues." + "reason": "Liger kernel cross-entropy routing and Qwen video chat-template failure are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-mapping mismatch in Gemma4 PLE and Qwen3.5 video token/feature mismatch are different bugs." + "reason": "Different model families and different failure points: device placement vs video tokenization." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are not the same underlying defect." + "reason": "Processor loading failure and device-mismatch forward error are not the same bug." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and DiffusionGemma ModelOpt compatibility are unrelated." + "reason": "Corrupted checkpoint and ModelOpt compatibility are different problems." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + "reason": "Checkpoint-loading failure and docs cleanup are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage in recent transformers and distributed-build support regression are different compatibility problems." + "reason": "Remote-code regression and USE_DISTRIBUTED=0 breakage affect different code paths." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "These are the same AutoTokenizer wrong-token-ID regression in v5; 45920 is just the broader multi-model report." + "reason": "Same tokenizer regression; 45920 is the broader report covering multiple affected model families." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint versus inability to load checkpoints are superficially similar but different models and failure mechanisms." + "reason": "Different models and root causes: corrupted checkpoint vs implementation loading issue." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and outdated RAG examples have no shared code path." + "reason": "NVFP4 runtime failure and outdated docs are unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to the distributed support regression." + "reason": "bitsandbytes constructor incompatibility is not the same as the PyTorch distributed issue." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but one is a missing config attribute in vLLM and the other is a Qwen3-MoE model issue; not clearly the same bug." + "reason": "Both mention sliding_window, but they target different model families and symptoms." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index errors under DeepSpeed ZeRO-3, but the reported failures are different (mask shape mismatch vs zero-sized Bert init path)." + "reason": "Both are IndexErrors under different conditions, but the mask-shape mismatch and ZeRO-3 zero-size loading failure look distinct." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper-large-v2 failing to run and table-question-answering crashing are unrelated issues." + "reason": "Whisper load/run failure and table QA crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and Ovis2 corrupted checkpoint are different model-loading problems." + "reason": "GLM-4.7-Flash test loading and Ovis2 checkpoint corruption are different issues." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig field breakage are unrelated versioning issues." + "reason": "Generic torch compatibility and a Pydantic config-field regression are not the same bug." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Incorrect detokenization and table-question-answering crash are unrelated." + "reason": "Detokenization regression and table QA crash do not share a concrete code path." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5 chat crash and streaming chat/completions API failure are different Qwen-related symptoms with different surfaces." + "reason": "Both involve Qwen3.5 chat usage, but one is transformers chat and the other is streaming chat/completions; not clearly the same bug." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure and pydantic model-field breakage are unrelated." + "reason": "Whisper runtime failure and config-field regression are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 index failure and torch/transformers incompatibility are different bug classes." + "reason": "ZeRO-3 loading error and torch-version incompatibility are different problems." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral grouped_mm tracing error and YOLO multi-GPU device-map failure are unrelated model/runtime issues." + "reason": "Different model families and different runtime paths." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen NVFP4 execution error and table QA crash do not share an underlying code path." + "reason": "NVFP4 model error and table QA crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding_window_pattern missing under vLLM and Gemma4 device mismatch during forward are different failures." + "reason": "Missing sliding_window_pattern and device-mapped forward mismatch are not the same bug." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern error are unrelated API breakages." + "reason": "Import path breakage and model config attribute error are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat/completions failure and MPS histogram_not_implemented error are different runtime issues." + "reason": "Streaming inference failure and MPS histogram op limitation are different issues." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Mixtral grouped_mm tracing and MPS histogram failure are unrelated." + "reason": "Grouped_mm tracing failure and MPS histogram failure are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different code paths and symptoms." + "reason": "Different model/op failures: grouped_mm tracing versus autocast dtype mismatch." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and non-template-node compile error are unrelated." + "reason": "Processor loading and template-node compilation errors are separate." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 weight-tying bug and Ovis2 checkpoint corruption are different model-specific loading problems." + "reason": "Untied lm_head weights and corrupted checkpoint are different defects." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are separate issues." + "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU failure are not the same issue." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are erroring under different loading scenarios, but the mask-shape mismatch and zero-sized index error are not the same defect." + "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a ZeRO-3 loading failure." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code config_class AttributeError are different compatibility checks." + "reason": "Fallback-selection logic for flash-attn2 and remote-code model_class config handling are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and pydantic PretrainedConfig field breakage are unrelated." + "reason": "StableLmConfig pad_token_idx regression and a generic Pydantic PretrainedConfig breakage are different issues." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are unrelated." + "reason": "Torch/version compatibility and Gemma4 device mismatch are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The two accepted soft pairs are well supported by the issue titles and descriptions: the v5 AutoTokenizer token-ID regression pair and the DeepSpeed ZeRO-3 out-of-bounds loading failures. The other soft-edge rejections are cautious and do not overclaim duplication from superficial similarity alone." + "accept": false, + "feedback": "The soft-edge verdicts look mostly conservative, but the summary overstates the evidence in one place: the packet does not confirm a duplicate relationship, so phrases like \"broadest confirmed duplicate candidate\" and \"subsumes\" go beyond what\u2019s shown here. The 45812/45920 pair is a plausible strongest-match cluster, but it should be described more cautiously as the strongest duplicate signal rather than confirmed duplication." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1045,226 +979,226 @@ "issue:45183|issue:46463", "issue:43975|issue:44292" ], - "prepared_review_unit_hash": "e6e882216b63a48d342786db6f5852ef03b02bc125eaa543fd9c0a6e1d8f509d", + "prepared_review_unit_hash": "8c5ec595587cbaa0e9dffd7527f065c2bf2799ed576fa7945d5f0341dd4708b2", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36792, - "estimated_input_tokens": 9198, - "estimated_eval_tokens": 18652 + "serialized_chars": 36799, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated transformers issues, with a few real duplicate pockets around input validation, Qwen video handling, and SigLIP2 regressions.", + "summary": "This set is mostly a mix of unrelated issues, with a few true duplicate-style pairs around SigLIP2 output regressions, Qwen video-input regressions, remote-code module loading/caching, and input-validation error messaging.", "confidence": 0.71, - "canonical_issue_reason": "Issue 45183 is the best umbrella representative: it describes the generic input_ids/inputs_embeds validation bug that the T5-specific report (46463) appears to instantiate.", + "canonical_issue_reason": "issue:45698 is the clearest concrete bug report: it directly describes the wrong custom module being loaded after save_pretrained, which matches the remote-code cache/loading collision family and is more representative than the narrower path-collision phrasing in issue:45632.", "canonical_pr_reason": null, - "best_issue_reason": "45183 is the broadest, most reusable issue in the set and captures a concrete validation-path bug rather than a model-specific symptom.", + "best_issue_reason": "issue:45698 is the most actionable and self-contained issue in the set, with a specific failure mode and an obvious duplicate counterpart.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different failures: one is a model load problem, the other is GGUF architecture support for gpt-oss." + "reason": "Different failures: PaddleOCR-VL loading in vLLM vs GGUF support for gpt-oss architecture." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention indexing problems, but the titles point to different models/code paths and the same root cause is not clear." + "reason": "Both are shape/runtime errors, but they involve different models and different tensor paths." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both are MoE-related, but one is a dynamo grouped_mm tracing failure and the other is a tensor-parallel support issue." + "reason": "One is a torch-dynamo grouped_mm tracing error; the other is a tensor-parallel support issue for GPT-OSS MoE." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "One is an int4 quantization OOM regression; the other is a tied-weights issue on translation models." + "reason": "Different bugs: int4 quantization memory growth vs tied-weights handling in translation models." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different modalities and symptoms: autocast dtype mismatch versus streaming chat/completions failure." + "reason": "Both are dtype/input issues, but they are different code paths and different model families." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "No shared bug path; gpt-oss GGUF support and Qwen streaming inference are unrelated." + "reason": "Unrelated: gpt-oss GGUF architecture support vs Qwen3.5 streaming inference failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "One is about init_empty_weights argument handling, the other about a pydantic PretrainedConfig field regression." + "reason": "Different compatibility regressions: init_empty_weights argument handling vs pydantic PretrainedConfig field breakage." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the pydantic model breakage." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic/PretrainedConfig regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors, but the specific failure modes and contexts differ too much to treat as the same bug." + "reason": "Both are IndexErrors, but the model/setup and underlying failure points differ." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image-preprocessor dtype mismatch and video token/feature mismatch are different multimodal bugs." + "reason": "Both are multimodal mismatches, but one is image dtype/preprocessor vs model and the other is video feature/token count alignment." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code breakage and torch/version incompatibility are too broad and not the same concrete failure." + "reason": "Broad compatibility breakage, but not the same concrete bug: remote_code models vs torch 2.4.1 incompatibility." }, { "left": "issue:43054", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 regression: both reports describe broken/nonsensical outputs from the same model family and likely the same text-embedding path." + "reason": "Both describe the same SigLIP2 text-output regression, with one reporting poor embeddings and the other nonsensical inference results." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "46294 is a specific instance of the broader Qwen video-input regression described in 44479, with the same video feature/token mismatch symptom." + "reason": "Same Qwen video-input regression family: video features/tokens mismatch across Qwen2.5-VL/Qwen3-VL/Qwen3.5 variants." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Completely different areas: a Nemotron example issue versus YOLO multi-GPU device-map behavior." + "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device-map auto failures." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "One is about unwrapping text_config for composite configs; the other is an initialization/memory-materialization bug in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Different multimodal/configuration bugs: text_config unwrapping vs uninitialized rotary embedding memory after to_empty." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different remote-code/deepspeed resume problems; not the same underlying bug." + "reason": "Different loading/training issues; no clear shared code path or symptom beyond involving model loading." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 support and remote-code model_class/config_class handling are unrelated." + "reason": "Flash Attention 2 problem vs remote-code model_class/config_class AttributeError are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different failures: dtype mismatch in a multimodal processor versus embedding unpacking in TRL SFT training." + "reason": "Image dtype mismatch and SFT trainer embedding unpacking are different multimodal/training issues." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight shape error and Qwen3.5 embedding unpacking are not the same code-path problem." + "reason": "FSDP weight dimensionality error is unrelated to the Qwen3.5 SFT trainer failure." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and a GLM5 issue are unrelated model-specific reports." + "reason": "Extremely high perplexity on gpt-oss-20b is unrelated to GLM5." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback gating are different regressions." + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback logic." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both touch trust_remote_code caching, but one is a leaf-directory cache collision while the other is wrong custom-module loading after save_pretrained." + "accept": true, + "reason": "Same remote-code/custom-module loading bug family: cache-path collision leading to the wrong module being loaded after save_pretrained." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "A missing lm_head weight tie in Mistral3 is not the same bug as translation-model tied weights in v5." + "reason": "Both mention tied weights, but they are different model families and different failure modes." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and flash-attn fallback gating are separate issues." + "reason": "FineGrainedFP8Config failure for Qwen3-MoE is unrelated to flash-attn2 fallback blocking." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same as tied-weights regressions." + "reason": "Quantization/offloading memory behavior is not the same bug as tied-weight handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion is unrelated to a docs typo about the removed run command." + "reason": "A DSA indexer implementation discussion is unrelated to a docs typo about the removed run command." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and tied-weights regressions are different concrete bugs." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights issues." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo does not match a documentation command removal issue." + "reason": "A cache-strategy typo and a docs command removal are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." + "reason": "NemotronH checkpoint loading is unrelated to translation-model tied weights." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "46463 is a specific model-family manifestation of the broader input_ids/inputs_embeds XOR validation bug described in 45183." + "reason": "Same validation-path bug class: incorrect XOR/input validation error messaging, with T5 as a specific instance." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization and an unexpected _is_hf_initialized argument error are different failure modes." + "reason": "Incorrect detokenization in DeepSeek Coder is unrelated to the Qwen-3-8B-NVFP4 runtime error." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft edges are conservative. The 45183/46463 duplicate call is well supported by the titles, and the other pair rejections avoid overstating weak similarity." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft-edge pairs are plausible duplicates or same-bug-family matches based on the issue titles, and the rejected pairs are mostly well-justified as distinct failures. No clear overstatement of evidence stands out." }, "evaluator_used": true, "retried": false, @@ -1366,14 +1300,14 @@ "issue:43782|issue:44960", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "714728aac67122dfa6f46e4a7dbc12c5b6d342ada7adf97e41098d58868bb8a3", + "prepared_review_unit_hash": "33220bd66960a22df299fda09afe17c6658d5dbc4ff4fd7126e8ca95f7bac2f6", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, @@ -1388,198 +1322,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous issue reports, with only a few clear duplicate-style pairs. The strongest duplicate cluster is around the transformers 5.x non-persistent buffer regression; a Gemma4 quantized-embedder pair also looks identical. Most other pairs are related only at a broad subsystem level and should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43950 is the clearest, most concrete regression report in the set: a transformers 5.x non-persistent-buffer corruption bug with a very similar neighboring report (#44534) and another close buffer-related report (#43644).", + "summary": "Mostly a mixed bag of Transformers issue reports, with a few tight duplicate subclusters: non-persistent buffer corruption, cache.get_seq_length contract regressions, and Gemma4 quantized embedder dtype-casting. Most other pairs are only thematically similar, not true duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43950 is the clearest representative of the strongest duplicate subcluster: it names the v5 non-persistent-buffer corruption regression directly and has very close neighbors with the same failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best overall representative because it is specific, actionable, and sits at the center of the only obvious duplicate-like issue cluster here.", + "best_issue_reason": "issue:43950 is the best single issue anchor in this set because it is specific, well-scoped, and has the strongest evidence of true duplication around the same root regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different failures and code paths: Qwen3.5/TRL embedding unpacking vs a GraniteMoEHybrid invalid method call." + "reason": "Different bugs: Qwen3.5 embedding unpacking with TRL SFT vs GraniteMoEHybrid calling an invalid method." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and with different symptoms/root causes." + "reason": "Both are tokenizer regressions, but they describe different model families and different symptoms; not the same concrete bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying transformers 5.x non-persistent-buffer regression; both describe junk/corruption in buffer materialization/loading." + "reason": "Same underlying regression: Transformers v5 corrupting/filling non-persistent buffers with junk." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs-example model/processor mismatch and quantization failure is unrelated to a general SigLIP2 text-embedding quality issue." + "reason": "Different problems: doc example model/processor mismatch and quantization failure vs degraded text embeddings." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same underlying bug class: transformers 5.x mishandling of non-persistent buffers leading to junk/corruption." + "reason": "Near-exact match on the same v5 non-persistent-buffer junk/corruption regression." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer API keyword breakage is unrelated to Gemma3 DeepSpeed ZeRO-3 loading failure." + "reason": "Unrelated failures: custom trainer API change vs Gemma3 loading with DeepSpeed ZeRO-3." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "These appear to be the same Gemma4 quantized vision/audio embedder dtype-cast bug; #46932 explicitly points to the same fix." + "reason": "Same Gemma4 multimodal quantization dtype-casting bug; 46932 explicitly points to the same fix area." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Unrelated quantization/backend failures: bitsandbytes Int8Params kwargs vs missing Float8 storage lookup." + "reason": "Different incompatibilities: bitsandbytes init arg mismatch vs missing Float8 storage type." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Both involve dtype/precision problems, but on different models and different execution paths." + "reason": "Different code paths and symptoms: autocast dtype mismatch in Phi-tiny-MoE vs Qwen3.5 SDPA/position_ids NaN issue." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "A broad multi-model tokenizer regression is not the same as a DeepSeek-Coder v1-specific detokenization bug." + "reason": "Both concern tokenization, but one is a broad multi-model token-id regression and the other is a specific DeepSeek-Coder v1 tokenizer bug." }, { "left": "issue:45987", "right": "issue:46858", - "accept": false, - "reason": "Both mention get_seq_length, but one is a return-type contract issue and the other is a backend-specific tensor/device arithmetic failure." + "accept": true, + "reason": "Same cache API regression: get_seq_length returns a Tensor instead of an int, with 46858 showing a backend-specific manifestation." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Text-embedding quality regression is unrelated to a version-induced tokenization change." + "reason": "Related to model/tokenization quality, but not the same bug or fix." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities and worse text embeddings are different symptoms with different implied causes." + "reason": "Different model symptom reports: unexpected zero probabilities vs worse text embeddings." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both are buffer-related, but one is a from_pretrained regression while the other is a specific meta\u2192to_empty(cuda) uninitialized-memory issue." + "reason": "Likely related buffer-materialization issues, but 45902 is a specific Qwen3_5Moe rotary-embedding uninitialized-memory bug rather than the same exact regression." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad error message loading Voxtral is unrelated to MolmoForCausalLM missing all_tied_weights_keys." + "reason": "Different loading errors affecting different models and components." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Model quality degradation is not the same as an HF-vs-JAX implementation discrepancy." + "reason": "Both involve SigLIP2, but one is an embedding-quality complaint and the other is an implementation discrepancy vs JAX." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention illegal-memory crash from 3D position_ids is unrelated to CPU-offload incompatibility in rotary embedding." + "reason": "Different Qwen3.5 failures: Flash Attention crash from 3D position_ids vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA/gradient-checkpointing effectiveness and int4 quantization memory growth are different bugs." + "reason": "Different training/resource issues: LoRA checkpointing ineffectiveness vs int4 quantization memory growth." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states handling is unrelated to Qwen3_5MoeTextRotaryEmbedding buffer initialization." + "reason": "Both touch Gemma4/Qwen-like model internals, but they describe different bugs and different failure modes." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same underlying bug as a specific ScandiBERT load failure." + "reason": "One is generic load noise, the other is a specific model loading failure." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and a flash_attn import KeyError are unrelated." + "reason": "Different tokenizer/import problems with no shared concrete code path." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training shape error and early-stopping metric configuration are separate concerns." + "reason": "Completely unrelated: DeepSpeed weight shape error vs early-stopping metric handling." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different memory/training issues in different models and setups; not the same concrete bug." + "reason": "Different Qwen-related issues: LoRA checkpointing behavior vs MoE training memory usage." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both involve loading, but one is generic noise and the other is a specific model load failure." + "reason": "Generic load noise vs a specific model loading failure are not the same bug." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote_code breakage is too broad to treat as the same bug as missing fields in AutoConfig.from_pretrained without stronger evidence." + "reason": "Both involve recent remote_code/config loading regressions, but the reported failures are different and not clearly the same concrete defect." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different failures: Voxtral tokenizer error messaging vs glm-4v-9b loading failure." + "reason": "Different model-loading errors with different root symptoms." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FP8 config failure are unrelated." + "reason": "Different model/config failures: ZeRO-3 Gemma3 loading vs Qwen3 MoE with FineGrainedFP8Config." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback gating are separate issues." + "reason": "Tokenizer load failure vs flash-attn fallback gating are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight-only loading error is unrelated to a GLM5 issue with no evidence of the same root cause." + "reason": "Different models and failures: Qwen3VL weight-only loading error vs GLM5 issue." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing a missing VL class and a bitsandbytes Int8Params incompatibility are unrelated." + "reason": "ImportError for a missing model class vs bitsandbytes parameter incompatibility are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only true soft-edge pairs are the ones with strong title/body alignment around the non-persistent-buffer regression and the Gemma4 quantized-embedder dtype-cast bug; the rest are appropriately rejected as only loosely related. No overclaiming stands out." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft-edge pairs are plausible duplicate clusters, especially the non-persistent-buffer regression, the cache.get_seq_length contract issue, and the Gemma4 quantized-embedder dtype-casting bug. The rejected pairs are generally explained at an appropriately cautious level and do not overstate duplication evidence." }, "evaluator_used": true, "retried": false, @@ -1679,14 +1613,14 @@ "issue:44479|issue:44560", "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "c4c2ca8040072c029c9ce3aa63d5f63c1b35bcc641863424db22cba2a2c45fc8", + "prepared_review_unit_hash": "c713ad01d2fcf7ee3b580502f6380e1f4190563bf8407c54e56787515deac14d", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, @@ -1701,186 +1635,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most of these items are only loosely related by subsystem; only a few pairs are true duplicates with the same concrete failure mode. The clearest duplicate clusters are the v5 docs cleanup, the `_is_hf_initialized`/`init_empty_weights` incompatibility, the mask-shape mismatch, and the training-loss double-shift bug pattern.", + "summary": "This is mostly a similarity bucket of unrelated issues: docs cleanup, tokenizer regressions, DeepSpeed/load-time bugs, and several model-specific failures. Only a few pairs look like true duplicates or near-duplicates.", "confidence": 0.84, - "canonical_issue_reason": "issue:43872 is the best canonical anchor for the `_is_hf_initialized` / `init_empty_weights` incompatibility cluster because it names the concrete bitsandbytes failure and has the clearest external compatibility context.", + "canonical_issue_reason": "No single canonical issue fits the full cluster; the items span unrelated bugs across docs, tokenizers, loading, training, and vision/audio models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is the most actionable issue in that same cluster because it states the exact trigger (`init_empty_weights`) and the version scope (`transformers >= 5.0.0rc0`).", + "best_issue_reason": "If a representative is needed, issue:43872 is the clearest subcluster anchor because issue:44291 is a near-exact duplicate of the same `_is_hf_initialized` / `init_empty_weights` regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Both are runtime device/backend problems, but they describe different code paths and symptoms." + "reason": "Different bug class and code path: MPS Int histogram support vs device_map='auto' forward device mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash vs flash-attn fallback gating are different bugs." + "reason": "Tokenizer regex patch crash vs flash-attn2 fallback gating; unrelated code paths." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code breakage and device-map mismatch are unrelated failures." + "reason": "Generic remote_code loading regression vs Gemma4 PLE device placement during forward." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Different problems in model/tokenizer registration and remote-code loading." + "reason": "add-new-model-like / TOKENIZER_MAPPING_NAMES is a different loader-mapping bug than the remote_code regression." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model-loading failures with different missing attributes and code paths." + "reason": "Different models and failure modes: GLM-4V loading vs Molmo tied-weights attribute." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen/LoRA/tied embeddings, but one is a model usability regression and the other is a warning/flag issue, not the same bug." + "reason": "Qwen3-MoE LoRA branch-compatibility problem vs a tie_word_embeddings warning are not the same defect." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different failures: autocast dtype mismatch vs device placement mismatch." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device placement." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code regression and tokenizer codec handling regression are separate issues." + "reason": "Broad remote_code breakage vs Kimi tokenizer codec/fix_mistral_regex regression are different bugs." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect different conversion directions and likely different hot paths." + "reason": "Both are tokenizer performance issues, but they hit different conversion methods and different hotspots." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but the titles point to different underlying bugs and model families." + "reason": "Both are tokenizer regressions, but one is a pre-tokenizer override and the other is a DeepSeek-Coder output mismatch." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs cleanup: both refer to removed v5 pipeline tasks still mentioned in documentation." + "reason": "Same docs cleanup: both refer to removed v5 pipeline tasks and could be fixed in one PR." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Bitsandbytes/init_empty_weights incompatibility is unrelated to YOLO multi-GPU device-map behavior." + "reason": "bitsandbytes Int8Params kwarg issue vs YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Different auto-model loading issues: composite config handling vs remote-code config_class lookup." + "reason": "Different factory bugs: text_config unwrapping in from_config vs remote-code config_class handling in from_pretrained." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same training-loss double-shift pattern reported for two models; a single fix in the shared loss path could plausibly cover both." + "reason": "Same training-loss double-shift pattern across two models; this looks like one shared label-shifting bug in the loss path." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight tying bug and non-persistent buffer corruption are different regression classes." + "reason": "lm_head weight tying bug vs non-persistent buffer corruption are distinct loading regressions." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same concrete incompatibility: loading with `init_empty_weights` passes unexpected `_is_hf_initialized` through the same code path." + "reason": "Same `_is_hf_initialized` incompatibility during empty-weight/init loading; the error signature and fix path match." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both involve remote-code models, but the failures are different and would not necessarily share one fix." + "reason": "Both mention remote-code models, but the concrete failure modes differ and there is no clear shared code path." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper model runtime failure and `_torch_extract_fbank_features()` issue are too broad to confirm as the same underlying bug from the titles alone." + "reason": "Whisper cannot run is too broad; _torch_extract_fbank_features() is a specific audio-feature bug with no proven match." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both mention DeepSpeed, but one is weight loading and the other is gradient averaging; different bugs." + "reason": "ZeRO-3 weight loading failure vs GAS gradient-averaging bug are different DeepSpeed paths." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both touch gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing capability flag." + "reason": "PEFT LoRA checkpointing ineffective vs missing supports_gradient_checkpointing flag are not the same bug." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different errors and different training-time failure modes." + "reason": "CustomTrainer signature mismatch and a tensor-mask shape IndexError are unrelated." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading issues, but for different models and different root causes." + "reason": "Tokenizer loading error-message issue for Voxtral is separate from est-roberta tokenizer failure." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and different checkpoint-loading failures." + "reason": "GLM-4.7-Flash load failure and NemotronH checkpoint loading are different model-specific loader bugs." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading problems, but the reported symptoms and model layouts differ too much to treat as one bug." + "reason": "Both are ZeRO-3 load failures, but Qwen3-Next all-MISSING vs Qwen3.5 language_model missing are not clearly the same concrete defect." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaN/SDPA collapse and flash-attn sink-less AttributeError are unrelated." + "reason": "A gradient-explosion RLHF issue and a flash_attention AttributeError are unrelated." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Same mask/tensor shape mismatch error pattern; these look like duplicate reports of the same indexing bug." + "accept": false, + "reason": "Identical-looking mask shape errors, but that symptom is generic and not enough to prove the same underlying bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both concern video input regressions, but the titles point to different model-specific failures and not one clearly shared bug." + "reason": "Broad Qwen video-input regression vs a StopIteration in Qwen3-vl-embedding are related only at a high subsystem level." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed and void segmentation map processing are unrelated." + "reason": "DeepSpeed training weight-dimension error vs void segmentation-map processing are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The accepted pairs are supported by the titles, especially the docs cleanup, `_is_hf_initialized`/`init_empty_weights`, and the mask-shape mismatch cluster. No soft-edge verdict seems to overstate identity beyond what the packet supports." + "feedback": "The summary is grounded in the packet and stays conservative. The rejected soft-edge pairs are justified by distinct titles/code paths, and the accepted pairs are plausibly mergeable from the packet evidence alone: the two docs issues both concern removed v5 pipeline tasks, the two `_is_hf_initialized` issues describe the same init-empty-weights/bitsandbytes incompatibility, and the two training-loss double-shift issues appear to share a generic loss-path bug pattern. No clear overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -1972,8 +1906,8 @@ "issue:44560|issue:45685", "issue:42617|issue:43366", "issue:36010|issue:42915", - "issue:44560|issue:44918", "issue:44683|issue:46515", + "issue:44560|issue:44918", "issue:45812|issue:46489", "issue:45823|issue:46515", "issue:44661|issue:45823", @@ -1986,14 +1920,14 @@ "issue:43638|issue:44661", "issue:43596|issue:44661" ], - "prepared_review_unit_hash": "dad94451779cb27e8ade854c5b9763296695f17633f25337dc8a4b95fad81d1f", + "prepared_review_unit_hash": "697b21f17cdbcb58dc6703caab52211231310d8e415e710828290f33b08a9b30", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, @@ -2008,222 +1942,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of Transformers v5/model-loading regressions, but only one soft pair looks like the same underlying bug: custom model initialization broken in 5.0.0. The rest are different model-specific failures or unrelated backend/device issues.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43646 is the most general and representative report of the shared regression: Transformers 5.0.0 breaking custom model initialization. It subsumes the notebook-specific variant in 43645.", + "summary": "This is a noisy cluster made of several small duplicate subclusters rather than one single underlying bug. I only see a few true duplicates: custom model initialization (43645\u219443646), Siglip2 wrong outputs (38175\u219443994), and Gemma4 4-bit dtype-cast failures (45672\u219446899). Most other soft links are only broad subsystem/model-family similarity.", + "confidence": 0.69, + "canonical_issue_reason": "No single issue covers the whole mixed set, but 43646 is the best broad anchor: it is the cleanest generic statement of the custom model-initialization regression, with 43645 being the notebook-specific variant.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it states the core bug broadly and is most reusable for deduplication.", + "best_issue_reason": "43646 is the highest-signal single issue in this set: broad, concrete, and a good duplicate target for the custom model-init subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading-related at a high level, but one is a Qwen3.5 cache/runtime error and the other is a NemotronH checkpoint-loading failure. Different underlying bugs." + "reason": "Different bugs: Qwen3.5 cache/group-type failure vs NemotronH checkpoint loading." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both mention loading problems, but they affect different models and likely different code paths; the titles do not indicate the same concrete bug." + "reason": "Both are loading-related, but one is a bad error message and the other is a separate model load failure." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different models and failure modes: NemotronH checkpoint loading versus Sam3Model text encoder weights not being loaded." + "reason": "Same broad area, but different architectures and failure modes; not the same bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated issues: GGUF architecture support versus an autocast dtype mismatch in Phi-tiny-MoE." + "reason": "Different models and different symptoms; not the same code-path bug." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve rotary/position embedding internals, but they are different models and different failure mechanisms." + "reason": "Both involve Qwen variants, but the reported failures are different root causes." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "One is GGUF gpt-oss support, the other is a Qwen3-MoE sliding_window bug; not the same bug." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to GGUF gpt-oss support." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "One is a DeepSpeed ZeRO3 Bert index error; the other is a generic Torch compatibility issue. Too different to dedupe." + "reason": "An IndexError in Bert/Zero3 is not the same as a generic torch version incompatibility." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Both are incorrect-generation style bugs, but one is AudioFlamingo3 batching leakage and the other is Whisper empty-transcription handling." + "reason": "Different workflows and failure modes: batched AudioFlamingo3 leakage vs Whisper empty-transcription generation." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug versus Gemma4 PLE device mismatch; same model family, different concrete failure paths." + "reason": "Both Gemma4, but one is FSDP2 shared-kv state rebuilding and the other is device-map mismatch." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Both involve loading/runtime regressions, but one is Bert/ZeRO3 initialization and the other is a Torch version incompatibility. Not the same bug." + "reason": "A concrete Zero3/Bert IndexError is not the same as a general torch-version incompatibility." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support and missing Float8 storage are unrelated." + "reason": "Different features and error paths; no shared underlying bug." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Persistent-buffer corruption in from_pretrained is a different class of loading bug from Kosmos2.5 long OCR index errors." + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-input indexing are unrelated." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Both are loading regressions, but one is a missing class import and the other is meta-device loading breakage. Different concrete problems." + "reason": "ImportError for a specific class is not the same as meta-device loading breakage." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure is not the same as generic meta-device loading breakage." + "reason": "Different model families and different failure mechanisms." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Flash-Attention 3D position_ids corruption on Qwen3.5 is different from static-cache seq-length tensor arithmetic on non-CUDA backends." + "reason": "Both are cache/position-related, but one is Qwen3.5 flash-attn memory access and the other is static-cache slice arithmetic." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and Qwen3-vl StopIteration are different multimodal bugs." + "reason": "Different multimodal bugs: dtype mismatch in Mistral-3 vs StopIteration in Qwen3-vl video processing." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both describe the same Transformers 5.0.0 regression breaking custom model initialization; 43645 is just the Jupyter-specific manifestation." + "reason": "Same underlying custom-model initialization regression; 43645 is just the Jupyter-specific repro." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Torch.compile/SDPA on Bamba is unrelated to Qwen3.5 Flash Attention position_ids handling." + "reason": "torch.compile+SDPA on Bamba-9B-v2 is a different failure from Qwen3.5 position-id misinterpretation." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl video StopIteration and MPS histogram on Int are unrelated failures." + "reason": "Different hardware/backend errors and different model paths." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure is not the same as GGUF gpt-oss support." + "reason": "Unrelated issues: 3d_parallel.py execution vs GGUF architecture support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are completely different issues." + "reason": "Importing GenerationMixin and FineGrainedFP8Config are unrelated problems." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:44683", + "right": "issue:46515", "accept": false, - "reason": "Qwen3-vl video StopIteration and generic mask shape mismatch are different bugs." + "reason": "Different torch compatibility problems with different failure modes." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Compiled flex_attention on torch >= 2.9 is a different backend-specific issue from torch 2.4.1 incompatibility." + "reason": "Both mention Qwen3.5/Qwen3-vl, but the bugs are different (video StopIteration vs SFT unpacking)." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Granite AutoTokenizer token-ID regression and DeepSeek-Coder tokenizer regression are separate tokenizer bugs." + "reason": "Both are tokenizer regressions, but the model families and reported symptoms are different enough to avoid merging." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 PLE device mismatch is not the same as the torch 2.4.1 incompatibility report." + "reason": "Gemma4 device-mapping mismatch is not a torch-version incompatibility issue." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer mapping failure in add-new-model-like and Gemma4 PLE device mismatch are unrelated." + "reason": "Model-registration edge case and Gemma4 device mismatch are unrelated." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Both mention SigLIP2 outputs, but one is zero probabilities and the other is nonsensical AutoModel/pipeline results; not clearly the same concrete bug." + "accept": true, + "reason": "Same Siglip2 model producing corrupt/zero outputs; 43994 is the broader duplicate target." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Qwen3-vl StopIteration and mask/index shape mismatch are different failures." + "reason": "Different Qwen3.5 failure modes; no common underlying bug is evident." }, { "left": "issue:45672", "right": "issue:46899", - "accept": false, - "reason": "Both concern Gemma4 and quantization, but one is uint8 torch.finfo in audio modules and the other is unsafe dtype casts in multimodal embedders; different code paths." + "accept": true, + "reason": "Same Gemma4 4-bit quantization bug: unsafe dtype casting in multimodal/audio embedders." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression and Kosmos2.5 long OCR index error are unrelated." + "reason": "HF initialization flag regression is unrelated to Kosmos2.5 OCR indexing." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Strict config rejection for granite_speech and glm4v tiny-random config validation are different config-validation issues." + "reason": "Both are config-validation failures, but they are model-specific and not clearly the same bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are unrelated." + "reason": "Different loading regressions: Qwen3_MoE LoRA compatibility vs BitNet packed-weight unpacking." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO3 Bert index error and tokenizer-mapping-name handling are different bugs." - }, - { - "left": "issue:43596", - "right": "issue:44661", - "accept": false, - "reason": "A ZeRO3/Bert initialization index error is not the same as add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + "reason": "Zero3/Bert IndexError and tokenizer-mapping registration are unrelated bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft pair, issue:43645 \u2194 issue:43646, is well-supported by the titles and cluster context, and the remaining rejections do not overstate similarity. The choice of issue:43646 as the canonical anchor is reasonable because it is the broader report of the same Transformers 5.0.0 custom model initialization regression." + "feedback": "The analyst summary is grounded in the packet and stays conservative: it identifies only a few plausible duplicate subclusters and avoids merging obviously different bugs. The accepted soft pairs are well supported by the issue titles and descriptions, and the rejected pairs are generally cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -2325,20 +2253,20 @@ "issue:45276|issue:45335", "issue:44910|issue:45588" ], - "prepared_review_unit_hash": "6ea19ae15da147eb16df3e2e87d9f0df3163757cb3e82575f70735120c6f895a", + "prepared_review_unit_hash": "42dfd47c27127a15470706fbf73566a5c34c372a988bf8ff5118472eb89217a0", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36654, + "serialized_chars": 36655, "estimated_input_tokens": 9164, "estimated_eval_tokens": 18584 }, @@ -2347,201 +2275,195 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but it contains tight duplicate families around tokenizer-loading regressions in v5, non-persistent buffer initialization, resize_token_embeddings propagation, and training-loss double-shift. The SigLIP2 items are only loosely related and should not be treated as a tight duplicate family.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 44991 is the clearest canonical representative because it is a specific, well-scoped transformers>=5.0.0 tokenizer-loading regression with a reproducible model impact and strong fit to the tokenizer-family duplicates.", + "summary": "Mostly a heterogeneous set of Transformers bugs rather than one duplicate cluster. The only strong duplicate-like pairs are the two non-persistent-buffer reports and the two resize_token_embeddings regressions; the rest are cross-model or cross-subsystem similarities that should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "No single true duplicate hub stands out; issue 43873 is the broadest active report with the strongest external engagement around quantization/offloading, so it is the least-bad representative, but it should not absorb the unrelated items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44991 is the best global issue representative: it is concrete, narrowly framed, and anchors the strongest duplicate subgroup in the cluster.", + "best_issue_reason": "43873 is the best cluster representative because it is open, broad in scope, and has the most discussion/inbound references among the items, but the cluster is still too mixed to treat as one underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both are offload/memory related, but they describe different failures and likely different fixes: dequantized model loading on gpu+cpu offload vs disabling mmap on Strix Halo to avoid OOM." + "reason": "Both are load/memory failures, but one is a gpu+cpu offload dequantization issue and the other is mmap OOM on Strix Halo; different root causes." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES lookup failure and mask/tensor shape mismatch are unrelated code paths." + "reason": "Tokenizer mapping guards and a mask/tensor shape IndexError are unrelated failures." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is inference output corruption and the other is a documentation example/model-processor mismatch with quantization failure; not the same underlying bug." + "reason": "Same model family, but one is zero probabilities and the other is a documentation example with model/processor mismatch plus quantization problems; not the same concrete bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Both report the same Transformers v5 non-persistent buffer regression; the titles are essentially the same bug phrased differently." + "reason": "These are the same non-persistent-buffer junk regression described with slightly different wording." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert and Qwen3Moe FineGrainedFP8Config failure are different concrete failures." + "reason": "Both involve Qwen3, but one is auto device mapping cuda asserts and the other is FineGrainedFP8Config failure; different code paths." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA hf4.x to hf5.x incompatibility and resize_token_embeddings not updating output embeddings are unrelated bugs." + "reason": "LoRA/qwen3_moe compatibility on hf4.x vs Gemma4 resize_token_embeddings behavior are unrelated." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FineGrainedFP8Config on Qwen3Moe and Strix Halo mmap OOM are different problems." + "reason": "Qwen3MoE FP8 failure and Strix Halo mmap OOM do not share the same underlying bug." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention issues do not share the same underlying failure." + "reason": "Different models and failures: GLM5 versus Qwen3.5 flash-attention generation." }, { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Both describe the same tokenizer-loading regression in v5, expressed as model-specific load failures." + "accept": false, + "reason": "Both are model-load regressions, but they are different model-specific failures without evidence of one shared code-path bug." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading failure and missing linear_attn TP-plan entries are different bugs." + "reason": "NemotronH checkpoint loading and a Qwen3.5 TP-plan OOM/shape issue are distinct." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Ignoring dtype during multimodal checkpoint loading and stale config.dtype after from_config are related but distinct issues." + "reason": "One is dtype being ignored during AutoModelForCausalLM loading; the other is stale config.dtype after from_config. Related, but not the same bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 language_model weight loading and incorrect visual-encoder keys in save_pretrained are separate serialization/loading bugs." + "reason": "ZeRO-3 weight loading and incorrect visual encoder save_pretrained keys are different regressions." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and broken Nemotron example are unrelated." + "reason": "GraniteMoEHybrid invalid method calls and the Nemotron example breakage are unrelated." }, { "left": "issue:44488", "right": "issue:44991", - "accept": true, - "reason": "Both describe the same tokenizer-loading regression in v5, expressed as model-specific load failures." + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but for different models and likely different code paths." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Non-persistent buffer junk and Jupyter custom-model initialization breakage are different regressions." + "reason": "Both mention Transformers 5.x regressions, but one is buffer initialization and the other is Jupyter custom-model initialization." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "The first is a doc example/model-processor mismatch plus quantization failure; the second is inference corruption on AutoModel/pipeline. Similar model, different bug." + "reason": "Same model family, but the first is a broken docs example while the second is a runtime inference regression; not a single concrete bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and GLM-4.7-Flash unit-test load failure are unrelated." + "reason": "Qwen3 MoE conversion under accelerate/deepspeed and GLM-4.7-Flash loading failures are unrelated." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency and quantization offload not working are different concrete issues." + "reason": "Both are memory-related, but one is training memory inefficiency and the other is quantization/offloading behavior." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA hf4.x/hf5.x compatibility is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "LoRA compatibility on qwen3_moe is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "GLM-4.7-Flash test loading and Qwen3-VL weight-shape mismatch are different model-loading failures." + "reason": "Different models and failures: GLM-4.7-Flash loading vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Training memory inefficiency and increased reserved memory under int4 quantization are not the same bug." + "reason": "Training memory inefficiency in Qwen3 MoE and int4 reserved-memory/OOM are different issues." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume max_steps bug and SGD args ignored are unrelated training issues." + "reason": "Trainer resume/max_steps logic and SGD args being ignored are separate bugs." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "LoRA model incompatibility and t5gemma resize_token_embeddings propagation are different problems." + "reason": "Qwen3 MoE LoRA loading and T5Gemma resize_token_embeddings behavior are unrelated." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 issue and sinq save/load breakage are unrelated." + "reason": "GLM5 versus sinq save/load corruption are different models and different failure modes." }, { "left": "issue:46897", "right": "issue:46901", - "accept": true, - "reason": "Both are training-loss double-shift bugs: labels are shifted one token too far in the loss path, just on different models." + "accept": false, + "reason": "They share a training-loss double-shift pattern, but on different models; not enough evidence for one shared fix." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "extra_state handling and _is_hf_initialized argument handling are different save/load regressions." + "reason": "Extra-state save/load and init_empty_weights/_is_hf_initialized are different loading paths." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different failures." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are distinct regressions." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one overrides ByteLevel with Metaspace for DeepSeek V3/R1 and the other produces wrong token IDs for Granite models; not the same code-path bug." + "reason": "Both are tokenizer regressions, but one is a LlamaTokenizer pre-tokenizer override and the other is wrong token IDs for Granite models; different concrete bugs." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "These are the same resize_token_embeddings propagation bug on different model variants: output embeddings are not updated." - }, - { - "left": "issue:44910", - "right": "issue:45588", - "accept": false, - "reason": "Illegal memory access from misread 3D position_ids and AttributeError on s_aux=None are different flash-attention failures." + "reason": "Very similar resize_token_embeddings regression: model-specific embeddings/output heads are not updated in either Gemma4 or T5Gemma." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is slightly overstated. The tokenizer-loading, non-persistent buffer, resize_token_embeddings, and double-shift families are grounded, but the SigLIP2 portion is too strong: the packet supports related SigLIP2 reports, not a clearly established tight duplicate family, and the analyst explicitly rejected the relevant pairings. Please downgrade that to a looser similarity claim or omit it." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the set as heterogeneous, uses 43873 only as a pragmatic representative based on activity/inbound refs, and does not overclaim a single root cause. The accepted soft pairs also look well-supported by the issue titles/descriptions (43644\u219444534, 45276\u219445335)." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2614,8 +2536,8 @@ "issue:41720|issue:44155", "issue:45663|issue:45759", "issue:43425|issue:43957", - "issue:43404|issue:43454", "issue:42947|issue:45704", + "issue:43404|issue:43454", "issue:44291|issue:44756", "issue:43873|issue:44387", "issue:44079|issue:46829", @@ -2637,24 +2559,24 @@ "issue:45684|issue:45698", "issue:43854|issue:45216", "issue:45292|issue:45335", + "issue:43645|issue:44164", "issue:44402|issue:44451", - "issue:43646|issue:43708", - "issue:43645|issue:44164" + "issue:43646|issue:43708" ], - "prepared_review_unit_hash": "e8f12c843f84a80ec57d5bdcda13b119039503eb2971a3b668964bceb8ed857a", + "prepared_review_unit_hash": "5cd0df6969cd68e20ecec1a40a4dd638a410cb9db665fceaf7c562f513d2444d", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37064, + "serialized_chars": 37062, "estimated_input_tokens": 9266, "estimated_eval_tokens": 18788 }, @@ -2663,204 +2585,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but there are two small duplicate-like subclusters: the resize_token_embeddings reports (45276/45292/45335) and the untied lm_head reports (43404/43454). I\u2019d use 45292 as the canonical issue because it is the most generic description in the strongest duplicate set.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45292 is the most generic and central report in the clearest duplicate subcluster, covering the shared resize_token_embeddings propagation problem across model variants.", + "summary": "Most candidate pairs are clearly unrelated by model, subsystem, or bug shape. The only strong duplicate cluster is around `resize_token_embeddings` not updating downstream embedding/output modules, spanning Gemma4, generic output_embeddings, and t5gemma reports.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45292 is the cleanest broad statement of the shared bug (`resize_token_embeddings` not updating output embeddings) and can serve as the umbrella for the Gemma4/t5gemma variants.", "canonical_pr_reason": null, - "best_issue_reason": "Best representative of the cluster\u2019s strongest duplicate family: it states the shared symptom broadly, while the nearby issues are model-specific variants of the same resize_token_embeddings bug.", + "best_issue_reason": "Issue 45292 is the best representative of the duplicate cluster because it is the most general, model-agnostic formulation of the embedding-resize regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Related BERT loading complaints, but one is a tokenizer vocab-size mismatch and the other is a model-specific load failure; not enough to call the same bug." + "reason": "Both mention tokenizer/vocab issues, but they are different models and different failure modes; not the same underlying bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different topics entirely: SigLIP2 doc example errors vs a GLM5 model issue." + "reason": "Completely different topics: SigLIP2 docs errors vs GLM5 loading/title-only report." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Unrelated models and failure modes (Qwen3 device-map crash vs AudioFlamingo3 batched inference token leak)." + "reason": "Different subsystems and symptoms: Qwen device-mapping CUDA assert vs AudioFlamingo batch token/embedding leak." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different code paths and symptoms: FSDP/shared_kv_states KeyError vs AutoModelForCausalLM text_config unwrapping." + "reason": "Different model families and code paths: Gemma4 FSDP KeyError vs Qwen multimodal config unwrapping." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "One is a Torch-version incompatibility, the other is a meta-device loading regression; not the same bug." - }, - { - "left": "issue:43404", - "right": "issue:43454", - "accept": true, - "reason": "Both report untied lm_head weights causing bad generation in related multimodal generation models; same underlying weight-tying bug." + "reason": "One is torch-version compatibility, the other is meta-device loading behavior; not the same bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to the apex.FusedRMSNorm memory leak." + "reason": "Gradient checkpointing/LoRA is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve `lm_head` tying, but they are separate model classes and not clearly the same concrete failure path." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected init_empty_weights argument and Strix Halo mmap OOM are separate loading/runtime problems." + "reason": "`init_empty_weights` argument handling is unrelated to mmap OOM on Strix Halo." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization, but one is offloading behavior and the other is increased reserved memory/OOM; different root causes." + "reason": "Both are quantization/memory related, but one is offloading behavior and the other is CUDA reserved-memory/OOM regression; too different." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to VideoPrism output field mapping." + "reason": "Generic `ModelOutput` key assignment bug vs a specific VideoPrism output-field mapping issue; not enough to unify." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "FSDP2 shared_kv_states KeyError and CPU offload incompatibility in Qwen3_5Moe are different issues." + "reason": "Different attention/offload failures in different models; no shared underlying code-path is evident." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and symptoms: NVFP4 load error vs MXFP4 fallback to bf16." + "reason": "Different quantization formats and models (NVFP4 vs MXFP4); similar theme but not the same bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline regression." + "reason": "Import path regression vs Whisper pipeline `return_language`; unrelated failure modes." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Quantization OOM and disabling mmap on Strix Halo are distinct problems." + "reason": "Quantization OOM regression vs Strix Halo mmap OOM workaround; not the same underlying issue." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 track leakage and Gemma4 device mismatch are not the same code-path problem." + "reason": "AudioFlamingo batching leak is unrelated to Gemma4 device placement mismatch." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode incompatibility." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA training and the other is eval-mode prohibition; different bugs." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage is unrelated to the Strix Halo mmap OOM report." + "reason": "Meta-device loading regression is distinct from mmap/OOM handling on Strix Halo." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 shared_kv_states are unrelated model bugs." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma4 FSDP attention state rebuilding." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Nemotron checkpoint loading failure and an official example being broken are too vague to treat as the same bug." + "reason": "NemotronH checkpoint loading and a broken official example are related by project, but not clearly the same bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings bug: 45276 is a Gemma4-specific manifestation, while 45292 states the generic output_embeddings failure." + "reason": "Both report `resize_token_embeddings` failing to propagate resized embeddings/output weights; same underlying regression." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict config loading are unrelated." + "reason": "Video-input regression in Qwen VL models vs strict config loading for granite_speech; unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to RLHF NaN explosions from 3D position_ids." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to RLHF NaNs from 3D position IDs / SDPA fallback." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." + "reason": "Serialization `extra_state` handling is unrelated to mmap OOM on Strix Halo." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sinkless-model crash is unrelated to the Gemma4 FSDP2 attention KeyError." + "reason": "Flash-attention sink handling and Gemma4 FSDP KeyError are distinct attention bugs." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and mistral_common continue_final_message are different tokenizer bugs." + "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are different tokenizer bugs." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Custom-model file permissions and loading the wrong custom module after save_pretrained are separate save/load issues." + "reason": "One is file permission propagation in save_pretrained; the other is loading the wrong custom module after save_pretrained." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 save_pretrained regression are different model-specific problems." + "reason": "GLM-4.7-Flash unit-test loading issue is unrelated to Qwen3.5 checkpoint regression." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both describe the same resize_token_embeddings omission; 45335 is the T5Gemma-specific instance of the generic issue in 45292." + "reason": "Both describe `resize_token_embeddings` not updating the model's embedding/output tensors; same bug family across model variants." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in Jupyter is unrelated to save/from_pretrained `extra_state` handling." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both concern model loading, but the tokenizer vocab-size mismatch and the ScandiBERT load failure are not clearly the same root cause." + "reason": "Both are model-loading/tokenizer complaints, but they concern different checkpoints and different symptoms." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regression and Trainer resume_from_checkpoint max_steps calculation are unrelated." - }, - { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "Jupyter custom-model initialization and save/from_pretrained extra_state handling are different bugs despite both touching model persistence/loading." + "reason": "Transformers 5 custom-model init breakage and Trainer `max_steps` resume math are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary stays conservative about the cluster being mostly heterogeneous and only calls out the two clearly supported duplicate families. The canonical choice of 45292 is reasonable because it is the most generic title in the resize_token_embeddings subcluster. The accepted soft-edge pairs (43404/43454, 45276/45292, 45292/45335) are defensible from the packet titles, and the rejected pairs do not overreach." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate links are the resize_token_embeddings trio, which is well supported by the titles and high similarity scores. The remaining pairwise rejections do not overclaim shared bugs, model families, or code paths." }, "evaluator_used": true, "retried": false, @@ -2966,238 +2888,238 @@ "issue:45479|issue:46897", "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "4946c1c6c06a3d52f69de3b146df984a7c71c9cc86be7098cdd67b92cb01d3f3", + "prepared_review_unit_hash": "b97fe7573260282f002f01e14aa8b3fb7c6c96bbcc11813071b10b4ac4dbf0ba", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38135, - "estimated_input_tokens": 9534, - "estimated_eval_tokens": 19324 + "serialized_chars": 38131, + "estimated_input_tokens": 9533, + "estimated_eval_tokens": 19322 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of distinct Transformers v5 regression reports spanning tokenization, model loading, dtype/device mismatches, and quantization. The soft pairs are largely topical similarities rather than the same concrete bug.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43611 is the best representative because it is a broad, concrete v5 model-loading regression and sits near the center of the cluster\u2019s recurring loading/config failures.", + "summary": "This cluster is very heterogeneous. The soft pairs mostly share broad keywords or product areas, but they do not look like the same underlying bug/change, so I would reject all soft edges.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 46901 is the clearest concrete report in the only plausible mini-theme (training-loss double-shift), but the overall cluster is too mixed to form a strong duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the clearest anchor for triage: it is specific enough to be actionable, but broad enough to represent the dominant loading-regression theme in the set.", + "best_issue_reason": "Issue 46901 is the best representative of the cluster\u2019s most concrete recurring bug pattern, because it states the root cause explicitly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Same high-level pattern (training-loss double shift), but these are different model reports with no evidence of the same underlying code path." + "reason": "Same pattern name, but different model families and no evidence they share one code path." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both mention dtype mismatches, but one is an autocast forward issue and the other is a meta-device loading issue for different models." + "reason": "Both mention dtype mismatch, but one is autocast-related and the other is a meta-device loading problem." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Unrelated failures: missing Float8 storage vs a Strix Halo mmap OOM workaround." + "reason": "Float8 storage deserialization and mmap/OOM behavior are unrelated failures." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "One is a performance regression in convert_tokens_to_ids; the other is a round-trip tokenization correctness bug." + "reason": "Slow convert_tokens_to_ids and leading-space round-trip loss are different tokenizer bugs." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Tokenizer wrong-ID regression and tokenizer performance regression are different bugs and fixes." + "reason": "Granite wrong token IDs is a correctness regression, not the same issue as the added-token slowdown." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is not the same bug as a model-specific dtype mismatch under autocast." + "reason": "Generic torch version incompatibility is not the same as a multimodal dtype mismatch." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language breakage and generic tokenization-change reports are not the same underlying issue." + "reason": "Whisper pipeline return_language regression and tokenization behavior changes are different problems." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different code paths and symptoms: PagedAttentionCache group-type crash vs template-node compilation error." + "reason": "Qwen3.5 PagedAttentionCache crash and a template-node compilation TypeError are distinct code-path failures." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve loading/custom model behavior, but one is base_model_prefix handling and the other is notebook-defined custom model initialization; not the same bug." + "reason": "base_model_prefix loading regression and notebook custom-model initialization are not the same bug." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are unrelated loading/pipeline issues." + "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are unrelated." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch incompatibility and YOLO multi-GPU device-map failure are different problems." + "reason": "Torch 2.10 incompatibility is not the same as YOLO multi-GPU device-map failure." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device mismatch during forward." + "reason": "flex_attention compilation on newer torch and Gemma4 device mismatch are different issues." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "No shared bug: torch version compatibility vs Mistral-3 image preprocessor/model dtype mismatch." + "reason": "A broad torch compatibility issue does not match a specific Mistral-3 dtype mismatch." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Different failures with different triggers and fix scopes." + "reason": "Torch version incompatibility is unrelated to Gemma4 PLE device placement." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "A video-input regression and a mask-shape IndexError are not the same code-path problem." + "reason": "Video-input regression in Qwen variants and a generic mask-shape IndexError are not the same bug." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Completely different failure modes and subsystems." + "reason": "Float8 storage lookup failure and non-template-node compilation failure are unrelated." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as a Qwen3.5 cache/group-type crash." + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache crash." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline/API removals and are not duplicate documentation bugs." + "reason": "Both are docs issues, but they cover different removed/incorrect pipeline topics." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect Siglip2 outputs and ModelOutput key assignment are unrelated issues." + "reason": "Nonsensical model outputs and ModelOutput key assignment are different failure modes." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer special-token conflict and gguf loading failures are distinct loading bugs." + "reason": "Tokenizer method-name conflict and gguf_file loading breakage are unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failures with torch_compilable_check and Perceiver resolution failures are different problems." + "reason": "torch.export failure with torch_compilable_check and Perceiver resize failure are different code paths." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline regression is unrelated to MXFP4 quantization fallback behavior." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior do not share the same underlying bug." + "reason": "Quantized save/load breakage and continue_final_message tokenizer handling are distinct." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "save/from_pretrained extra_state handling and Qwen composite config unwrapping are separate loading issues." + "reason": "extra_state serialization failure and text_config unwrapping are separate loading bugs." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "No concrete overlap beyond both involving Transformers APIs." + "reason": "These describe unrelated issues: a reproduction of another bug versus Mistral tokenizer behavior." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM regression and tokenizer load failure for a different model are not duplicates." + "reason": "CamemBERT MLM prediction regression and tokenizer load failure are not the same underlying bug." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both involve Gemma4, but one is a device-map forward mismatch and the other is an unsafe dtype cast in multimodal embedders." + "reason": "Gemma4 device mismatch and unsafe 4-bit cast in multimodal embedders are different bugs." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizers, different failure points, different fixes." + "reason": "Generic tokenizer load failure and a specific Mistral regex patch AttributeError are not the same issue." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Same model family, but one is a general loading breakage and the other is a specific weight-shape mismatch; not enough to treat as the same bug." + "reason": "Both are Qwen3-VL-related, but one is a dev version loading regression and the other is a shape-mismatch on a specific variant." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "A classification-loss degeneration and an ASR training-loss shift bug are unrelated." + "reason": "Single-label zero-loss classification and training-loss double-shift are different loss bugs." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory inefficiency and mmap OOM avoidance are different issues." + "reason": "MoE training memory inefficiency and Strix Halo mmap OOM mitigation are unrelated." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state save/load failure and a TimesFM window_size AttributeError are unrelated." + "reason": "extra_state serialization and TimesFM window_size AttributeError do not share a code path." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Different model families and different loss bugs." + "reason": "Different model families and different training-loss failure modes; not the same bug." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed zero3/BertModel index error and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Deepspeed zero3/BertModel index error and flex_attention compilation on torch>=2.9 are unrelated." } ] }, @@ -3289,8 +3211,8 @@ "issue:34567|issue:40444", "issue:43644|issue:43646", "issue:43541|issue:45084", - "issue:40444|issue:46326", "issue:43582|issue:43632", + "issue:40444|issue:46326", "issue:42175|issue:46178", "issue:44206|issue:44220", "issue:36032|issue:43645", @@ -3302,14 +3224,14 @@ "issue:43317|issue:43482", "issue:43262|issue:43377" ], - "prepared_review_unit_hash": "3a7f7a8258fbef0a2f905cf57de4d3b2c4b26ebc6ce99565177ba9ef0fb7d9f3", + "prepared_review_unit_hash": "381e7de8c3fc1c36640bc87b3bb6017868b61881611071e62da1baab35cf12bc", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, @@ -3324,193 +3246,202 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated closed issues. The soft-similarity pairs share broad themes like tokenizer loading, Whisper, or Transformers v5 regressions, but they do not look like the same underlying bug and should not be merged as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "issue:44488 is the most central tokenizer-loading report in this set: it is broad, well-discussed, has inbound references, and sits closest to several other tokenizer-related reports by symptom.", + "summary": "Most soft edges are only broad thematic similarity (often \u201cmodel loading\u201d or \u201cTransformers v5\u201d regressions) and should be rejected. The one plausible duplicate family is the audio feature-extraction crash around `_torch_extract_fbank_features()` / `LasrFeatureExtractor`.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44206 is the best representative of the accepted duplicate family because it states the concrete regression and user-visible crash, while issue:44220 appears to be the lower-level helper-function manifestation of the same failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44488 is the best representative issue for this cluster because it is the broadest and most connected loading/tokenizer regression among the candidates.", + "best_issue_reason": "issue:44206 is the strongest global issue candidate because it is the clearest, most specific report of the underlying bug and would make the best anchor for deduping the audio feature-extraction path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are tokenizer/model loading failures, but they affect different repos and likely different code paths." + "reason": "Both are tokenizer/model-loading complaints, but they refer to different repos and likely different root causes; too broad to merge as one bug." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "One is a generic tokenizer loading issue; the other is a Mistral regex patch crash with a different failure mode." + "reason": "One is a generic model-loading failure, the other is a Mistral regex patch crash; different code paths." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers." + "reason": "Both mention Transformers v5 breakage, but one is about base_model_prefix loading and the other about non-persistent buffers; not the same concrete bug." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both mention tokenizer loading/output on specific models, but the symptoms and likely fixes differ." + "reason": "Both involve tokenizer loading, but one is about AutoTokenizer ignoring tokenizer.json and the other is a DeepSeek-Coder-specific incorrect output regression." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE marker handling and Mistral lm_head tying are unrelated bugs." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated failures." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer init conflict vs FineGrainedFP8Config failure; different subsystems and root causes." + "reason": "T5 tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Both are model-structure issues, but CLIP structure and Sam3 weight loading are separate problems." + "reason": "Different model families and different regressions; only a loose Transformers-v5 connection." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline return_language behavior and CamemBERT masked-LM predictions are unrelated." + "reason": "Whisper return_language behavior and CamemBERT masked-LM predictions are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch vs template compilation error are different bugs." + "reason": "Image preprocessor dtype mismatch and template compilation failure are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device/offload related, but they hit different model components and failure modes." + "reason": "Both are device/offload related, but they affect different models and different execution paths." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and PagedAttention linear_attention crash are unrelated." + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES handling and flex_attention compilation are different code paths." + "reason": "Tokenizer mapping registration and compiled flex_attention are completely different issues." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and runtime post-processor refresh are different tokenizer issues." + "reason": "High perplexity on a model/dataset and runtime tokenizer post-processor updating are not the same bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both involve Qwen variants, but one is FP8 config loading and the other is a PagedAttention cache crash." + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 cache crash are distinct issues despite similar model naming." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but they target different repositories and likely different causes." + "reason": "Both are loading regressions, but they concern different models and likely different tokenizer/model assets." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and multimodal IterableDataset failure are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both touch Transformers 5 initialization behavior, but one is about non-persistent buffers and the other custom model init." + "reason": "Both are Transformers v5 custom-model regressions, but the reported failures are different enough that they do not clearly share one concrete bug." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing and non-template-node compilation are unrelated." + "reason": "Grouped_mm tracing failure and non-template-node compilation failure are different compiler/runtime problems." }, { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "VL iterable-dataset batching and continue_final_message are different multimodal tokenizer flows." + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "AppleSilicon allocator warmup and the _is_hf_initialized flag are unrelated." + "reason": "Multimodal finetuning failure and mistral_common continue_final_message bug are unrelated." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both are backend/dependency issues, but they concern different backends and installation paths." + "reason": "Both mention backend registration, but one is packaging/install-time TensorFlow omission and the other is a missing BACKENDS_MAPPING entry for tensorflow_text." }, { "left": "issue:44206", "right": "issue:44220", - "accept": false, - "reason": "FeatureExtractor center-arg handling and _torch_extract_fbank_features are different audio preprocessing bugs." + "accept": true, + "reason": "These point to the same audio feature-extraction crash: the helper `_torch_extract_fbank_features()` and the higher-level `LasrFeatureExtractor` failure are two descriptions of the same code path." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and notebook custom initialization are unrelated." + "reason": "T5 tokenizer special-method conflict and notebook custom-model initialization breakage are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty-transcription generation are different issues." + "reason": "Both involve Whisper special-token handling, but one is decode parameter handling and the other is a generation failure after align_special_tokens; not clearly one bug." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "GGUF loading via AutoTokenizer/AutoModel and Qwen2.5-GGUF v5 loading are distinct failures." + "reason": "Both involve GGUF loading, but one is a generic gguf_file breakage and the other is a Qwen2.5-GGUF version-specific loading failure; too broad to treat as duplicates." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are v5+ tokenizer/loading regressions, but they affect different repositories and likely need different fixes." + "reason": "Both are model/tokenizer loading failures on v5+, but for different repos and likely different tokenizer configs." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights attribute error and tokenizer repository loading are unrelated." + "reason": "Missing all_tied_weights_keys and inability to load a specific BERT model are unrelated." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid method are not the same bug." + "reason": "Template compilation error and GraniteMoEHybrid invalid-method calls are different bugs." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload failure and GGUF loading failure are distinct problems." + "reason": "GPU/CPU offload dequantization failure and GGUF loading failure are separate loading paths." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate default and MIMI padding-mask batching are different bugs." + "reason": "Audio chat-template sampling-rate defaulting and MIMI batched-vs-single padding-mask mismatch are different audio issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The single accepted duplicate pair (44206/44220) is reasonably supported by the titles as the same audio feature-extraction path, while the other pairs are rejected for concrete, title-level differences rather than vague thematic overlap." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3583,8 +3514,8 @@ "issue:44403|issue:45081", "issue:42915|issue:45084", "issue:43792|issue:46869", - "issue:44849|issue:45325", "issue:43377|issue:43819", + "issue:44849|issue:45325", "issue:43404|issue:44466", "issue:44464|issue:45987", "issue:28530|issue:34567", @@ -3599,213 +3530,225 @@ "issue:44265|issue:44610", "issue:43089|issue:45987", "issue:43322|issue:43540", - "issue:44479|issue:45325", "issue:43632|issue:46821", + "issue:44479|issue:45325", "issue:42915|issue:44589", "issue:36032|issue:41720", "issue:43531|issue:44877", "issue:44991|issue:46315", "issue:45216|issue:45357" ], - "prepared_review_unit_hash": "a695015a51ad6377c8b28ef4d878cf12b598b5efa0ad27c23836702140300518", + "prepared_review_unit_hash": "f2512ef683e98bbc8dfe68902745ea1d4957a21bec1cf42dc0ffe2561247ae2b", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36615, - "estimated_input_tokens": 9154, - "estimated_eval_tokens": 18564 + "serialized_chars": 36617, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The packet supports one clear duplicate-like pair: issue:45216 and issue:45357, both about Qwen3.5 `save_pretrained` producing incorrect checkpoint/visual-encoder keys. The other soft pairs are related at a broad subsystem level but describe different defects, so they should remain rejected.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45216 is the best canonical issue because it is a concrete, specific regression report with a clear failure mode and version window, and 45357 reads like a later follow-up on the same Qwen3.5 `save_pretrained` bug.", + "summary": "This cluster is mostly heterogeneous Transformers bug reports, with one likely duplicate-like pair around Qwen3.5 save_pretrained serialization. Most other pairs are only loosely related by broad subsystem or model family, not the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43632 is the broadest representative of the cluster\u2019s dominant theme: v5 regressions around model loading/initialization and the `_is_hf_initialized` path. The rest of the set is too mixed to support a single true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "45216 is the strongest representative issue: it names the exact API, affected model family, and regression behavior, and it has the only soft edge that looks like a true duplicate.", + "best_issue_reason": "43632 is the best overall issue representative because it is the most general core-regression report among many v5 load/init failures; the remaining issues are mostly narrower, model-specific, or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Different failures: PEFT/local checkpoint loading vs mistral_common tokenizer/chat-template behavior." + "reason": "PEFT checkpoint loading vs. mistral_common tokenizer chat handling; different code paths and symptoms." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is custom model init and the other is non-persistent buffer corruption; not the same bug." + "reason": "Both are v5 regressions, but custom model initialization and non-persistent buffer serialization are distinct bugs." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Notebook custom-model initialization and remote-code `config_class` handling are separate code paths and symptoms." + "reason": "Notebook custom-model init breakage vs. remote-code `config_class` handling; related theme, not the same bug." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Logging/noise during loading is unrelated to the Mistral regex patch crash." + "reason": "Loading noise issue vs. tokenizer regex patch crash; unrelated failure modes." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 failure and template compilation TypeError are different defects." + "reason": "FineGrainedFP8 model failure and template-node compilation error are different problems." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper loading failure and YOLO multi-GPU device-map failure are different models and failure modes." + "reason": "Whisper model loading failure vs. YOLO multi-GPU device-map failure; no shared code-path bug." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Both are Qwen-family issues, but one is hidden-state output behavior and the other is rope/position-id scaling." + "reason": "MIMI padding-mask discrepancy vs. DAC STE mismatch; both audio-related but not the same defect." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "MIMI batching/padding-mask mismatch and DAC STE mismatch are unrelated model-specific logic bugs." + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope/position-id scaling bug are different issues." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both involve tied weights, but one is untied weights in a model class and the other is device-dependent serialization." + "reason": "Missing weight tying in one model vs. device-dependent lm_head serialization inconsistency; not the same bug." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as `get_seq_length()` returning the wrong type." + "reason": "Chunked generation mismatch under compiled forward vs. cache length returning the wrong type; different code paths." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and `num_input_tokens_seen` tracking are unrelated trainer issues." + "reason": "Early-stopping metric selection and token-count tracking are unrelated trainer bugs." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "A specific model load failure and a tokenizer regex patch crash are different problems." + "reason": "Tokenizer/model loading failure vs. Mistral regex patch crash; only broad tokenizer-loading overlap." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 inference/pipeline failure and OmDet-Turbo processor size mismatch are separate issues." + "reason": "SigLIP2 output corruption and OmDet-Turbo processor size mismatch are unrelated vision bugs." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and tokenizer load failure for est-roberta are unrelated." + "reason": "Missing tied-weights attribute vs. tokenizer load failure; different underlying issues." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n variable collision and Gemma4 quantized multimodal dtype-cast failure are different bugs." + "reason": "Gemma3n forward variable collision vs. Gemma4 quantization cast bug; same family, different defect." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Qwen3Moe FP8 config failure and `init_empty_weights` `_is_hf_initialized` handling are distinct initialization issues." + "reason": "FP8 configuration failure vs. init_empty_weights `_is_hf_initialized` argument handling; not the same bug." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated tokenizer/model loading bugs." + "reason": "ScandiBERT loading failure and Mistral regex crash are unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token conflict and MobileLLM key error are different tokenizer/model issues." + "reason": "T5 tokenizer special-token conflict vs. MobileLLM key error; different load paths." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken construction error and physical-intelligence/fast loading failure are not the same bug." + "reason": "AddedToken keyword collision vs. tokenizer loading regression; not a duplicate." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export exportability via `torch_compilable_check` is unrelated to processor input-size mismatch." + "reason": "torch.export/compilable-check failure vs. processor image-size mismatch; unrelated." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead and cache-length return-type correctness are different issues." + "reason": "Generation performance overhead vs. cache-length contract bug; not the same underlying issue." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next load segfault and Qwen3OmniMoe video-processing ValueError are separate multimodal failures." + "reason": "Llava Next loading segfault vs. Qwen3OmniMoe video-input ValueError; different models and failures." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Core `_is_hf_initialized` regression vs. TimesFM `window_size` attribute error; unrelated." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Video-input regression across Qwen models is not the same as still-image temporal position scaling in Qwen2.5-VL." + "reason": "Both touch Qwen VL/rope logic, but one is a broad video-input regression and the other is a specific still-image position-id scaling bug." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8 config failure vs. missing Float8 storage type; unrelated bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "`_is_hf_initialized` breakage and TimesFM `window_size` AttributeError are unrelated." + "reason": "T5 tokenizer loading issue vs. Qwen3 auto device-map CUDA assert; no shared root cause." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and granite_speech config loading are different code paths." + "reason": "Qwen3-MoE sliding-window bug vs. Granite Speech config strictness; different subsystems." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure and `convert_tokens_to_ids` slowdown are unrelated." + "reason": "Tokenizer load failure vs. slow `convert_tokens_to_ids` regression; not the same bug." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both describe the same Qwen3.5 `save_pretrained` regression producing incorrect checkpoint/visual-encoder keys; 45357 is a later follow-up on the same underlying bug." + "reason": "Same Qwen3.5 `save_pretrained` regression; 45357 is a more specific manifestation involving incorrect visual-encoder keys." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the response overstates the evidence in the summary. The packet only clearly supports one duplicate-like pair, issue:45216 \u2194 issue:45357. The claim that there are \"two soft matches\" that look like true duplicates is not grounded, because the other v5/custom-model pair is explicitly marked non-duplicate in the soft verdicts and the titles point to different defects. The rest of the pairwise rejections are conservative enough." + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative about the soft-edge matches. The representative issue choice is defensible, the cluster heterogeneity is acknowledged, and the only accepted pair (45216/45357) looks plausibly duplicate-like rather than overstated." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3833,7 +3776,6 @@ "issue:42796", "issue:43296", "issue:43317", - "issue:43377", "issue:43381", "issue:43421", "issue:43425", @@ -3862,7 +3804,6 @@ "issue:44991", "issue:45081", "issue:45325", - "issue:45491", "issue:45538", "issue:45542", "issue:45663", @@ -3870,6 +3811,7 @@ "issue:45923", "issue:46491", "issue:46710", + "issue:46821", "issue:46899" ], "soft_pairs": [ @@ -3902,223 +3844,223 @@ "issue:43317|issue:43856", "issue:44462|issue:45812", "issue:41553|issue:43582", - "issue:43377|issue:45491", + "issue:43296|issue:46821", "issue:43611|issue:43646" ], - "prepared_review_unit_hash": "95b4d6ab86e3a94a107f98b9d4f813fdbb8faad1f048019034aaf2a3cd07d1a6", + "prepared_review_unit_hash": "8e93f2baf0872c37e0122dfde62827bd6b8b6e29fd30808d2d8db252d6d2abea", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36940, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "serialized_chars": 36271, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated issues, with a smaller subtheme around Transformers v5 loading/tokenizer regressions. I did not find any true duplicate pairs; the soft links are mostly superficial similarity.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43611 is the broadest and most central representative of the v5-loading regression subgroup, but the cluster overall does not contain a clear single duplicate target.", + "summary": "This cluster is mostly a loose semantic grouping of unrelated issues, with only broad thematic overlap around Transformers v5 regressions, tokenizer behavior, and multimodal edge cases. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43611 is the broadest, most representative report in the set: a clear Transformers v5 regression affecting model loading, with a generic failure mode and strong discussion activity.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the best umbrella issue for the cluster\u2019s main theme because it describes a general Transformers v5 model-loading breakage rather than a narrow, model-specific symptom.", + "best_issue_reason": "issue:43611 best fits the cluster as a canonical issue because it captures the general v5 breakage theme better than the more narrowly scoped tokenizer/model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL training/position-id issues, but one is about iterable datasets with multiple images and the other is about still-image temporal scaling; different bugs." + "reason": "Both are Qwen2.5-VL, but one is a multi-image finetuning failure and the other is a rope/temporal position-id bug; different code paths." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about loading models with base_model_prefix and the other about non-persistent buffer initialization; distinct code paths." + "reason": "Both mention Transformers v5 regressions, but one is about base_model_prefix loading and the other about junk-filled non-persistent buffers; distinct bugs." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "One is a hard Torch 2.10 compatibility problem, the other is noisy loading output; not the same underlying bug." + "reason": "Torch compatibility vs noisy loading output are unrelated issues." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both involve multimodal Gemma/Mistral-style processing and dtype issues, but one is an image preprocessor/model dtype mismatch and the other is a 4-bit quantization cast bug in multimodal embedders." + "reason": "Both are multimodal dtype problems, but they affect different models and different processing paths; not the same concrete bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model families and failure modes: PaddleOCR-VL loading in vLLM versus Qwen3-MoE sliding_window behavior." + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug vs compiled flex_attention failure on newer Torch; no shared code-path evidence." + "reason": "Audio feature extraction and compiled flex_attention failures are unrelated code paths." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is a silent wrong-ID issue for Granite models and the other is a leading-space round-trip bug in CodeLlama; different tokenizer logic." + "reason": "Both are tokenizer regressions, but Granite token IDs and CodeLlama leading-space round-trip are different bugs." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT adapter checkpoint loading are unrelated bugs." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing in eval mode is not the same as a missing supports_gradient_checkpointing flag, even if both touch checkpointing APIs." + "reason": "Eval-mode gradient checkpointing misuse and a missing supports_gradient_checkpointing flag are different problems." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "One is general loading noise, the other is tokenizer.json being ignored; not the same failure." + "reason": "A noisy warning during loading is not the same as an AutoTokenizer failure on a specific model." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Both are loading/runtime regressions, but one concerns _is_hf_initialized and the other mmap OOM on Strix Halo; different problems." + "reason": "Transformers v5 buffer initialization and Strix Halo mmap OOM are unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both mention Qwen2-VL/Qwen2.5-VL fine-tuning, but one is multi-GPU training and the other is an iterable dataset/multi-image failure." + "reason": "Both are Qwen2-VL/Qwen2.5-VL training issues, but multi-GPU training and multi-image dataset failures are distinct." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity evaluation issue vs Whisper batch_decode skip_special_tokens handling; unrelated." + "reason": "Perplexity regression and Whisper batch_decode special-token handling are unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both are Transformers v5-related instantiation failures, but one is about an unexpected _is_hf_initialized argument and the other about missing Float8 storage support; not mergeable as one fix." + "reason": "Both are loading failures in newer Transformers, but the unexpected argument and missing Float8 storage are different underlying errors." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model loading failure and Float8 storage lookup error are different code paths and symptoms." + "reason": "Whisper runtime failure and Float8 storage lookup failure do not share the same bug." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer marker handling for Ministral vs accuracy regression on DeepSeek after upgrade; no evidence of the same bug." + "reason": "Tokenizer marker handling and an accuracy regression in DeepSeek after upgrade are not the same issue." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states issue are unrelated." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuild are unrelated." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Both are generation/training-related Qwen issues only at a very broad level; one is inputs_embeds/past_key_values generation, the other is multi-image finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are separate model/config issues." + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are separate model-specific issues." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but the failing mechanisms are different: initialization flag handling versus non-persistent buffer filling." + "reason": "Different Transformers v5 regressions affecting different subsystems and failure modes." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and _is_hf_initialized constructor failure are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processing updates and add_special_tokens BOS/EOS insertion are different tokenizer behaviors." + "reason": "Runtime post-processor updates for special tokens and add_special_tokens BOS/EOS behavior are different tokenizer bugs." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." + "reason": "GGUF loading and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading issues." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Backend installation packaging issue vs missing TensorFlow backend detection; not the same bug." + "reason": "Package extra dependency omission and a backend error from tensorboard-without-TensorFlow are related only loosely at the packaging level." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and Mistral regex patch crashing are different errors." + "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch crash are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key handling and v5 buffer initialization are distinct framework regressions." + "reason": "ModelOutput key assignment and non-persistent buffer corruption are different bugs." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "device_map/offload loading failure and Qwen3 MoE memory inefficiency are related only loosely by model placement/memory, not the same bug." + "reason": "Dequantized model offload loading and Qwen3 MoE training memory usage are unrelated." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Ignoring tokenizer.json in AutoTokenizer and wrong token IDs for Granite are different tokenizer-loading problems." + "reason": "Both involve AutoTokenizer, but ignoring tokenizer.json and wrong Granite token IDs are distinct failures." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral and Apple Silicon TypeError in caching_allocator_warmup are unrelated." + "reason": "Tokenizer error messaging and AppleSilicon warmup TypeError are unrelated." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:43296", + "right": "issue:46821", "accept": false, - "reason": "MIMI encoder padding-mask batching bug and Gemma3 NaN embeddings from sliding-window all-padding windows are both batching issues but not the same code path." + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are different model-specific bugs." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are broad Transformers v5 breakages, but one is about loading models with base_model_prefix and the other about custom model initialization; separate fixes." + "reason": "Both are broad Transformers v5 breakages, but one is about base_model_prefix loading and the other about custom model initialization; not the same concrete bug." } ] }, @@ -4182,6 +4124,7 @@ "issue:45357", "issue:45381", "issue:45479", + "issue:45491", "issue:45584", "issue:45701", "issue:45823", @@ -4191,7 +4134,7 @@ "issue:46909" ], "soft_pairs": [ - "issue:43296|issue:46821", + "issue:43377|issue:45491", "issue:44509|issue:46909", "issue:43644|issue:44079", "issue:42175|issue:43296", @@ -4214,8 +4157,8 @@ "issue:43262|issue:43746", "issue:44479|issue:45823", "issue:35707|issue:41720", - "issue:34634|issue:35707", "issue:43828|issue:46821", + "issue:34634|issue:35707", "issue:39692|issue:40444", "issue:44186|issue:44265", "issue:43454|issue:43550", @@ -4223,226 +4166,226 @@ "issue:41720|issue:45823", "issue:43377|issue:44610" ], - "prepared_review_unit_hash": "c62d8bfaca12a80034e825255b51ebc907ce37dc0ff6cbbe3fc44e2357e8c485", + "prepared_review_unit_hash": "b2176baf5a78c53aaed7177876f4c86aac1d9d9b1c1d4a3b8babb94110e39d53", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36646, - "estimated_input_tokens": 9162, - "estimated_eval_tokens": 18580 + "serialized_chars": 37264, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues; the only clear duplicate-looking pair is the SigLIP2 report pair, with 43493 as the better canonical report.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43493 is the more root-cause-oriented SigLIP2 report, describing the HF vs JAX implementation discrepancy directly.", + "summary": "The cluster is mostly heterogeneous, with two plausible duplicate subclusters standing out: SigLIP2 wrong-output reports and Qwen2.5-VL position-id regressions. Most other soft pairs are only superficially similar (same subsystem, same symptom class, or same docs area) but not the same underlying bug.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 45325 is the clearest root-cause style report in the cluster: it names a specific Qwen2.5-VL regression in `get_rope_index` and pins it to transformers 5.3.0, making it a strong canonical representative for the positional-encoding bug family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 best represents the duplicate pair because it states the underlying model mismatch more generally, while 43994 reads like a downstream symptom in AutoModel/pipeline.", + "best_issue_reason": "Issue 43873 has the broadest actionable scope and the most activity/inbound references, so it is the best single issue to keep as the cluster\u2019s representative if you need one non-duplicate tracker.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43296", - "right": "issue:46821", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Audio processor chat-template sample-rate defaulting is unrelated to a TimesFM window_size AttributeError." + "reason": "Both are batching/padding-related bugs, but they hit different models and different code paths; not the same underlying defect." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation-related, but they concern different docs problems and different fixes." + "reason": "Both are documentation issues, but they concern different docs failures and different content; too broad to treat as one bug." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk in v5 is a different bug from ModelOutput key assignment handling." + "reason": "Both involve v5 internals, but one is non-persistent buffer initialization and the other is `ModelOutput` key assignment; distinct bugs." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TensorFlow backend packaging and audio processor sampling-rate behavior are unrelated." + "reason": "Package/backend install issue vs model loading failure in vLLM; unrelated code paths." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both affect training, but one is about flash_attention_3 degeneration and the other about single-label classification loss logic." + "reason": "Both mention degenerate training/loss, but one is FlashAttention-3 behavior and the other is a `problem_type`/`num_labels` classification bug; different root causes." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "A missing temporal-attention video tower is unrelated to Sam3Model text encoder weight loading." + "reason": "Both are model-architecture/weight-loading reports, but they target different models and failures." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different multimodal model families and different failures: Video-LLaVA architecture vs Qwen3.5 save_pretrained key handling." + "reason": "Video-LLaVA temporal-attention/weight-sharing issue is unrelated to Qwen3.5 visual-key serialization." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export incompatibility with torch_compilable_check is unrelated to bf16 dtype mismatches in inference." + "reason": "`torch.export` failure on `torch_compilable_check` is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Both describe the same SigLIP2 implementation mismatch causing incorrect/nonsensical outputs compared with the reference behavior." + "reason": "Same SigLIP2 wrong-output problem family: one report frames it as an HF-vs-JAX implementation discrepancy, the other as nonsensical outputs in AutoModel/pipeline." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is not the same as Qwen2.5-VL video position-id regression." + "reason": "Both concern Qwen2.5-VL multimodal inputs, but one is iterable-dataset multi-image finetuning and the other is video position-id regression; not the same bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL rope-index/position-id scaling and Kosmos2.5 OCR index errors are different bugs." + "reason": "Different models and failures; one is a Qwen2.5-VL position-id regression, the other is a Kosmos2.5 long-input index error." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Both involve Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video-input position-ID correctness; not clearly the same defect." + "accept": true, + "reason": "Same Qwen2.5-VL positional-encoding regression in 5.3.0 affecting both still-image and video paths; plausible same code path." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Tied lm_head weight serialization and weight tying causing garbage generation are related only loosely, not the same bug report." + "reason": "Both mention `lm_head.weight`, but one is a missing tie in AyaVision and the other is device-dependent serialization inconsistency; related area, different bugs." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to Qwen2.5-GGUF loading with transformers v5." + "reason": "Different model/loading failures: FineGrainedFP8Config vs GGUF loading in v5." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and version-dependent tokenization are different issues." + "reason": "Offloading/quantization behavior is unrelated to tokenization changes." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is not the same as strict config rejection for granite_speech." + "reason": "`init_empty_weights` argument handling and strict config loading are separate initialization/config issues." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL positional encoding." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video vision_position_ids." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen video position IDs." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are different model-specific bugs." + "reason": "Perplexity regression vs Whisper empty-transcription generation failure; different models and mechanisms." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Bark CPU offload device mismatch is unrelated to torch.export failures on torch_compilable_check models." + "reason": "CPU-offload device mismatch and export-time `torch_compilable_check` failure are unrelated." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor sample-rate defaults and GraniteSpeech PEFT checkpoint loading are different code paths." + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different issues." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "A video-input regression in Qwen models is unrelated to Gemma4 PLE device mismatch during forward." + "reason": "Both are model-specific regressions, but one is a Qwen video-input bug and the other is a Gemma4 device-map forward mismatch." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "inputs_embeds/past_key_values generation issues are unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen3 auto device mapping asserts." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:43828", + "right": "issue:46821", "accept": false, - "reason": "Bark voice_preset failure is unrelated to progressive generation with inputs_embeds and past_key_values." + "reason": "Autocast dtype mismatch vs TimesFM `window_size` attribute error; different subsystems." }, { - "left": "issue:43828", - "right": "issue:46821", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE has nothing to do with TimesFM window_size." + "reason": "Bark voice preset and generation with embeds/past-key-values are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 documentation example errors and Qwen2.5-VL multi-image finetuning failure are separate problems." + "reason": "SigLIP2 docs-example errors and Qwen2.5-VL multi-image finetuning failures are different problems." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/truncation crashes are unrelated to torch.export and torch_compilable_check." + "reason": "Tokenizer padding/truncation crash vs export failure with `torch_compilable_check`; no shared bug." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head weight tying/serialization and Bamba torch.compile SDPA failure are different bugs." + "reason": "Weight-tying/generation bug vs Bamba torch.compile SDPA issue; unrelated." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU offload device mismatch is unrelated to DAC.from_latents vs forward-pass mismatch." + "reason": "CPU offload device mismatch is not the same as DAC latent/forward mismatch." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Qwen3 cudaErrorAssert under auto device mapping is unrelated to Gemma4 PLE device mismatch." + "reason": "Different models and failure modes: Qwen3 auto-device-map assert vs Gemma4 PLE device mismatch." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batching and OmDet-Turbo input-size mismatch are different model/processor bugs." + "reason": "Both involve processor/model input shape mismatches, but they affect different models and different expected sizes; not the same defect." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: most pairs are correctly rejected as unrelated, and 43493/43994 is the only pair that plausibly reads as the same SigLIP2 bug with one report describing the implementation discrepancy and the other its downstream symptom. No clear overstatement stood out." + "feedback": "The summary is grounded in the packet, and the soft-edge calls stay mostly conservative. The strongest cluster-level signals are the SigLIP2 pair and the Qwen2.5-VL position-id regressions, while the many rejected pairs are appropriately framed as superficially similar but distinct issues. The chosen representative/canonical issue rationale is also supported by the activity and titles shown in the packet." }, "evaluator_used": true, "retried": false, @@ -4534,231 +4477,231 @@ "issue:41720|issue:44977", "issue:36331|issue:42915", "issue:44466|issue:45357", - "issue:40990|issue:45701", "issue:43450|issue:45701", + "issue:40990|issue:45701", "issue:44877|issue:44991", "issue:43065|issue:46402", - "issue:26413|issue:28530", "issue:41720|issue:42617", + "issue:26413|issue:28530", "issue:44186|issue:45072", "issue:43526|issue:43883", "issue:43873|issue:44756", "issue:43881|issue:44991" ], - "prepared_review_unit_hash": "db0497217f628b466c5af3a2defbf85360d53e5bb249e3b00813640bc554a004", + "prepared_review_unit_hash": "b505793d354ea96ed1c3c725ecada03d8c0075c11b671ba4aa4c95869edcf9f9", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36963, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "serialized_chars": 36959, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly unrelated issue reports across different models and subsystems. None of the soft pairs look like the same underlying bug with sufficient specificity to merge as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43873 is the broadest and most central candidate in this set: it is open, has multiple inbound references, and covers a general offloading/quantization failure mode that could subsume nearby reports. That said, the rest of the items are mostly distinct bugs.", + "summary": "Mostly a noisy semantic cluster: the items span unrelated loading, quantization, tokenizer, and training bugs. None of the soft pairs look like safe duplicates, so I\u2019d keep them separate. The broadest representative issue is the v5 tokenizer regression affecting multiple model families.", + "confidence": 0.33, + "canonical_issue_reason": "issue:45920 is the broadest, most representative bug report in the set: a tokenizer regression in v5 affecting multiple models, which makes it the best anchor for this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest representative issue because it is broader than the other reports, already attracting references, and is phrased as a general regression rather than a single model-specific failure.", + "best_issue_reason": "issue:45920 has the clearest cross-model scope and strongest \u201cregression\u201d signal, so it is the best single issue to anchor triage even though the cluster contains many unrelated problems.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Different bugs: one is MoE weight conversion with accelerate+deepspeed, the other is a missing gradient-checkpointing flag on a trust_remote_code variant." + "reason": "Different subsystems: MOE weight conversion/loading with accelerate+deepspeed vs a missing gradient-checkpointing flag on a trust_remote_code model." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different code paths and model families; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they describe different failures and code paths: special-token insertion for one tokenizer vs wrong token IDs across several models." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "One is a sliding-window masking off-by-one bug, the other is a tokenizer lookup performance regression; unrelated failure modes." + "reason": "Off-by-one sliding-window masking and slow convert_tokens_to_ids are unrelated bugs." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated issues in different components." + "reason": "Tokenizer/BPE-marker handling and FP8 inference on B200 are unrelated." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are model loading failures, but for different models and likely different causes; too broad to treat as the same bug." + "reason": "Both are model-load failures, but for different models and likely different causes; not enough evidence of the same bug." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Tie-weight serialization/generation corruption is unrelated to dtype mismatches in bfloat16 inference." + "reason": "Weight tying/garbage generation is a different failure mode from dtype mismatches in bfloat16 inference." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Device-mapping forward mismatch and a TimesFM window_size AttributeError are different code paths and symptoms." + "reason": "Device-map forward mismatch and a TimesFM window_size AttributeError are unrelated." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a model and ineffective gradient checkpointing with LoRA are not the same underlying bug." + "reason": "High perplexity on a specific model/dataset is unrelated to gradient checkpointing being ineffective with LoRA." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Batch-vs-single padding mask inconsistency in MIMI is not the same as Perceiver image classification failure at non-default resolution." + "reason": "Missing padding-mask support in MIMI is unrelated to Perceiver image classification with interpolate_pos_encoding." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "A script execution failure and a Qwen3 MoE FP8 loading issue are unrelated." + "reason": "3d_parallel.py execution failure and FineGrainedFP8Config failure are unrelated." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Different components and behaviors: tied-weight serialization vs packed-weight unpacking during accelerate loading." + "reason": "AyaVision tied-weight serialization/generation bug is not the same as BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM-efficient loading breakage and non-persistent buffer junk values are different loading regressions, not the same concrete bug." + "reason": "FSDP CPU-RAM-efficient loading and non-persistent buffer junk are both v5-ish but distinct code-path issues." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both concern offloading/quantization, but one is specific to dequantized model loading with device_map=auto and the other is a broader offloading complaint; insufficient evidence they are the same bug." + "reason": "These are the closest pair conceptually, but one is a specific dequantized-model load failure and the other is a broader offloading/quantization complaint; not enough evidence they are the same concrete bug." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to failing to unwrap text_config for composite Qwen multimodal configs." + "reason": "Missing pad_token_idx in a config and not unwrapping text_config for composite multimodal configs are different config-loading bugs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault loading Llava Next models and sinq save/load corruption are different failure modes." + "reason": "Segfault while loading Llava Next models is unrelated to sinq quantization save/load breakage." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "CUDA assert on Qwen3 with auto device mapping and a Llava Next load segfault are unrelated and model-specific." + "reason": "Qwen3 device-map cudaErrorAssert and Llava Next segfaults are different model-specific load/runtime failures." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss API breakage is unrelated to not being able to run a parallelism example script." + "reason": "Unexpected compute_loss keyword argument and 3d_parallel.py failure are unrelated." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization memory regression and an apex RMSNorm memory leak are different memory issues with different causes." + "reason": "Int4 quantization OOM and an apex RMSNorm memory leak are different performance/memory bugs." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Auto device mapping CUDA assert and flash-attention generation issues in Qwen3.5 are distinct bugs." + "reason": "Both involve Qwen-family models, but one is auto-device-map CUDA assert and the other is flash-attention generation corruption; different paths." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected compute_loss keyword argument and Qwen3 MoE FP8 failure are unrelated." + "reason": "Trainer API mismatch and FineGrainedFP8Config failure are unrelated." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve save_pretrained regressions, but one is lm_head serialization/tied weights and the other is incorrect visual encoder keys; different code paths." + "reason": "Inconsistent lm_head serialization and incorrect visual-encoder keys are both serialization issues but affect different components and bugs." }, { - "left": "issue:40990", + "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "A perplexity regression does not match a broad tokenization-change report; too weak to call duplicates." + "reason": "Batched video processor shape bug and version-dependent tokenization are unrelated." }, { - "left": "issue:43450", + "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug and tokenization changes are unrelated subsystems." + "reason": "High perplexity on one model and tokenization changes across versions are not the same bug." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are unrelated issues." + "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are unrelated." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Model text encoder weights not loading are separate model components and bugs." + "reason": "Both mention Sam3, but one is a dummy conv in the pixel decoder and the other is missing text-encoder weights; different components and fixes." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "resume_from_checkpoint epoch_iterator failure and early-stopping metric lookup are different Trainer issues." + "reason": "Qwen3 device-map assert and 3d_parallel.py execution failure are unrelated." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:26413", + "right": "issue:28530", "accept": false, - "reason": "Auto device mapping CUDA assert and an example script execution failure do not describe the same bug." + "reason": "resume_from_checkpoint epoch_iterator failure and early-stopping metric lookup failure are separate trainer behaviors." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crashes on NER/batched padding are unrelated to dtype mismatches in bfloat16 inference." + "reason": "Tokenizer crashes on NER/padding-truncation and bf16 dtype mismatches are unrelated." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys on Molmo are unrelated." + "reason": "BeitImageProcessorFast label reduction bug and missing all_tied_weights_keys are unrelated." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both are memory/offload themed, but one is a quantization/offloading regression and the other is a Strix Halo mmap OOM workaround; not the same concrete bug." + "reason": "Quantization offloading problems and mmap OOM on Strix Halo are different memory/loading issues." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "A model loading failure and a tokenizer loading failure for a different model are unrelated." + "reason": "A model load failure and a tokenizer load failure for different models are not the same bug." } ] }, @@ -4839,8 +4782,8 @@ "issue:44186|issue:44610", "issue:43646|issue:46665", "issue:43550|issue:43606", - "issue:43404|issue:45357", "issue:36010|issue:42617", + "issue:43404|issue:45357", "issue:44610|issue:44898", "issue:42915|issue:43317", "issue:44734|issue:46858", @@ -4861,20 +4804,20 @@ "issue:42915|issue:43322", "issue:28530|issue:30064" ], - "prepared_review_unit_hash": "18fc38277d63ede365838fd87239f305c254bd9f420318b64d2950c063cb541f", + "prepared_review_unit_hash": "7e549fd8eb8251cccfb0a1ac7e418c6e368d16d0008a615804617cb953e9f468", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35916, + "serialized_chars": 35914, "estimated_input_tokens": 8979, "estimated_eval_tokens": 18214 }, @@ -4883,186 +4826,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated training, tokenizer/processor, model-loading, device-map, serving, and cache bugs. None of the proposed soft pairs look like the same underlying defect, so no soft edges are accepted. There are no PRs in the cluster.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45701 is the best representative because it is the most broadly phrased and has the highest external reference signal, making it the closest thing to a hub in an otherwise mixed cluster.", + "summary": "The cluster is very heterogeneous: the soft-similarity pairs mostly share only broad keywords like cache, device_map, tokenizer, or compile, but they are not the same underlying bug or change. I would not merge any of the proposed soft pairs.", + "confidence": 0.87, + "canonical_issue_reason": "No true duplicate cluster here; if one issue must represent the group, issue:46858 is the least-bad runtime/cache representative, but it is not a real umbrella duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best issue candidate for canonicalization, but only as a broad anchor; the cluster does not actually contain a tight duplicate set.", + "best_issue_reason": "issue:46858 is the closest center of the cache/compile/generation subset and has the broadest overlap with the few runtime-oriented pairs, but the cluster is still too mixed for a strong canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/generation, but one is a model-family beam-search reorder omission and the other is a static-cache seq-length arithmetic bug on non-CUDA backends." + "reason": "Both mention cache/generation, but 46612 is beam-search reorder for specific model families while 46858 is a static-cache/torch.compile seq_length arithmetic bug on non-CUDA backends." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different code paths: Bamba torch.compile + SDPA versus BitNet packed-weight unpacking during accelerate loading." + "reason": "Different failure modes: Bamba torch.compile + SDPA versus BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype propagation and Trainer resume/max_steps calculation are unrelated bugs." + "reason": "Unrelated paths: dtype propagation in Blip2 loading versus Trainer resume/max_steps math after batch-size changes." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "One is a regression around processor.tokenizer/images passthrough; the other is a broad tokenization-version discrepancy. Related theme, not the same bug." + "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is version-dependent tokenization behavior; not the same bug." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "Completely different models and failures: MoE MPS histogram support versus TimesFM window_size AttributeError." + "reason": "Completely different issues: MPS histogram on Int in MoE versus TimesFM window_size AttributeError." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Both are processor/tokenizer bugs, but they affect different models and different failure modes: NER/batched padding versus image size mismatch." + "reason": "Both concern processors/tokenizers, but the concrete bugs differ: LayoutLMv2 NER/padding crashes versus OmDet-Turbo image-size mismatch." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Custom model initialization breakage in v5 is not the same as inconsistent from_pretrained behavior inside Python classes." + "reason": "Both touch model initialization/loading, but they are distinct symptoms and code paths; not plausibly one merged fix." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different model-specific device/offload failures; no shared concrete code path." + "reason": "Different model/runtime problems: compile+SDPA on Bamba versus CPU-offload device mismatch on bark-small." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Weight tying in Mistral3 conditional generation is unrelated to Qwen3.5 visual encoder key saving." + "reason": "No overlap beyond being runtime errors; GenerationMixin import failure is unrelated to 3d_parallel.py startup." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated issues." + "reason": "One is tied-weight/model output correctness in Mistral3, the other is save_pretrained visual-key serialization in Qwen3.5." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are vision input-shape problems, but they involve different models and different mechanisms: processor resize mismatch versus interpolate_pos_encoding handling." + "reason": "Both involve image size / interpolation, but they are model-specific and not the same concrete bug." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model offload loading failure are different model-loading bugs." + "reason": "Different quantization/offload problems: FineGrainedFP8Config failure versus dequantized model loading with cpu/gpu offload." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both touch cache logic, but one is serve-side continuation tensor indexing and the other is prefill static-cache length arithmetic; not the same bug." + "reason": "Both are cache-related, but one is serve KV-cache continuation indexing and the other is static-cache seq_length device-tensor arithmetic under compile." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/multimodal-related, but the actual failures differ: string-to-device conversion versus missing _tokenizer on Gemma4Processor." + "reason": "Serve multimodal crash from passing strings to .to() is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failures are unrelated bugs." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n forward variable collision is unrelated to Gemma4 PLE device mismatch under device_map=auto." + "reason": "Different Gemma-family models and different root causes: variable-name collision in forward versus device mismatch with auto device_map." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different models and symptoms: Qwen3 auto device mapping cudaErrorAssert versus GPT-OSS MoE tensor-parallel failure." + "reason": "Both involve distributed/device behavior, but Qwen3 auto-mapping cudaErrorAssert and GPT-OSS tensor-parallel failure are different code paths." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping/eval metric selection and Qwen2-VL multi-GPU training are not the same defect." + "reason": "Trainer early-stopping configuration and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is a different bug from static-cache seq-length arithmetic on non-CUDA backends." + "reason": "Both mention compiled generation/cache behavior, but the reported symptoms and likely fixes differ: inconsistent outputs versus device-tensor slice arithmetic." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to permission propagation in save_pretrained/register_for_auto_class." + "reason": "Filesystem/cache-path collision and read-only permission propagation are different save/load issues." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are separate model-specific bugs." + "reason": "Different model internals: CamemBERT masked-LM predictions versus Qwen3.5 recurrent state reset under cache." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to StableLmConfig missing pad_token_idx." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to kernels package version/revision import requirements." + "reason": "FineGrainedFP8Config failure and pipelines import breaking on kernels v0.15 are unrelated." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature change and Qwen3 device-map cudaErrorAssert are different layers of the stack." + "reason": "Trainer compute_loss API break and Qwen3 auto device-mapping cudaErrorAssert are separate failures." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both tokenizer-related, but the models and concrete errors differ; they are not the same underlying bug." + "reason": "Tokenizer crashes, but on different tokenizers, models, and task paths; not a duplicate." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch 2.10 compatibility and TimesFM window_size AttributeError do not share a concrete cause." + "reason": "Torch 2.10 compatibility and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both concern config API behavior, but for different configs and unrelated fields." + "reason": "Both are config/API consistency bugs, but they affect different configs and different fields." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 loading and Llava Next segmentation fault are distinct model-loading failures." + "reason": "A quantization config failure is not the same as a segmentation fault while loading Llava Next." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric resolution and void segmentation map processing are unrelated." + "reason": "Early stopping metric selection and void segmentation-map processing are unrelated." } ] }, @@ -5147,9 +5090,9 @@ "issue:43531|issue:45759", "issue:43606|issue:43720", "issue:41720|issue:43746", - "issue:45406|issue:45464", - "issue:44492|issue:44509", "issue:42490|issue:43329", + "issue:44492|issue:44509", + "issue:45406|issue:45464", "issue:43388|issue:45059", "issue:43606|issue:43653", "issue:34567|issue:35707", @@ -5157,28 +5100,28 @@ "issue:43531|issue:46821", "issue:43540|issue:46858", "issue:45759|issue:45859", - "issue:44451|issue:44991", "issue:43531|issue:44589", + "issue:44451|issue:44991", "issue:45357|issue:46402", "issue:44077|issue:44625", "issue:43644|issue:46665", "issue:44062|issue:44451", "issue:44898|issue:45072" ], - "prepared_review_unit_hash": "5fb21a95aca3ffd9915d2ddf24c2ef7beb374675a9d8f9a4f2ff171a48246fb1", + "prepared_review_unit_hash": "0b9f2fef3fc88ff3010cd7f86b86a7a575248a57f974101cd6e06b752d9358e9", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35883, + "serialized_chars": 35882, "estimated_input_tokens": 8971, "estimated_eval_tokens": 18198 }, @@ -5187,186 +5130,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose similarity set of unrelated issue reports, with only a few near-duplicate regressions around tokenizer/model-loading/v5 behavior. None of the soft pairs look like the exact same underlying bug, so all are rejected.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 44534 is the clearest broad regression report in the set and is the best representative of the closest duplicate-like theme here (the non-persistent-buffer v5 bug).", + "summary": "This cluster is a mixed set of unrelated Transformers bug reports. None of the proposed soft pairs look like the same underlying bug/change strongly enough to merge, though a couple of v5 buffer-corruption reports are near-neighbors.", + "confidence": 0.36, + "canonical_issue_reason": "Issue 44534 is the most representative of the only clearly recurring subtopic here: the Transformers v5 non-persistent-buffer corruption reports. Its wording is broader than the near-duplicate 43644 and best captures that bug family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44534 is the most suitable anchor for the cluster because its title is broad, specific, and representative of a concrete regression rather than a model- or task-specific edge case.", + "best_issue_reason": "Issue 44534 is the best overall anchor for this set because it describes the broadest and most reusable version of the recurring v5 buffer bug theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "Different bugs: MacOS bus error in a CLIP model versus generation behavior with inputs_embeds/past_key_values." + "reason": "Different failures in different code paths: MacOS CLIP bus error vs generation with inputs_embeds/past_key_values." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both involve Qwen multimodal models, but one is a video-processing ValueError and the other is a from_pretrained weight_only loading error." + "reason": "Both are Qwen multimodal issues, but one is video input processing and the other is weight_only loading; not the same bug." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer-related, but not the same bug: slow/fast inconsistency versus a T5Tokenizer load-time AddedToken conflict." + "reason": "Tokenizer inconsistency vs T5 tokenizer load-time AddedToken conflict; related area, but different concrete problems." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Unrelated symptoms: int4 quantization OOM versus tokenizer behavior changes across versions." + "reason": "Int4 quantization OOM is unrelated to version-dependent tokenization changes." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Different concrete problems: quantization/offloading behavior versus an apex RMSNorm memory leak." + "reason": "Quantization/offloading behavior is different from the apex RMSNorm memory leak in T5." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Both are processor bugs, but they affect different processors and failure modes." + "reason": "Image segmentation-map processing and Bark voice preset handling are separate subsystems and bugs." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Unrelated: BeitImageProcessorFast label reduction bug versus a GLM-4V model loading failure." + "reason": "BEiT label reduction bug vs glm-4v loading failure; no shared concrete code path." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different code paths: torch.compile/SDPA failure versus tokenizer special-token registration." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Both mention from_pretrained/v5-era behavior, but one is a buffer-initialization regression and the other is inconsistent behavior inside Python wrapper classes." + "reason": "Both mention loading behavior, but one is buffer initialization corruption and the other is from_pretrained semantics inside Python classes." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen-family issues, but one is a sliding_window bug and the other is config unwrapping for composite multimodal models." + "reason": "Qwen3-MoE sliding_window bug vs multimodal config unwrapping; same family, different defect." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Accelerate/loading-related, but one is CPU offload device mismatch and the other is packed-weight unpacking for BitNet." + "reason": "CPU offload device mismatch in Bark is not the same as BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Completely different: Qwen3 device-mapping CUDA assert versus GraniteSpeech local checkpoint loading with PEFT adapters." + "reason": "Qwen3 auto-device-map CUDA assert and GraniteSpeech PEFT checkpoint loading are different issues." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Both hit serving/API paths, but the reported failures are different: missing _tokenizer versus streaming inference failure." + "reason": "Trailing-slash local model import warning is unrelated to multimodal token counting in video branches." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategy docs is unrelated to stale pipeline-task documentation." + "reason": "A typo in cache strategies and stale docs for removed pipelines are different kinds of changes." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Different issues: local path trailing-slash import warning versus a video multimodal token-counting bug." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming API failures are not the same bug." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different subsystems: gather_for_metrics label truncation versus SAM3 text/box prompting behavior." + "reason": "Metrics label truncation and SAM3 text/box behavior are separate code paths." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "No shared underlying bug; device mismatch during offload is unrelated to BigBirdTokenizer special-token registration." + "reason": "Bark CPU offload mismatch and BigBirdTokenizer mask-token decode issues are unrelated." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "TrainerState token counting and progressive generation with embeddings/past KV do not overlap." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Different model families and failures: BarkProcessor voice preset versus Qwen3 auto device mapping CUDA assert." + "reason": "BarkProcessor voice preset handling vs Qwen3 device-mapping CUDA assert are distinct bugs." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both involve model-specific arguments, but sliding_window on Qwen3-MoE is unrelated to TimesFM window_size AttributeError." + "reason": "Qwen3-MoE sliding_window and TimesFM window_size errors share wording only, not the same underlying fix." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video input processing versus cache seq_length tensor arithmetic in _prefill." + "reason": "Video input processing in Qwen3OmniMoe is unrelated to static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both are Qwen 3.5-related, but one is config unwrapping and the other is a CPU-offload incompatibility in rotary embedding." + "reason": "Both are Qwen3.5-related, but one is config unwrapping and the other is CPU-offload incompatibility in rotary embedding." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Both are tokenizer/model-loading failures, but they are different model-specific regressions and not the same concrete bug." + "reason": "Sliding-window handling in Qwen3-MoE and float8 storage lookup failure are different defects." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Sliding-window handling for Qwen3-MoE is unrelated to a Float8 storage lookup error." + "reason": "Loading a specific model failing and tokenizer loading for a different model are not the same bug." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both concern multimodal model save/load, but they affect different models and different directions (saving visual keys vs loading text encoder weights)." + "reason": "Incorrect visual encoder keys on save and missing text encoder weights on load are separate Qwen/SAM3 issues." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Different issues: an optional post_init policy problem versus Qwen3.5 num_labels propagation." + "reason": "Optional post_init policy for patchtsmixer is unrelated to Qwen3.5 num_labels propagation." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent-buffer junk values and inconsistent from_pretrained behavior inside Python classes are not the same bug." + "reason": "Non-persistent buffer junk in Transformers v5 and from_pretrained behavior inside classes are different problems." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "A tokenizer AddedToken argument conflict is not the same as ScandiBERT loading failure." + "reason": "AddedToken special-argument conflict is unrelated to ScandiBERT model loading failure." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different model behaviors: Perceiver image classification with interpolation versus bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Perceiver interpolation failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are separate code paths." } ] }, @@ -5472,226 +5415,226 @@ "issue:43653|issue:43720", "issue:45987|issue:46829" ], - "prepared_review_unit_hash": "6ec937c3f12a790d13aeb8df5eb0f6393853a04860f83867a577eb24cc0cd530", + "prepared_review_unit_hash": "d7eff96175f36a5536b7ece7ffa24c774ddf5b54288b38ad90a0d932842d9421", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37509, - "estimated_input_tokens": 9378, - "estimated_eval_tokens": 19012 + "serialized_chars": 37508, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated transformer/model bugs that should not be merged; only the Qwen2_5_VLProcessor batched `padding=False` reports are true duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44545 is an exact duplicate of issue:44514: same `Qwen2_5_VLProcessor.apply_chat_template` crash on batched input with `padding=False`, and it has slightly more discussion/reference activity.", + "summary": "This cluster is mostly a loose topical similarity group, not a true duplicate cluster. The only clear duplicate pair is the Qwen2_5_VLProcessor batched-padding crash; most other pairs are related only at a broad subsystem level and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44545 is the strongest canonical issue: it matches 44514 with an identical title, has slightly more downstream references/activity, and is a concrete, mergeable bug report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the best representative issue because it is the clearest same-bug duplicate pair in the set and captures the concrete code-path failure precisely.", + "best_issue_reason": "Issue 44545 is the best issue to anchor the cluster because it is the only exact duplicate target here; the rest of the items are mostly distinct bugs in adjacent areas rather than the same underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different bugs: one is loading `physical-intelligence/fast`, the other is PIL image processors incorrectly requiring `torchvision`." + "reason": "Different failures: one is a model loading regression for physical-intelligence/fast, the other is a PIL image processor torchvision dependency issue." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both concern classification configs, but one is `num_labels` propagation in Qwen3.5 and the other is a generic zero-loss bug for `num_labels=1`." + "reason": "Both touch sequence classification, but they describe different bugs: num_labels propagation vs degenerate zero-loss behavior with single-label classification." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Different failure modes: gradient checkpointing in eval mode vs gradient explosion with HfDeepSpeedConfig + ZeRO-3." + "reason": "Unrelated problems: eval-mode gradient checkpointing vs gradient blow-up under ZeRO-3." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to OmDet-Turbo's processor/model image-size mismatch." + "reason": "Both are vision/model mismatch reports, but they concern different models and different concrete errors." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Unrelated: a `tie_word_embeddings` warning during LoRA fine-tuning vs incorrect visual encoder keys saved for Qwen3.5." + "reason": "Qwen3.5 warning about tie_word_embeddings is unrelated to incorrect visual encoder keys in save_pretrained." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Different code paths: Qwen3 auto device mapping on A800 vs T5 silently using apex RMSNorm with a memory leak." + "reason": "Different model/pathology entirely: Qwen3 auto device mapping cuda assert vs T5 apex RMSNorm memory leak." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "One is PEFT adapters/local checkpoint loading for GraniteSpeech; the other is quantized model save/load corruption with sinq." + "reason": "Both involve model loading/saving, but the underlying bugs are different: PEFT local checkpoint loading vs quantized sinq round-trip breakage." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Eval-mode gradient checkpointing and T5 apex RMSNorm leak are unrelated bugs." + "reason": "No shared bug: gradient checkpointing eval-mode issue is unrelated to the T5 memory leak." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "SmolVLM video padding calculation bug is unrelated to a FA2 long-context performance regression." + "reason": "Video processor padding math and FA2 long-context performance regression are distinct issues." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both touch tokenizer metadata, but one is runtime post-processor updates and the other is DiaConfig losing custom token IDs on save/load." + "reason": "Both involve token metadata, but one is a runtime post-processor update bug and the other is save/load loss of custom token IDs." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "T5 RMSNorm memory leak and missing `supports_gradient_checkpointing` on Nemotron are distinct issues." + "reason": "Unrelated: T5 apex memory leak vs missing supports_gradient_checkpointing on a trust_remote_code model." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different failures: Qwen3.5 embedding unpacking with TRL SFT trainer vs `trainer.evaluate()` after `trainer.train()`." + "reason": "Different trainer failures: embedding unpacking in TRL SFT vs evaluate() failing after train()." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both involve offline/tokenizer behavior, but one is cache loading offline and the other is an unconditional `model_info()` call in `_patch_mistral_regex`." + "reason": "Both are offline-tokenizer issues, but 44843 points to a specific _patch_mistral_regex/model_info() path while 42886 is a broader cache-load failure; not clearly the same bug." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Different problems: unwrapping `text_config` in composite Qwen configs vs a missing gradient-checkpointing capability flag." + "reason": "Different composite-config and trust_remote_code behaviors; not the same defect." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT/local checkpoint loading is unrelated to quantization offloading behavior." + "reason": "Checkpoint loading/quantization offloading are adjacent themes, but the concrete failure modes differ." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact duplicate reports of the same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash." + "reason": "Identical title and same batched-input padding=False crash in Qwen2_5_VLProcessor; clear duplicate." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "SigLIP2 nonsensical outputs and CamemBERT masked-LM prediction regressions are different models and bugs." + "reason": "Different models and different output-corruption bugs." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2 `use_cache` correctness issue vs T5 decoder input validation error message are not the same bug." + "reason": "Mamba2 cache misuse with seq_len>1 is unrelated to T5 decoder-input error messaging." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one is a documentation example error and the other is an HF-vs-JAX implementation discrepancy." + "reason": "Same model family, but one is a docs/example failure and the other is an implementation discrepancy; not the same concrete issue." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer issues: post-processor not updating at runtime vs BigBirdTokenizer mask token not registered as special." + "reason": "Both concern special tokens, but one is runtime post-processor synchronization and the other is BigBird mask-token registration/empty decode." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL `weight_only=True` loading error and Qwen2.5-VL video `vision_position_ids` bug are separate multimodal issues." + "reason": "Different Qwen-VL issues: weight_only loading vs incorrect video vision_position_ids." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely different areas: void segmentation maps in image processing vs an ImportError for `GenerationMixin`." + "reason": "Completely unrelated: void segmentation map processing vs GenerationMixin import error." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Mistral regex patch crash is unrelated to the Kimi-K2.5 tokenizer codec/regression report." + "reason": "Both mention mistral regex/tokenizer regression, but one is an AttributeError crash in _patch_mistral_regex and the other is a Kimi-K2.5 codec-handling regression; close, but not clearly the same bug." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Runtime special-token post-processor updates are unrelated to LayoutLMv2Tokenizer crashes on NER/batched padding." + "reason": "Both are tokenizer bugs, but they affect different tokenizer behaviors and different failure modes." }, { "left": "issue:45507", "right": "issue:46858", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and static-cache sequence-length tensor arithmetic are different code paths." + "reason": "GraniteMoEHybrid invalid method call is unrelated to static-cache seq_length tensor arithmetic on non-CUDA backends." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Kimi tokenizer regression is unrelated to `list_repo_files` failing to forward `revision`." + "reason": "Tokenizer regression vs hub API revision-forwarding bug; unrelated." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 example/model mismatch is unrelated to quantization offloading behavior." + "reason": "Different topics: SigLIP2 example/model mismatch vs quantization/offloading behavior." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weights loading and DAC `from_latents`/STE mismatch are different model bugs." + "reason": "BitNet packed-weight loading and DAC from_latents missing STE are unrelated bugs." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight unpacking are unrelated." + "reason": "Different models and different loading/tokenization problems." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different models and failures: VideoPrism hidden-state output bug vs RT-DETR feature-level mismatch." + "reason": "Different model code paths and different errors; no shared underlying bug." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache sequence-length return type issue is unrelated to VideoPrism output wiring." + "reason": "StaticCache seq_length contract violation is unrelated to VideoPrism hidden_states output shaping." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate pair is issue:44514/issue:44545, and the other soft-edge pairs are appropriately rejected as distinct bugs." + "feedback": "The summary is well grounded in the packet: the only clear duplicate pair is 44514/44545, and the other soft-edge rejections stay conservative by citing distinct titles/failure modes rather than claiming stronger evidence than available. No mergeability issues apply here since these are issue/issue pairs, not PRs." }, "evaluator_used": true, "retried": false, @@ -5787,111 +5730,111 @@ "issue:44448|issue:44671", "issue:44821|issue:45084", "issue:44186|issue:44442", - "issue:43540|issue:44008", "issue:34634|issue:36010", - "issue:45183|issue:45479", - "issue:45584|issue:45834" + "issue:43540|issue:44008", + "issue:45584|issue:45834", + "issue:45183|issue:45479" ], - "prepared_review_unit_hash": "98435aeed41754a8c2b11f084f341b5e73986bafb7c498e474ced00e13944b6c", + "prepared_review_unit_hash": "a9f8966eca34bf8fdc81baf69a5b43537a4bf4ebffe5e09087d463db7bd90f92", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36647, - "estimated_input_tokens": 9162, - "estimated_eval_tokens": 18580 + "serialized_chars": 36651, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly false-positive similarity across unrelated Transformers bugs. None of the soft pairs look like the same underlying defect, so all soft edges are rejected. Issue 43550 is the most central item, but it is not a safe duplicate umbrella.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43550 is the most central node among the candidates (highest soft-pair connectivity) and is a concrete runtime/model failure report, so it is the best available issue representative for the cluster.", + "summary": "These items are mostly a heterogeneous set of Transformers regressions and model-specific bugs, not duplicates. No soft edge pair looks like the same underlying fixable bug/change, so all candidate links are rejected.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43611 is the broadest regression-style report in the set: a Transformers 5.0 loading break around `base_model_prefix`, which best matches the cluster\u2019s recurring theme of compatibility/loading failures across models.", "canonical_pr_reason": null, - "best_issue_reason": "It is the strongest representative only in a graph-centrality sense; the cluster itself is too heterogeneous for a true duplicate canonical, but 43550 is the clearest, most specific issue to anchor on.", + "best_issue_reason": "Issue 43611 is the best single anchor for this cluster because it is general, regression-oriented, and likely to group with other loading/compatibility reports better than the more model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Different code paths: processor/tokenizer regression vs long OCR input indexing error." + "reason": "Different subsystems and symptoms: processor/tokenizer regression vs cache length handling on long OCR input." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken constructor bug and the other is a tokenizer loading failure for a specific model." + "reason": "One is an AddedToken argument error; the other is a tokenizer loading failure for a specific model. Not the same bug." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to DiaConfig losing custom token IDs after save/load." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different models and failures: Bamba compile error vs MLuke tokenizer AttributeError." + "reason": "Bamba compile/SDPA issue and MLukeTokenizer AttributeError are unrelated code paths." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve video, but one is Qwen3OmniMoe input processing and the other is a chat-template feature/token count mismatch in Qwen3.5." + "reason": "Both are Qwen video-related, but they describe different model families and different failures in separate processing paths." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Video position ID bug in Qwen2.5-VL is not the same as the FA2 long-context performance regression." + "reason": "Vision position ID bug for Qwen2.5-VL is unrelated to the FA2 long-context performance regression." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code AutoConfig field loss." + "reason": "Sliding-window handling in Qwen3-MoE and missing fields in AutoConfig trust_remote_code are different bugs." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "ZeRO3/BertModel indexing failure and audio fbank feature extraction are unrelated subsystems." + "reason": "Deepspeed/Zero3 BertModel indexing error is unrelated to `_torch_extract_fbank_features()`." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Model loading with base_model_prefix is a different bug from inconsistent from_pretrained behavior inside Python classes." + "reason": "Both touch loading, but one is a base_model_prefix regression while the other is inconsistent `from_pretrained` behavior inside Python classes." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer crashes on NER padding/truncation are unrelated to Perceiver image classification at non-default resolution." + "reason": "LayoutLMv2 tokenizer crash and Perceiver non-default-resolution failure are unrelated model-specific bugs." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable collision in forward() is unrelated to StaticCache sequence-length tensor semantics." + "reason": "Gemma3n variable collision in `forward()` is unrelated to `cache.get_seq_length()` returning a tensor." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC.from_latents missing STE are different bugs." + "reason": "BigBirdTokenizer special-token decode bug and DAC `from_latents`/STE mismatch are different components and failure modes." }, { "left": "issue:41720", @@ -5903,97 +5846,97 @@ "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache get_seq_length() returning a tensor is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "StaticCache sequence-length type bug is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Void segmentation-map processing and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Void segmentation map processing and CustomTrainer `compute_loss` signature mismatch are unrelated." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but missing fields from trust_remote_code and strict granite_speech config rejection are distinct failures." + "reason": "One is a missing-fields issue with remote configs; the other is strict config rejection for granite_speech. Same area, not same bug." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction and add-new-model-like failing in TOKENIZER_MAPPING_NAMES are unrelated." + "reason": "Feature extraction helper bug and tokenizer-mapping-name failure are unrelated." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions assignment regression and RTDetrV2 output drift are different model behaviors." + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are distinct model behaviors." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Sparse-layer creation at zero layers and Smollm3 RoPE-layer dropping are separate configuration bugs." + "reason": "SwitchTransformers sparse-layer creation bug and Smollm3 RoPE-layer dropping are unrelated architecture/config issues." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba compile/SDPA failure and DAC forward/from_latents mismatch are unrelated model issues." + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to DAC `from_latents` mismatching forward due to missing STE." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; not the same defect." + "reason": "Both involve `_patch_mistral_regex`, but one is an offline network call bug and the other is an AttributeError on tokenizer shape; not the same concrete fix." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc-example errors are unrelated to Kosmos2.5 long-OCR indexing." + "reason": "SigLIP2 documentation errors and Kosmos2.5 long OCR index error are unrelated." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms: Pegasus output drift vs CamemBERT masked-LM prediction errors." + "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM prediction errors are unrelated model regressions." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors have no common code path." + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Qwen3OmniMoe video input handling and Gemma3n audio-mask attribute collision are different model paths." + "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import errors are unrelated issues." + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are unrelated." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Validation XOR error messaging and degenerate zero-loss classification behavior are different bugs." + "reason": "Qwen3OmniMoe video-processing failure and Gemma3n audio-mask variable collision are unrelated model code paths." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR index errors are unrelated." + "reason": "Whisper empty-transcription failure after token alignment and Kosmos2.5 long OCR indexing are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and degenerate zero-loss classification behavior are different bugs, not one fix." } ] }, @@ -6070,38 +6013,38 @@ "issue:43322|issue:45685", "issue:43606|issue:45072", "issue:43388|issue:46032", + "issue:43550|issue:45072", "issue:43825|issue:43994", "issue:44479|issue:45834", - "issue:43550|issue:45072", "issue:43782|issue:44977", "issue:43421|issue:44811", - "issue:44561|issue:45020", "issue:43577|issue:43818", + "issue:44561|issue:45020", "issue:43582|issue:46512", - "issue:46294|issue:46463", "issue:44991|issue:46291", + "issue:46294|issue:46463", "issue:43716|issue:44008", "issue:43931|issue:46846", "issue:44805|issue:44936", - "issue:43540|issue:45381", "issue:44610|issue:45072", + "issue:43540|issue:45381", "issue:43749|issue:44291", "issue:43720|issue:45072", - "issue:43825|issue:43827", "issue:28218|issue:29159", + "issue:43825|issue:43827", "issue:43645|issue:46665", "issue:44671|issue:45701", "issue:43577|issue:43582", "issue:34634|issue:36331" ], - "prepared_review_unit_hash": "e187f4702b6bdd1c4976ce6689395492397001692e4b2e6dd494914e03eb9b5e", + "prepared_review_unit_hash": "ed8862b19e144cfb04383f0a078e23cc7410bb2505ca3c47f7a60705d21f17d8", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 47, @@ -6116,177 +6059,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issue reports. All soft edges should be rejected; the tokenizer pair is related in theme but not supported strongly enough to treat as a duplicate from titles alone.", - "confidence": 0.66, - "canonical_issue_reason": "Issue #28218 is the most concrete and narrowly scoped report in the set, so it is the best issue anchor even though it should not be merged as a duplicate with #29159 on the available evidence.", + "summary": "This cluster is mostly a loose set of surface-similar but distinct Transformers bugs; I would not collapse it into a single duplicate cluster. The only borderline pairs are tokenizer/version-regression style reports, but the rest are clearly different code paths and models.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the items span unrelated regressions across tokenizers, multimodal models, loading, training, and pipeline behavior rather than one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #28218 is the clearest, most specific bug report here. It is more precise than the broader tokenizer inconsistency report in #29159, so it is the best representative issue.", + "best_issue_reason": "If one representative must be chosen, issue:45020 is the broadest umbrella-style report about version-related `remote_code` breakage, but it is still not a true duplicate hub for the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Similar loading/runtime wording, but they describe different failures and different code paths: junk non-persistent buffers vs FSDP CPU RAM-efficient loading." + "reason": "Different failures: non-persistent buffer initialization vs FSDP CPU RAM efficient loading." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Different symptoms and subsystems: Llava Next loading segfault vs an MPS histogram op type error in MoE code." + "reason": "Unrelated models and symptoms: Llava Next segfault vs an MPS histogram kernel limitation." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both mention device/dtype mismatches, but they affect different models and different failure modes; not the same concrete bug." + "reason": "Both mention device/dtype mismatches, but they involve different models and different execution paths." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "One is a metrics-label truncation bug, the other is a use_cache correctness issue in Mamba2Mixer; no shared underlying defect." + "reason": "Different components: metric gathering label truncation vs Mamba cache misuse with `seq_len > 1`." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "`torch.compile`/SDPA failure is not the same bug as the bfloat16 dtype mismatch reports." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline error-message wording and a SigLIP2 bad-output bug are distinct; same API surface is not enough to merge them." + "reason": "One is an error-message/docs regression; the other is a model output correctness issue." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both involve multimodal/video/OCR inputs, but the models and failures are different; no evidence of the same root cause." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to bfloat16 dtype mismatches in other models." + "reason": "Both are multimodal input bugs, but for different models and different root causes." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "A from_pretrained weight_only loading error is not the same as a flash-attention generation bug." + "reason": "Model loading with `weight_only=True` is unrelated to flash-attention generation failures." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime post-processor updates for special tokens and Whisper batch_decode skip_special_tokens handling are separate tokenizer/decoding issues." + "reason": "Special-token post-processor updates and Whisper `skip_special_tokens` decoding are different behaviors." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Both reference remote_code regressions, but one is specifically removal of is_torch_fx_available and the other is a broad recent-version breakage report." + "reason": "Different models and defects: Blip2 dtype handling vs Video-LLaVA architecture/weight-sharing issues." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Blip2 dtype persistence and Video-LLaVA architecture/weight-sharing issues are unrelated." + "reason": "`is_torch_fx_available` removal is a specific API break; the other is a broad umbrella complaint about remote-code regressions." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon TypeError in caching_allocator_warmup and stale model.config.dtype after from_config are different bugs." + "reason": "Apple Silicon warmup `TypeError` is unrelated to stale `config.dtype` after `from_config`." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Qwen3.5 video-chat template token/feature mismatch is unrelated to T5 decoder input validation messaging." + "reason": "Tokenizer loading failure and pipeline import failure come from different v5 regressions." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Tokenizer loading failure for a specific model and kernels package import-version requirements are unrelated." + "reason": "Qwen3.5 video chat-template mismatch is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "A dtype mismatch between image preprocessor and model is not the same as a Gemma3n variable-name collision AttributeError." + "reason": "Different multimodal bugs on different models: dtype mismatch vs variable-name collision." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Weight shape mismatch during load and missing TP-plan entries causing OOM/shape errors are different issues, even if both involve Qwen models." + "reason": "Different shape-mismatch causes: Qwen3-VL checkpoint loading vs TP plan omissions in Qwen3.5." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/tensor shape mismatch and trainer.evaluate failing after train do not share a concrete underlying bug." + "reason": "Mask shape/indexing error is unrelated to `trainer.evaluate()` failing after training." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Both involve video inputs in Qwen-family models, but they target different model variants and different mistakes (processing error vs position-id regression)." + "reason": "Processor image-size mismatch is not the same bug as bfloat16 dtype mismatches." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "OmDet-Turbo processor image-size mismatch is unrelated to bfloat16 dtype mismatch failures." + "reason": "Both are video-input regressions, but they target different Qwen model families and likely different code paths." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM-efficient loading being broken is not the same as init_empty_weights rejecting an unexpected argument." + "reason": "FSDP CPU loading breakage is different from an `_is_hf_initialized` argument error during `init_empty_weights`." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading and dtype mismatches are distinct loading issues." + "reason": "Packed-weight unpacking in accelerate loading is unrelated to dtype mismatch failures." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "One is a runtime error-message bug, the other is stale docs referencing removed pipeline() APIs; related topic, but not the same issue." + "reason": "Tokenizer spacing after an added token may be related, but the second report is broader and not clearly the same concrete bug." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "The title overlap is not enough: #28218 is a specific added-token spacing bug, while #29159 is a broader slow-vs-fast tokenizer inconsistency report without stronger body-level evidence of the same root cause." + "reason": "One is a runtime error-message issue; the other is stale documentation after pipeline removals." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both involve model initialization patterns, but the notebook custom-model breakage and from_pretrained-inside-classes inconsistency are not clearly the same bug." + "reason": "Notebook custom-model initialization and `from_pretrained` inside classes are different initialization contexts." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regressions and a general tokenization-change report are too broad and not concrete duplicates." + "reason": "Masked-LM prediction regression and version-dependent tokenization changes are not the same defect." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype persistence and Apple Silicon warmup TypeError are unrelated failures." + "reason": "Different problem classes: model dtype handling vs an Apple Silicon allocator warmup `TypeError`." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor `voice_preset` and `compute_loss` keyword-argument breakage are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The analysis is mostly grounded, but it overstates the evidence for the only accepted soft edge. In the packet, `issue:28218` vs `issue:29159` is explicitly marked `deterministic_accept: false`, and the titles alone do not firmly establish a duplicate relationship\u2014`#28218` is a specific added-token spacing bug, while `#29159` is a broader slow-vs-fast tokenizer inconsistency report. Please keep that verdict conservative and reject it unless there is stronger body-level evidence. The rest of the soft-edge rejections look appropriately cautious." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6360,8 +6306,8 @@ "issue:43782|issue:45325", "issue:43653|issue:44912", "issue:43262|issue:43819", - "issue:45372|issue:46326", "issue:43582|issue:44857", + "issue:45372|issue:46326", "issue:45081|issue:45406", "issue:43742|issue:45020", "issue:44589|issue:45042", @@ -6382,14 +6328,14 @@ "issue:42175|issue:46291", "issue:42490|issue:43257" ], - "prepared_review_unit_hash": "3c88361a6022902c4dc2d687e6ed4aec616defc60c62b664197c473b54d752cc", + "prepared_review_unit_hash": "0f4eed3e45a3d02763293d767177d576a6ec4816008fadb65e7e6e92ae333af0", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 47, @@ -6404,180 +6350,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change; the matches are mostly broad semantic similarity across unrelated regressions. I\u2019d keep the issues separate and use a broad, clearly-scoped issue as the canonical representative.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45020 has the clearest broad regression title and scope, making it the best representative issue in this set.", + "summary": "This is not a duplicate cluster: the issues span many unrelated Transformers bugs (loading, tokenizers, multimodal processors, training, quantization, and platform-specific failures). All soft-similarity pairs look like false positives based on broad subsystem overlap rather than the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous and does not center on one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest standalone issue for tracking because it states a concrete, user-facing breakage with a clear subsystem and version regression.", + "best_issue_reason": "If a representative must be chosen, issue:45020 is the broadest regression report, but it is still not a duplicate of the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Different bugs: backend install/dependency selection vs Mistral tokenizer regex patch crash." + "reason": "Unrelated bugs: pip backend dependency selection vs Mistral tokenizer regex crash." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Both Gemma4-related, but one is a huge position-embedding materialization issue and the other is dtype casting for quantized embedders." + "reason": "Both touch Gemma4 embedders, but one is a huge vision one-hot allocation and the other is dtype casting for quantized embedders; different fixes." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Different image processors and symptoms: over-padding vs wrong patch count." + "reason": "Both are image-processing bugs, but Swin2SR over-padding and Aria patch counting are different code paths and symptoms." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Remote-code/sys.modules safety issue vs CLIP model structure inconsistency." + "reason": "sys.modules access bug vs CLIP text-model structure inconsistency; not the same defect." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different model families and failures: Qwen3-VL load error vs Qwen2.5-VL rope indexing bug." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling are separate model-specific issues." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration bug vs quantization fallback/load problem." + "reason": "Tokenizer special-token registration vs MXFP4 quantization fallback; no shared code-path." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sample-rate default vs DAC forward/from_latents mismatch." + "reason": "Audio chat-template sampling-rate default and DAC latent/forward mismatch are unrelated." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Both involve mistral_common, but one is an import dependency break and the other is a continue_final_message behavior bug." + "reason": "Apple Silicon allocator TypeError vs CUDA AMP loss crash; different platforms and subsystems." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Apple Silicon TypeError vs CUDA AMP crash; unrelated execution paths." + "reason": "Gemma4/mistral_common import failure vs continue_final_message behavior; different bugs." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Different missing-attribute failures in different code paths: backend_tokenizer vs _tokenizer." + "reason": "Mistral tokenizer regex patch crash vs Gemma4Processor missing _tokenizer; unrelated processor issues." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Specific KeyError loading one model vs broad remote_code regression; not the same concrete defect." + "reason": "Specific MobileLLM key error vs broad remote_code breakage; not the same concrete failure." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Storage-object lookup failure vs PIL/torchvision dependency requirement." + "reason": "Float8 storage lookup error vs PIL backend torchvision requirement; no overlap beyond being import/runtime regressions." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA bug vs MXFP4 quantization load fallback." + "reason": "torch.compile+SDPA failure in Bamba vs MXFP4 quantization fallback; distinct code paths." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Different loading regressions: gguf_file handling across auto classes vs a specific tokenizer load failure." + "reason": "gguf_file loading breakage and EMBEDDIA tokenizer loading failure are different loader problems." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Accelerate/deepspeed weight conversion bug vs multimodal token counting/video branch undefined names." + "reason": "MoE weight conversion with accelerate/deepspeed vs multimodal token counting video-branch bug; unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Beit label reduction bug vs RTDetrV2 output drift in v5; different model behaviors." + "reason": "BEiT label reduction bug vs RTDetrV2 output drift in v5; different models and fixes." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Related warning theme, but one is a model weight-tying bug and the other is a user-facing fine-tuning warning." + "reason": "Similar warning theme, but Qwen3-Next tied-weights bug and Qwen3.5 LoRA warning are not the same underlying issue." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Import path regression vs notebook custom-model initialization breakage." + "reason": "GenerationMixin import regression vs custom-model init breakage in notebooks; not the same code-path." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError from generation module vs custom trainer signature mismatch." + "reason": "ImportError for GenerationMixin and unexpected compute_loss kwarg are unrelated training/import bugs." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "Repro of an older issue vs FP8 inference failure on B200; unrelated symptoms." + "reason": "Isolated reproduction of an older issue vs FP8 inference failure on B200; no shared defect." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined video-branch helper bug vs stale auto_mappings config reference." + "reason": "Multimodal token counting video branch bug vs auto_mappings stale config reference; different areas entirely." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Image label reduction bug vs MPS attention correctness issue." + "reason": "Label reduction bug vs MPS attention correctness issue; unrelated." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error vs tokenizer model_max_length sentinel issue." + "reason": "Template compilation TypeError vs CLIPTokenizer model_max_length bug; different tokenizer issues." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction mismatch vs DiaConfig save/load token-ID loss." + "reason": "DAC latent reconstruction mismatch vs DiaConfig token-ID persistence bug; unrelated." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3/non-pretrained Bert IndexError vs train-then-evaluate failure." + "reason": "Deepspeed ZeRO-3 empty-dimension IndexError vs trainer.evaluate after train; different training failures." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs PIL backend torchvision requirement." + "reason": "Qwen3-MoE sliding window issue vs PIL backend torchvision dependency regression; no common bug." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Torch backend install issue vs kernels dependency version/revision requirement." + "reason": "Torch backend install issue vs pipelines import failure with kernels v0.15; different dependency problems." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model import warning vs Qwen3-MoE weight conversion failure." + "reason": "Trailing-slash local-model warning vs Qwen3 MoE weight conversion bug; unrelated." } ] }, @@ -6666,217 +6612,214 @@ "issue:42915|issue:43742", "issue:34567|issue:40990", "issue:46421|issue:46424", - "issue:43749|issue:44756", "issue:44291|issue:45042", + "issue:43749|issue:44756", "issue:43650|issue:43906", "issue:43606|issue:45859", "issue:42915|issue:44821", "issue:29159|issue:34567", "issue:43540|issue:46701", - "issue:43927|issue:44912", "issue:28282|issue:29870", + "issue:43927|issue:44912", "issue:43454|issue:43577", "issue:44568|issue:45356" ], - "prepared_review_unit_hash": "6566ff3b06efc6684b946a3930e89afa07ffbb9ddf5f1b9a14ba2d5f80e543c5", + "prepared_review_unit_hash": "eba09230e2ed76f13d46f903aa9f7555fe7c38dc4781f8618d06ec815af3c02c", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35447, - "estimated_input_tokens": 8862, - "estimated_eval_tokens": 17980 + "serialized_chars": 35442, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly heterogeneous. `issue:43329` is the strongest representative for the video/multimodal area, but the related video items are adjacent more than clearly duplicate; I would not merge any of the soft-edge pairs here.", - "confidence": 0.66, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a collection of distinct model-loading, tokenizer, processor, quantization, and generation bugs. The soft pairs are thematically similar in places, but they do not appear to be the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43749 is the broadest and most central representative of the cluster\u2019s recurring load-time / initialization regressions, with strong discussion and inbound references; it best serves as the cluster anchor even though the cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:43329` is the clearest representative because it is a concrete bug in the multimodal token-counting/video code path, but the surrounding video/VLM reports are only loosely adjacent rather than definite duplicates.", + "best_issue_reason": "issue:43749 is the most representative issue for the cluster because it is a high-signal, infrastructure-level loading bug that captures the shared theme better than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different bugs: PEFT/local checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + "reason": "Different code paths: PEFT/local checkpoint loading vs Whisper batch decoding behavior." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config-loading behavior, but they target different code paths and different failures." + "reason": "Both are config-related, but one is trust_remote_code field loss and the other is AutoModelForCausalLM.from_config text_config unwrapping." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and failures; one is a unit-test load issue, the other is a flash-attention generation regression." + "reason": "Different failures: GLM-4.7 load/test issue vs Qwen3.5 flash-attention generation regression." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to GPT-OSS MXFP4 quantization fallback." + "reason": "Docs/example mistakes for SigLIP2 versus quantization fallback for gpt-oss-20b are unrelated bugs." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "Packed-weight loading bug in BitNet is unrelated to OmDet-Turbo processor input-size mismatch." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different model-specific problems: zero probabilities vs wrong processor output resolution." + "reason": "Zero probabilities in SigLIP2 inference is a model behavior issue, not the same as processor resolution mismatch." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading is unrelated to a GPT-OSS out-of-memory failure." + "reason": "Qwen3 MoE weight conversion/loading and GPT-oss OOM are different underlying problems." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Both are processor-related, but one is chat-template sample-rate handling and the other is Whisper decoding flags." + "reason": "Audio chat-template sample-rate defaulting is separate from Whisper decode token-skipping behavior." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different loading bugs: accelerate/deepspeed weight conversion vs Qwen3-VL shape mismatch." + "reason": "Both are Qwen3-related, but one is accelerate/deepspeed conversion and the other is a VL weight-shape mismatch." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "One is an int4 memory regression and the other is a model-specific CUDA OOM; roots are not the same." + "reason": "Int4 quantization reserved-memory regression is not the same as Sam3Video\u2019s OOM." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Shared video theme, but token-counting undefined variables and batched-shape handling are different bugs." + "reason": "Undefined variables in multimodal token counting is distinct from batched video processor shape handling." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both swallow errors, but they are different exception-handling bugs in different components." + "reason": "Both involve exception handling, but one is protobuf decode-error masking and the other is a bare-except in tensor conversion." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "They are thematically close video/VLM regressions, but the packet does not clearly show the same underlying bug or a single code-path fix." + "reason": "Video token-counting undefined variables and v5.3.0 video-input regression are different defects." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different model-loading failures: FineGrainedFP8Config vs a key error in MobileLLM." + "reason": "FineGrainedFP8Config failure for Qwen3MoE is not the same as a generic key error loading MobileLLM-125M." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count tracking and GPT-OSS perplexity are unrelated problems." + "reason": "TrainerState token counting and GPT-oss perplexity are unrelated symptoms and code paths." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length semantics." + "reason": "Both are cache-related, but one is lazy init recompilation and the other is max_cache_length semantics." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different loading/memory issues." + "reason": "init_empty_weights argument handling and PIL image-processor torchvision dependency are unrelated." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to PIL backend torchvision requirements." + "reason": "Both mention loading/memory, but one is FSDP RAM-efficient loading and the other is mmap on Strix Halo." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The first title is not a concrete bug report; the second is an isolated reproduction of another issue." + "reason": "Placeholder title versus isolated reproduction of another issue; no shared bug." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and different code paths." + "reason": "Both mention CPU offload, but they affect different models and distinct code paths." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are unrelated." + "reason": "MXFP4/quantization loading fallback is unrelated to loading AutoImageProcessor from URL." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistencies are unrelated to TrainerState token counting." + "reason": "Tokenizer inconsistency and TrainerState token-count updates are different subsystems." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different multimodal pipelines and different failure modes." + "reason": "Different multimodal failures: Qwen3OmniMoe video processing vs DiffusionGemma pipeline output." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:28282", + "right": "issue:29870", "accept": false, - "reason": "DiaConfig token-ID persistence is unrelated to MXFP4 quantization fallback." + "reason": "PyTorch import dependency error and Bart generate UnboundLocalError are unrelated." }, { - "left": "issue:28282", - "right": "issue:29870", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "ImportError for PyTorch and Bart generate() UnboundLocalError are unrelated." + "reason": "DiaConfig save/load token-id loss is unrelated to gpt-oss MXFP4 quantization fallback." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Both affect multimodal model loading/generation, but the underlying bugs are different." + "reason": "Weight tying causing garbage text and dtype propagation in BLIP2 are separate model-loading issues." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions on different models; same subsystem, not the same bug." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer logic." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is mostly conservative, but one soft-edge verdict is too strong: issue:43329 and issue:44479 are similar video/VLM regressions, yet the packet does not clearly show they are the same bug. Also, saying 43329 is the only item with a plausible duplicate partner slightly overstates the evidence, since other video/multimodal items are at least thematically adjacent even if not duplicates." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6946,9 +6889,9 @@ "issue:43525|issue:46291", "issue:44987|issue:45538", "issue:28282|issue:34689", + "issue:33357|issue:34567", "issue:44857|issue:46832", "issue:43697|issue:45357", - "issue:33357|issue:34567", "issue:43404|issue:45127", "issue:43425|issue:46291", "issue:45137|issue:45405", @@ -6974,220 +6917,202 @@ "issue:34567|issue:36331", "issue:43540|issue:44479" ], - "prepared_review_unit_hash": "77cbe9260bc4b344d2e4ad1a6ac21f279fc7854afdb74b1a540745f95a490254", + "prepared_review_unit_hash": "d8b448980ec2534d6f41dc9ca25a7fbbf1c30a5a00f39e54c88c55b42d28a128", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35975, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "serialized_chars": 35977, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with many unrelated model-loading, trainer, tokenizer, and video-input issues. The only clearly plausible duplicate subcluster is the Qwen video regression pair 44479/45381; the rest should stay separate.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 44479 is the best canonical anchor because it is the broadest regression ticket in the only coherent subcluster and aligns with the more specific video-position-id symptom reported in 45381.", + "summary": "This cluster is mostly a loose collection of unrelated issues across loading, tokenization, training, and model-specific regressions. I only see one plausible duplicate pair: the Qwen2.5-VL video-input regression reports.", + "confidence": 0.81, + "canonical_issue_reason": "issue:44479 is the broadest and most central report, covering the Qwen video-input regression family across multiple models, so it best represents the underlying bug cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best overall representative for triage: it names the regression, spans multiple affected Qwen video models, and is the strongest match for a mergeable duplicate pair.", + "best_issue_reason": "issue:44479 is the best standalone issue because it names the regression clearly, spans the widest affected surface, and is the most likely umbrella for the narrower follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Both are loading-related, but they describe different failures in different subsystems: Llama4 pad_token_id vs kernels revision forwarding." + "reason": "Llama4 pad_token_id/config attribute error vs a kernels revision-forwarding requirement; unrelated code paths." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "One is a model-loading failure for a specific repo; the other is a tokenizer max_length bug. No shared code-path." + "reason": "Model loading failure for physical-intelligence/fast vs CLIPTokenizer max_length behavior; not the same bug." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Both mention model loading, but one is a missing PyTorch import error and the other is a Llama 3.2 vision-loading regression." + "reason": "Missing PyTorch dependency error vs Llama 3.2 Vision loading regression; different failure modes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP vs TrainerState token counter not updating; unrelated." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Different RT-DETR bugs: AMP loss crash versus forward shape/feature-level mismatch." + "reason": "Different RT-DETR bugs: AMP loss crash vs forward shape/type error when feature levels exceed backbone outputs." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different issues in different paths: output differences in RTDetrV2 vs incorrect visual encoder keys on save_pretrained." - }, - { - "left": "issue:33357", - "right": "issue:34567", - "accept": false, - "reason": "Completely unrelated: MacOS bus error with CLIP vs TrainerState token counting." + "reason": "RTDetrV2 output drift in v5 vs Qwen3.5 save_pretrained key regression; separate problems." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve weight tying, but they are different model families and different failure modes; not the same concrete bug." + "reason": "Weight tying bug in Mistral3 vs LoRA merge collapse with extended vocab; related theme but not the same concrete issue." }, { - "left": "issue:43425", + "left": "issue:43452", "right": "issue:46291", "accept": false, - "reason": "Torch compatibility and kernels revision handling are unrelated issues." + "reason": "gguf_file handling in from_pretrained vs kernels revision/version validation; unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error vs PEFT minimum version bump; no overlap in bug." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "Tokenizer max_length behavior and YOLO multi-GPU device-map failure are unrelated." + "reason": "Tokenizer max_length constant vs YOLO multi-GPU device map failure; unrelated." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Backend packaging/import problem vs missing Qwen2.5-VL symbol; different causes." + "reason": "Packaging/backend omission vs missing Qwen2.5-VL import export; different subsystems." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Generic missing-PyTorch import error vs LayoutLMv3 box-validation messaging; not the same bug." + "reason": "Missing PyTorch import error vs LayoutLMv3 box validation message clarity; not the same underlying issue." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FP8/Qwen3Moe failure and CLIPTokenizer max_length are unrelated." + "reason": "Qwen3Moe FP8 config failure vs CLIPTokenizer max_length issue; unrelated." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Video-input regression and FA2 long-context performance regression are different problems." + "reason": "Both are regressions, but one is a Qwen video-input correctness bug and the other is a flash-attention long-context performance regression; different code paths." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken keyword collision vs tokenizer loading failure for a specific model repo; no shared code-path." + "reason": "AddedToken constructor duplication vs tokenizer loading failure for a specific model; not the same bug." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Both are model-loading errors, but one is a key lookup issue and the other is an init_empty_weights argument mismatch." + "reason": "MobileLLM key error on load vs init_empty_weights unexpected argument; separate model-loading issues." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer lifecycle bug vs TimesFM window_size attribute error; unrelated." + "reason": "Trainer evaluate-after-train failure vs TimesFM window_size attribute error; unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are unrelated." + "reason": "Different training/runtime failures: Qwen3Moe FP8 config vs FSDP CPU RAM efficient loading." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF loading API break and Apple Silicon warmup TypeError are unrelated." + "reason": "gguf_file loading bug vs Apple Silicon caching_allocator_warmup TypeError; unrelated." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both concern dtype handling, but one is a Blip2 loading issue and the other is a generic from_config config-staleness bug; not the same change." + "reason": "Blip2 dtype not propagating to model/qformer vs from_config leaving config.dtype stale; related area but different concrete bug." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-dimension error and slow/fast tokenizer inconsistency are unrelated." + "reason": "DeepSpeed weight dimensionality runtime error vs tokenizer inconsistency report; unrelated." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states bug and version-dependent tokenization changes are unrelated." + "reason": "Qwen3.5 output_hidden_states bug vs tokenizer-version behavior change; different symptoms and code paths." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to missing PyTorch import handling." + "reason": "Flash Attention 2 with XLMRoberta vs missing PyTorch dependency message; unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both are Qwen-family runtime failures, but they are different code paths and symptoms: auto device mapping vs video input processing." + "reason": "Qwen3 auto device-map CUDA assert vs Qwen3OmniMoe video-input ValueError; different failures." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Loading a model repo and list_repo_files revision forwarding are different bugs." + "reason": "Model loading regression for physical-intelligence/fast vs list_repo_files missing revision forwarding; unrelated." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both involve video inputs, but they affect different Qwen model families and do not clearly share the same concrete bug." + "reason": "Both involve Qwen video input, but one is a ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-vl-embedding; too different to merge." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "These look like the same underlying Qwen video-input regression: 44479 reports the broader v5.3.0 regression and 45381 describes the specific vision_position_ids symptom." - }, - { - "left": "issue:42175", - "right": "issue:44488", - "accept": false, - "reason": "Packaging/backend inclusion issue vs a specific model load failure; unrelated." - }, - { - "left": "issue:34567", - "right": "issue:36331", - "accept": false, - "reason": "TrainerState token accounting and custom compute_loss signature mismatch are separate trainer API issues." - }, - { - "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "Both are video-input related, but the model families and reported failures differ enough that they do not clearly represent one mergeable bug." + "reason": "Both describe the same Qwen2.5-VL 5.3.0 video-input regression; the second is a narrower symptom of the broader video-position regression." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, 44479/45381, is plausibly the same Qwen video-input regression based on the titles, and the remaining pair verdicts are appropriately cautious. No clear overstatement stands out." + "feedback": "The cluster summary is grounded in the packet: most items are clearly unrelated by model, subsystem, or failure mode, and the only accepted pair (issue:44479 / issue:45381) is a conservative same-family Qwen video-input regression match. The remaining soft-edge rejections are appropriately cautious and do not overclaim duplication from the available evidence." }, "evaluator_used": true, "retried": false, @@ -7272,13 +7197,13 @@ "issue:44568|issue:46491", "issue:45405|issue:45600", "issue:44737|issue:46463", - "issue:45672|issue:45674", "issue:43577|issue:45072", "issue:43531|issue:44821", + "issue:45672|issue:45674", "issue:45823|issue:46463", "issue:43906|issue:46693", - "issue:43906|issue:46468", "issue:24643|issue:29870", + "issue:43906|issue:46468", "issue:43452|issue:44488", "issue:44625|issue:44877", "issue:43540|issue:46693", @@ -7286,202 +7211,202 @@ "issue:43697|issue:46829", "issue:44737|issue:45588" ], - "prepared_review_unit_hash": "906e5ecab1fe092900c04bb9fbb65498bac9069dd47f2dda89781d797b663567", + "prepared_review_unit_hash": "97afb1cd00addaa7ab7b0b120efa0630ecb9e5badd5487055ac6329f092c66e3", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35945, - "estimated_input_tokens": 8987, - "estimated_eval_tokens": 18230 + "serialized_chars": 35942, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs share only broad subsystem keywords (tokenizers, multimodal loading, dtype, config, training) but not the same concrete bug or code path, so I would not merge any of the soft edges.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the items span many unrelated bugs, and none of the soft pairs is close enough to serve as a single duplicate anchor.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs across tokenizers, multimodal models, quantization, and distributed training. None of the soft pairs look like the same underlying bug or fix, so all soft edges are rejected. There is no true canonical duplicate here; issue 45488 is the best single representative by activity and specificity.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45488 is the strongest representative by discussion activity and clearly describes a concrete regression with downstream impact, but it is not actually duplicated by the others.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best issue: there is no strong representative issue for the cluster because the candidate pairs are not true duplicates.", + "best_issue_reason": "issue:45488 has the clearest, highest-signal bug report in this set and is the most suitable single issue to stand in for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model inference bugs, but they involve different models and different failure modes (zero probabilities vs resize/interpolation behavior)." + "reason": "Both are vision-model complaints, but they affect different models and different failure modes; not the same bug." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal loading/generation reports, but they target different models and distinct breakages." + "reason": "Different multimodal models and different breakages: a failed janus generation test versus a Phi-4 model loading issue." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both concern tokenizer behavior, but one is missing BOS/EOS insertion and the other is a pre-tokenizer override regression in a different tokenizer path." + "reason": "Both are tokenizer regressions, but the tokenizer classes and symptoms differ; no shared code-path bug is evident." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "These are unrelated Qwen/SmolLM issues: one is MoE weight conversion under accelerate+deepspeed, the other is RoPE layer selection." + "reason": "One is DeepSpeed weight conversion for Qwen3 MoE, the other is RoPE-layer loss in Smollm3; unrelated model-specific issues." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer errors, but they come from different code paths and unrelated root causes." + "reason": "Both involve tokenizer loading, but one is an AddedToken argument conflict and the other is a Mistral regex patch crash." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "These address completely different subsystems: init_empty_weights loading versus AutoImageProcessor URL loading." + "reason": "Completely different areas: init_empty_weights loading error versus loading AutoImageProcessor from URL." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency and Mistral regex patching are unrelated bugs." + "reason": "Image processor torchvision dependency bug and Mistral tokenizer regex crash are unrelated." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "AppleSilicon allocator warmup and TimesFM window_size handling are unrelated." + "reason": "Apple Silicon allocator TypeError and TimesFM window_size AttributeError are unrelated runtime errors." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Different models and different failures: RoPE layer dropping versus kernel registration/decorator error." + "reason": "Both mention Qwen/rotary-related concepts, but the concrete failures and affected code paths differ." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Both are model-loading errors, but the specific causes and affected paths are different." + "reason": "Different load-time failures for different models; no common underlying bug is indicated." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both mention RoPE/position handling, but they affect different models and different logic." + "reason": "Both are Qwen-family issues, but one concerns missing RoPE layers and the other incorrect temporal position scaling." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Both involve multimodal pipelines, but one is dtype mismatch and the other is a broken image-text-to-text output path." + "reason": "Both are multimodal, but one is a dtype mismatch and the other is a pipeline/output wiring problem." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different round-trip behaviors." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different encode/decode semantics." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A PEFT version pin and a removed config reference are unrelated CI/config issues." + "reason": "A dependency-version bump and a removed-config CI break are unrelated maintenance issues." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU allocation bug and T5 decoder error-message bug are unrelated." - }, - { - "left": "issue:45672", - "right": "issue:45674", - "accept": false, - "reason": "Both are 4-bit inference issues, but one is a Gemma4 audio-module uint8/finfo problem and the other is a BitsAndBytesConfig exclusion bug." + "reason": "XLNet CPU placement bug and T5 error-message issue are unrelated." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype mismatches, but they are different models and different inference paths." + "reason": "Both are dtype-related, but they affect different model families and different inference paths." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window and AutoImageProcessor URL loading are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both touch 4-bit inference, but one is a Gemma4 audio-module uint8 issue and the other is a BitsAndBytesConfig exclusion bug." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device_map forward mismatch and T5 validation messaging are unrelated." + "reason": "Gemma4 device placement during forward and T5 decoder validation messaging are unrelated." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "The first is an isolated reproduction of another issue; the second is a FA2 performance regression, so they do not describe the same bug." + "reason": "An isolated reproduction of an older issue is not the same as a FA2 long-context performance regression." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:24643", + "right": "issue:29870", "accept": false, - "reason": "An isolated reproduction of a separate issue is not enough to match an official Nemotron example breakage." + "reason": "Different training/generation failures in unrelated models and code paths." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "DeepSpeed weight-dimension training error and Bart decoder_attention_mask UnboundLocalError are unrelated." + "reason": "A reproduction of issue 38071 and a Nemotron example breakage do not indicate the same bug." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file breaks from_pretrained APIs, while the other reports a model-specific loading failure." + "reason": "gguf_file loading breakage and a specific sleng-bert loading failure are distinct model-loading problems." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "One is Qwen3.5 label propagation, the other is strict config loading for granite_speech; different fixes and code paths." + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different configuration bugs." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." + "reason": "Video input processing for Qwen3OmniMoe is unrelated to a long-context FA2 performance regression." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Both are parallelism/training issues, but they affect different models and different mechanisms (FSDP2 shared_kv_states vs TP plan entries)." + "reason": "Different distributed-training issues: Gemma4 FSDP2 KeyError versus Qwen3.5 tensor-parallel plan omissions." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Different models and different symptoms: output drift versus an output field mis-assignment." + "reason": "Different models and different output-shape/structure problems; not the same underlying defect." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU tensor creation and flash_attention s_aux=None handling are unrelated." + "reason": "XLNet relative-position CPU work and flash-attention sink-less-model crash are unrelated." } ] }, @@ -7568,10 +7493,10 @@ "issue:41762|issue:44936", "issue:44493|issue:46050", "issue:43761|issue:46829", - "issue:43452|issue:44843", "issue:44361|issue:44442", - "issue:43688|issue:43749", + "issue:43452|issue:44843", "issue:43653|issue:44361", + "issue:43688|issue:43749", "issue:38175|issue:43295", "issue:43819|issue:44811", "issue:43994|issue:44898", @@ -7582,14 +7507,14 @@ "issue:45542|issue:46178", "issue:43295|issue:45356" ], - "prepared_review_unit_hash": "740d7d9bc1e53f04cd54ce01bb7e7a7a2b120f25ef02afd8cf16843cf38d699e", + "prepared_review_unit_hash": "e8bee6a1466b144d3460bd157ff67ba9680a0fc700506f2be4fd4671f5348638", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, @@ -7604,178 +7529,175 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issues with no single cluster-wide theme. The only plausible duplicate pair is the tied-weights/save_pretrained regression in v5 (#44466 and #45005); the rest are separate bugs across unrelated code paths.", - "confidence": 0.63, - "canonical_issue_reason": "#45005 is the broader umbrella report for the tied-weights regression in v5, and #44466 reads like a specific lm_head/device manifestation of the same save_pretrained problem.", + "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, config, training, model-loading, vision, audio, and serialization problems. None of the soft-similarity pairs looks like the same underlying bug/change, so there is no duplicate canonical here.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a good canonical because the set is not a duplicate cluster; the items describe unrelated bugs in different code paths and model families.", "canonical_pr_reason": null, - "best_issue_reason": "#45005 is the best representative issue in this set because it captures the broader tied-weights failure mode that can subsume the more specific serialization symptom in #44466.", + "best_issue_reason": "No issue clearly represents the whole cluster; the problems are too diverse to justify one global issue as the duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Different bugs: Qwen3.5 visual-encoder key serialization vs broad AutoTokenizer token-ID regression." + "reason": "Both are regressions, but one is Qwen3.5 save_pretrained key serialization and the other is tokenizer token-id corruption across several models; different bugs and code paths." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "Unrelated failures: T5 decoder-input validation message vs Gemma4 4-bit multimodal dtype casting." + "reason": "T5 decoder-input validation messaging is unrelated to Gemma4 4-bit multimodal dtype casting." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "ImportError for missing PyTorch vs Trainer GPU broadcast NoneType error are unrelated." + "reason": "AutoModel missing PyTorch import and Trainer _gpu_broadcast_one NoneType errors are unrelated failures." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch RoPE-related config handling, but one is GPTNeoX config reload and the other is a validation helper TypeError; not the same concrete bug." + "reason": "Both mention rope params, but one is GPTNeoXConfig reload persistence and the other is a helper type-conversion bug; not the same concrete issue." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RT-DETR output differences and Qwen3.5 checkpoint saving are separate regressions." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained corruption are different model/regression paths." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BEiT image label reduction bug and sequence-classification zero-loss bug are unrelated." + "reason": "BEiT image processor label reduction and single-label classification zero-loss are different bugs in different components." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation failure are different model/code paths." + "reason": "BitNet packed-weight loading and Perceiver positional-encoding resize failures are unrelated." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Config-field loss from trust_remote_code and Qwen3.5 vision config field dropping are different issues." + "reason": "Missing fields from trust_remote_code AutoConfig and a specific Qwen3_5MoeVisionConfig field being dropped are not the same underlying bug." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and T5 decoder validation error are unrelated." + "reason": "Gemma4 mm_token_type_ids defaults and T5 decoder-input validation errors are separate issues." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Both describe the same v5 tied-weights/save_pretrained regression; #44466 is a specific lm_head/device symptom, while #45005 is the broader tied-weights translation-model report." + "accept": false, + "reason": "Both touch tied weights, but one is device-dependent lm_head serialization and the other is broader translation-model tied-weight behavior; too different to merge." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate() failing after train() are unrelated." + "reason": "Gemma3 ZeRO-3 loading crash and trainer.evaluate() after train() are unrelated." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id key warnings and sinq quantized save/load breakage are different bugs." + "reason": "Unexpected position-id keys on load and sinq quantized save/load breakage are different serialization problems." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both concern output fields, but CLIPVision hidden_states regression and VideoPrism output misassignment are different model implementations and not the same bug." - }, - { - "left": "issue:43452", - "right": "issue:44843", - "accept": false, - "reason": "gguf_file loading breakage and mistral regex offline failure are separate AutoTokenizer code paths." + "reason": "Both involve output fields, but one is CLIP hidden_states missing and the other is VideoPrism putting last_hidden_state into hidden_states; different model/output bugs." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer load failure are unrelated tokenizer bugs." + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer load failure are different tokenizer issues." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "gguf_file loading breakage and unconditional model_info() calls breaking offline mode are distinct AutoTokenizer/load-path regressions." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and MLukeTokenizer task AttributeError do not share the same underlying cause." + "reason": "BigBirdTokenizer special-token decode bug and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different subsystems with different failures." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 zero-probabilities output and processor.tokenizer regression are different symptoms and code paths." + "reason": "SigLIP2 zero probabilities and processor.tokenizer regression are different symptoms and code paths." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "DAC latents mismatch and Whisper batch_decode skip_special_tokens handling are unrelated bugs." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsensical outputs and Perceiver image-classification resolution handling are different bugs." + "reason": "SigLIP2 nonsensical outputs and Perceiver non-default-resolution failure are different model issues." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma4 processor import failure from mistral_common and Windows ROCm torch.distributed dependency problems are unrelated." + "reason": "Gemma4 processor loading ImportError from mistral_common and Windows ROCm torch.distributed dependency failures are unrelated." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config pad_token_id missing and DiffusionGemmaGenerationOutput pipeline failure are separate issues." + "reason": "Llama4Config pad_token_id and DiffusionGemmaGenerationOutput pipeline failure are different model-specific bugs." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "RT-DETR backbone feature-level TypeError and Gemma4 quantized embedders dtype casting are unrelated." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM load key error are different bugs." + "reason": "Qwen3-MoE sliding_window and MobileLLM-125M key error do not share the same underlying defect." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend error and tensorflow_text backend mapping error are separate optional-dependency issues." + "reason": "TensorBoard-without-TF backend error and tensorflow_text backend mapping error are different optional-dependency issues." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 and Kimi-K2.5 codec handling regression are unrelated." + "reason": "Processor.tokenizer regression and Kimi-K2.5 codec/fix_mistral_regex regression are separate tokenizer issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet titles, and the only accepted pair (#44466/#45005) is a conservative match on the tied-weights/save_pretrained regression. The other soft-edge rejections are appropriately cautious and do not overclaim shared causality." - }, - "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 }, @@ -7862,8 +7784,8 @@ "issue:32090|issue:33666", "issue:44466|issue:46050", "issue:44977|issue:46693", - "issue:44734|issue:46612", "issue:44464|issue:44977", + "issue:44734|issue:46612", "issue:41720|issue:44464", "issue:43504|issue:43550", "issue:43504|issue:43720", @@ -7872,20 +7794,20 @@ "issue:43782|issue:46693", "issue:43643|issue:44561" ], - "prepared_review_unit_hash": "2a34ac50cd34fcc38da09f488353b9ca77f355d008c083f626df99f0e40795e5", + "prepared_review_unit_hash": "709d02e67a92f0d0cabf8a407a046bda2d7125bc683025bcda95881e9e273c02", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36488, + "serialized_chars": 36487, "estimated_input_tokens": 9122, "estimated_eval_tokens": 18500 }, @@ -7894,186 +7816,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of distinct regressions across tokenization, loading, generation, and model-specific code paths. The soft pairs only share broad subsystem similarity, not the same concrete bug, so none should be merged as duplicates.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45701 is the broadest umbrella here ('transformers version changes the tokenization') and works best as a representative bucket for the tokenizer-regression cluster; the other tokenizer issues are narrower and appear to have different root causes.", + "summary": "These items are mostly unrelated, and none of the soft-similarity pairs look like the same underlying bug/change. The only reasonable anchor is the broad tokenizer slow-vs-fast inconsistency report, but it does not unify the rest of the set.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 29159 is the broadest and earliest tokenizer-behavior discrepancy report here, so it is the best available anchor among the candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the strongest global representative because it is generic enough to cover the shared tokenizer-regression theme without overcommitting to one specific model or failure mode.", + "best_issue_reason": "Issue 29159 is the strongest representative issue because it is generic and could subsume some tokenizer-regression discussions, though it still does not cover the heterogeneous non-tokenizer bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both involve token handling, but one is BigBird special-token registration and the other is mDeBERTa add_special_tokens/BOS-EOS behavior; different model paths and symptoms." + "reason": "Both are tokenizer/special-token regressions, but they involve different models and different failures (mask token registration vs BOS/EOS insertion)." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model init under v5 and FSDP CPU-efficient loading are unrelated failure modes with different code paths." + "reason": "Custom model initialization failure and FSDP CPU-efficient loading breakage are distinct code paths and symptoms." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and a MacOS bus error on a CLIP model are not the same bug." + "reason": "Tokenizer implementation inconsistency is unrelated to a MacOS bus error loading a CLIP model." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models and a T5/apex RMSNorm memory leak are different issues." + "reason": "Aux-loss normalization and an apex RMSNorm memory leak are different model/runtime issues." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both concern tokenization behavior changes, but one is clean_up_tokenization_spaces and the other is CodeLlama leading-space round-trip regression; distinct fixes." + "reason": "Both are tokenizer regressions, but one is global cleanup-space behavior and the other is a CodeLlama leading-space round-trip bug." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline-mode breakage from an unconditional model_info call is a different root cause than EMBEDDIA/est-roberta tokenizer loading failure." + "reason": "Offline model_info lookup in tokenizer loading is not the same as a tokenizer load failure for a specific model." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading breakage and Blip2 dtype not propagating are separate model-loading bugs." + "reason": "GGUF loading failure and BLIP2 dtype propagation are unrelated loading/configuration bugs." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Sam3Model text-encoder weights not loading are unrelated model-specific defects." + "reason": "RoPE-layer mismatch in Smollm3 is unrelated to Sam3 text encoder weights not being loaded." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "A MoE auxiliary-loss normalization bug is not the same as a generic tokenization-version regression." + "reason": "Aux-loss normalization is not the same bug as a tokenizer-version behavior change." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Compiled chunked generation inconsistency and recurrent-state reset with cache are both generation bugs, but they hit different mechanisms and code paths." + "reason": "Compiled-forward chunked generation mismatch and cache-state reset in modular_qwen3_5 are different generation defects." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird special-token registration and DiaConfig save/load token-id loss are different token/config persistence problems." + "reason": "A tokenizer special-token registration bug is not the same as DiaConfig losing custom token IDs on save/load." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "A video-input regression in Qwen VL models and missing num_labels propagation in Qwen3.5 are separate bugs." + "reason": "Video-input regression and num_labels propagation are unrelated model-configuration issues." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention on GPU and the other is classification-head init/checkpoint NaNs; different root causes." + "reason": "Both mention NaNs, but one is a Gemma3 attention/embedding issue and the other is a classification-head initialization issue." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated frontend/model bugs." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size behavior and AutoProcessor.cached_file kwargs passing are separate serialization/loading concerns." + "reason": "A question about max_shard_size is not the same as kwargs being dropped in AutoProcessor.from_pretrained." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are completely different issues." + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are completely different problems." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "MoE auxiliary-loss normalization and DeepseekV3MoE divergence from remote implementation are not the same bug." + "reason": "Aux-loss normalization does not match a divergence between native and remote DeepSeekV3 implementations." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer gpu_broadcast NoneType failure is unrelated to Qwen2-VL multi-GPU training." + "reason": "Trainer GPU broadcast of None and Qwen2-VL multi-GPU training are not the same underlying bug." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Device-dependent lm_head serialization and sinq quantization save/load breakage are different persistence bugs." + "reason": "Serialization of tied lm_head weights differs from quantized-model save/load breakage; different mechanisms and fixes." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Flash-attention generation correctness for Qwen3.5 and long-context FA2 performance regression are different failure modes." + "reason": "Flash-attention generation correctness and FA2 long-context performance regression are different symptoms and likely different root causes." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "KV-cache continuation indexing in transformers serve and cache-reorder being skipped for legacy models are separate generation-cache bugs." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Chunked compiled generation inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping are different generation paths." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Qwen3 auto device-mapping cudaErrorAssert and chunked generation inconsistency are different problems." + "reason": "A800 device-mapping cudaErrorAssert is unrelated to compiled-forward chunked generation output drift." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit legacy-field loading and Bamba torch.compile+SDPA failure are unrelated." + "reason": "Legacy-field model loading failure and Bamba torch.compile+SDPA failure are distinct issues." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Beit preset loading and BitNet packed-weight unpacking during accelerate loading are different code paths." + "reason": "Legacy-field loading failure is unrelated to packed-weight handling during accelerate loading." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation and an MPS attention correctness issue are not the same bug." + "reason": "BLIP2 dtype propagation and an MPS attention correctness bug do not share the same code path." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "base_model_prefix loading breakage and Qwen3.5 tensor-parallel plan omissions are separate v5 regressions." + "reason": "base_model_prefix loading breakage and missing linear_attn TP plan entries are different model-loading/configuration bugs." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "weight_only=True loading failure and FA2 long-context performance regression are unrelated." + "reason": "Qwen3VL weight_only loading error and FA2 long-context performance regression are unrelated." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code and removal of is_torch_fx_available are both v5 trust_remote_code regressions, but they are different root causes and not one concrete bug." + "reason": "Missing fields in trust_remote_code config return values and removal of is_torch_fx_available breakage are different v5 regressions." } ] }, @@ -8180,20 +8102,20 @@ "issue:44792|issue:45405", "issue:43927|issue:44361" ], - "prepared_review_unit_hash": "ad3b3b9a0012997e1016af03b2e91ed7078dcee5ea00705065b74f502bd3c291", + "prepared_review_unit_hash": "33d6061753f9a2935c279a82136a1c0a00619a3971d84b14f0a759662fa85d4e", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37420, + "serialized_chars": 37419, "estimated_input_tokens": 9355, "estimated_eval_tokens": 18966 }, @@ -8202,204 +8124,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly false-positive similarity: the issues span unrelated tokenizer, config, loading, training, and hardware-specific bugs. No soft pair looks like the same concrete underlying change. Issue 45812 is the best representative because it is the broadest tokenizer regression in the set.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45812 is the most central and broadly scoped bug here: a silent v4\u2192v5 tokenizer regression affecting all Granite models. It best represents the tokenizer-compatibility subset of this cluster.", + "summary": "This is a noisy set of mostly unrelated Transformers issues; several are tokenizer/model-loading regressions, but none of the soft pairs look like true duplicates of the same underlying bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45812 is the clearest, most broadly representative tokenizer regression in the set: it describes a concrete v4\u2192v5 breakage affecting multiple Granite models with a well-scoped failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest standalone tracker because it describes a clear, user-facing, high-blast-radius tokenizer bug and is broader than the narrower model-specific reports.", + "best_issue_reason": "issue:45812 is the most actionable and central issue here because it is a concrete, reproducible tokenizer regression with broad user impact and good scope for a fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Unrelated problems: Qwen2-VL multi-GPU training versus a CustomTrainer compute_loss signature mismatch." + "reason": "Different training problems: multi-GPU training setup versus a custom Trainer signature regression." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Different bugs: embedding dtype drift in evaluate versus auxiliary-loss normalization in MoE models." + "reason": "One is an embedding dtype mismatch; the other is auxiliary-loss normalization. Different code paths and symptoms." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio processor sampling-rate default issue versus a multimodal processor.tokenizer regression; different code paths." + "reason": "Both involve processors, but one is audio sampling-rate handling and the other is processor/tokenizer API regression." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weights loading failure and DiaConfig custom token ID persistence are unrelated." + "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are unrelated bugs." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "BEiT pretrained preset loading bug versus OmDet-Turbo image-size mismatch; different models and failure modes." + "reason": "Different models and failures: legacy field loading versus processor image-size mismatch." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig token-ID loss on save/load." + "reason": "CPU offload device mismatch is unrelated to config token-ID loss after save/load." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 model-vs-JAX discrepancy is not the same as a pipeline error message about translation support." + "reason": "SigLIP2 implementation discrepancy is a model correctness bug; the other is a pipeline error-message regression." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are apply_chat_template-related, but one is batched padding=False crash and the other is assistant tool-call/no-content handling." + "reason": "Both hit chat-template paths, but they are different failures: batched padding handling versus tool-call messages with empty content." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading in BitNet and MLukeTokenizer task AttributeError are different bugs." + "reason": "Different areas: packed-weight loading for BitNet versus MLukeTokenizer task attribute errors." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to a bumped MIN_PEFT_VERSION dependency issue." + "reason": "Model loading failure and an unsupported PEFT version bump are unrelated." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness and Trainer import failure due to datasets are unrelated." + "reason": "Attention correctness on MPS is unrelated to importing Trainer and datasets interplay." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are different model-specific bugs." + "reason": "Different models and bugs: num_labels propagation versus Whisper empty-generation handling." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both involve missing pad token fields, but they affect different configs and fields in different models." + "reason": "Both are missing config fields, but for different models and different attribute names; not the same underlying bug." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and FP8 inference on B200 are unrelated hardware/back-end issues." + "reason": "Generation bug on Qwen3.5 versus FP8 inference failure on B200 hardware are different issues." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loading regression is not the same as failing to load a specific pretrained model." + "reason": "Both are load failures, but one is gguf_file handling in loaders and the other is a specific model load regression." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-map mismatch and sinq save/load quantization break are different problem classes." + "reason": "Device-map PLE mismatch and sinq save/load quantization breakage are unrelated." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to a MacOS bus error loading a CLIP model." + "reason": "Tokenizer spacing bug and a Mac bus error on CLIP are completely different failures." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Granite token IDs regression and return_tensors being ignored when text_kwargs is passed are different API bugs." + "reason": "Silent model/tokenization output issue versus return_tensors being ignored are not the same bug." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Ministral BPE-marker handling and Qwen3.5 flash-attention generation are unrelated tokenizer vs attention issues." + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy is not the same as gradient explosion under HfDeepSpeedConfig + ZeRO-3." + "reason": "A model implementation discrepancy is not the same as a ZeRO-3 gradient explosion." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 documentation/example errors and processor.tokenizer access regression are different bugs." + "reason": "Documentation/example errors are not the same as a runtime processor.tokenizer regression." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype change in evaluation is unrelated to abnormal gradient growth during ZeRO-3 training." + "reason": "Embedding dtype mismatch and gradient growth under ZeRO-3 are different problems." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Different tokenizer regressions: missing BOS/EOS for mdeberta-v3-base versus incorrect DeepSeek-Coder v1 output." + "reason": "Both are tokenizer regressions, but they affect different models and likely different tokenizer code paths." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are separate v5 issues." + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different failure modes." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference failure on B200 and DeepSeek-R1-Distill-Llama accuracy regression are unrelated." + "reason": "Hardware-specific FP8 inference failure is unrelated to a general accuracy regression after upgrade." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." + "reason": "MacOS bus error in CLIP has nothing to do with Qwen2-VL multi-GPU training." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch do not share an underlying bug." + "reason": "Dtype changes and resume_from_checkpoint key mismatches are unrelated." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different models and mechanisms: special-token addition versus Granite token ID corruption." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on a specific tokenizer and the other is wrong token IDs across Granite models; not the same concrete bug." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model loading failure for sleng-bert is unrelated to an unconditional model_info() call breaking offline mode." + "reason": "A specific model load failure is not the same as an offline-mode break in _patch_mistral_regex." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug and FP8 inference on B200 are different issues." + "reason": "Qwen3.5 hidden-states bug and FP8 inference failure are unrelated." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A janus test failure is not the same as the MIN_PEFT_VERSION dependency bump." + "reason": "A Janus generation test failure is unrelated to a PEFT minimum-version bump." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig custom token IDs are a serialization/config issue, not the same as MLukeTokenizer task AttributeError." + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are different bugs." } ] }, @@ -8474,8 +8396,8 @@ ], "soft_pairs": [ "issue:43575|issue:45405", - "issue:44849|issue:45357", "issue:43824|issue:44589", + "issue:44849|issue:45357", "issue:43504|issue:43606", "issue:46821|issue:46832", "issue:43257|issue:43299", @@ -8494,8 +8416,8 @@ "issue:43844|issue:44964", "issue:43873|issue:46050", "issue:43994|issue:44493", - "issue:45229|issue:45823", "issue:45200|issue:45229", + "issue:45229|issue:45823", "issue:44869|issue:46752", "issue:45588|issue:46050", "issue:42490|issue:43696", @@ -8503,208 +8425,208 @@ "issue:29942|issue:30333", "issue:44977|issue:46701" ], - "prepared_review_unit_hash": "6d55b4561c121930326fbf6ee6597c35e9e658a0e1f3cbb53d23eab7c01c847d", + "prepared_review_unit_hash": "14b15c8349711101cb2f5ae415037db8dbd8c5dcd0858181412204f5613a4d02", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36481, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "serialized_chars": 36485, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose thematic grouping of unrelated Transformers issues: model-loading regressions, config/version mismatches, device/offload problems, and a few CI/runtime failures. The soft pairs are generally similar by subsystem or model family, but not the same underlying bug/change.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue clearly subsumes the cluster; 43299 is the closest representative regression-style report, but the items are not true duplicates of one bug.", + "summary": "These issues are broadly similar only at a high level (model loading, quantization, device placement, and config regressions), but the concrete failure modes are different. I did not find any soft pair that looks like the same underlying bug.", + "confidence": 0.56, + "canonical_issue_reason": "issue:43873 is the broadest and most central item: it is active, has the most discussion/inbound references, and sits closest to several device/offload/quantization reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43299 is the most representative high-signal report in the set: a clear Transformers dev regression affecting model loading, with a concrete failure mode and broad enough framing to anchor the cluster better than the more niche reports.", + "best_issue_reason": "issue:43873 is the best anchor for the cluster because it is open, high-activity, and broadly representative of the device/quantization theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Different problems: TP loading OOM vs an unreleased PEFT version bump." + "reason": "Both mention version-related breakage, but one is a Qwen2 TP OOM and the other is a PEFT version pin issue; different bugs." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Same model family, but different bugs and code paths: hidden-states handling vs save_pretrained key mapping." + "reason": "Importing a missing Qwen2.5-VL class and a Float8 storage lookup failure are unrelated failure modes." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Unrelated failures: missing Qwen2.5-VL import vs a Float8 storage lookup/type error." + "reason": "Both are Qwen3.5-related, but one is an output_hidden_states bug and the other is incorrect visual encoder keys on save; different code paths." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Different models and failure modes: BEiT legacy-field loading vs bark-small CPU offload device mismatch." + "reason": "BEiT pretrained loading with a legacy field and Bark CPU-offload device mismatch are unrelated issues." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "Different architectures and bugs: TimesFM window_size vs RT-DETR feature-level mismatch." + "reason": "TimesFM window_size handling and RT-DETR backbone feature-level mismatch are different models and bugs." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE loading, but the triggers differ materially: accelerate+deepspeed conversion vs dev-model loading regression." + "reason": "Both involve Qwen MOE loading, but one is accelerate+deepspeed weight conversion and the other is a transformers-dev model load break; not the same bug." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Completely different issues: category-cardinality limit vs accuracy regression after upgrade." + "reason": "A category-count runtime limit and an accuracy regression after upgrade are not the same underlying problem." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Different structural regressions: unexpected position-id key vs CLIP text-model class structure change." + "reason": "Unexpected position-id keys and CLIP text-model structural divergence are different regressions." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen multimodal loading issues, but one is a missing config attribute and the other is a factory/unwrapping bug." + "reason": "Missing pad_token_id in Qwen3-VL config and unwrapping text_config in composite Qwen configs are related families but distinct bugs." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Related model family, but different concrete fixes: kernel registration decorator vs TP plan coverage for linear_attn." + "reason": "A missing decorator for rotary embedding registration and missing linear_attn TP-plan entries are separate implementation gaps." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Different models and different missing config fields." + "reason": "Both are missing config fields, but on different models and different fields; not the same defect." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Bark device-mismatch bug vs a GraniteSpeech CI test issue; not the same underlying defect." + "reason": "A real CPU-offload device mismatch and a stale CI device-override test are not the same issue." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Different runtime failures: Float8 storage missing vs flash_attn import-utils KeyError on Python 3.13." + "reason": "Float8 storage lookup failure and a Python 3.13 flash_attn import key error are unrelated compatibility bugs." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both are version-related breakages, but one is a missing config field and the other is an init_empty_weights signature mismatch." + "reason": "StableLmConfig missing pad_token_idx and init_empty_weights receiving an unexpected argument are different API/config breakages." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different components and symptoms: BEiT preset loading vs BigBirdTokenizer special-token registration." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Different bug classes: dtype mismatch in inference vs RT-DETR backbone feature-count mismatch." + "reason": "bfloat16 dtype mismatches in CI and RT-DETR feature-level mismatches are not the same code-path problem." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Both touch generation/cache behavior, but one is compiled-forward inconsistency and the other is cache-length config handling." + "reason": "Both touch generation/cache behavior, but one is chunked generation with compiled forward and the other is cache length handling for quantized cache only." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Unrelated failures: invalid GenerationConfig vs a broken image-text-to-text pipeline." + "reason": "Invalid GenerationConfig for GLM-5 and a broken image-text-to-text pipeline are different failures." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Different models and root causes: ZeRO-3 gradient anomaly vs latest-transformers model loading failure." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are unrelated." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both involve quantization/offloading, but one is offload behavior and the other is save/load corruption after sinq quantization." + "reason": "Both relate to quantization/offloading, but one is runtime offload behavior and the other is save/load persistence after sinq quantization; not mergeable as one bug." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Different bugs: Siglip2 pipeline/AutoModel behavior vs unexpected position-id key handling." + "reason": "Siglip2 pipeline nonsense outputs and unexpected position-id keys are different regressions." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Same model family, but one is OOM from scale and the other is a device mismatch during forward." + "reason": "Defaulting mm_token_type_ids to zeros and a multi-GPU inference OOM are unrelated issues." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Text-only fine-tuning defaults vs multi-GPU inference OOM are unrelated." + "reason": "Gemma4 multi-GPU OOM and PLE device mismatch with device_map='auto' are different bugs." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Different decoding/input-edge-case bugs in unrelated components." + "reason": "Whisper timestamp decoding crash and empty-list chat-template crash are unrelated edge cases." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink-less-model crash vs quantized model save/load breakage are separate bugs." + "reason": "flash_attention.py crashing on s_aux=None and sinq save/load breakage are different subsystems." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Import warning for trailing-slash paths is unrelated to a GPT-oss CUDA OOM." + "reason": "A local-path import warning and a GPT-oss CUDA OOM are unrelated." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer fast/slow inconsistency is unrelated to the trainer _gpu_broadcast_one NoneType error." + "reason": "Tokenizer slow/fast inconsistency and NoneType GPU broadcast error are not the same bug." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 CI failures and MLflow reporting on failed jobs are different issues." + "reason": "Flash Attention 2 test failures and MLflow not updating after a failed job are unrelated." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Different models and code paths: Qwen3.5 flash-attention generation vs DiffusionGemma image-text pipeline failure." + "reason": "Qwen3.5 flash-attention generation bugs and DiffusionGemma pipeline failures are different model/code paths." } ] }, @@ -8740,7 +8662,6 @@ "issue:42490", "issue:43065", "issue:43295", - "issue:43404", "issue:43450", "issue:43493", "issue:43540", @@ -8757,6 +8678,7 @@ "issue:44554", "issue:44610", "issue:44734", + "issue:44977", "issue:44987", "issue:45072", "issue:45084", @@ -8777,16 +8699,16 @@ "issue:46821" ], "soft_pairs": [ - "issue:45084|issue:45520", "issue:28218|issue:34567", + "issue:45084|issue:45520", "issue:43065|issue:46369", "issue:15354|issue:38175", "issue:44554|issue:45446", + "issue:43493|issue:43701", "issue:44423|issue:44734", "issue:41720|issue:46710", - "issue:43493|issue:43701", "issue:45406|issue:46121", - "issue:43404|issue:46710", + "issue:44977|issue:46710", "issue:45072|issue:45198", "issue:43295|issue:43450", "issue:37428|issue:43957", @@ -8808,196 +8730,196 @@ "issue:44554|issue:45356", "issue:39692|issue:46192" ], - "prepared_review_unit_hash": "27d192f34deb934a7e94bcd819bff452281477b4ad1bfba9388b5e42901fbdd9", + "prepared_review_unit_hash": "81193a7a2e45b9210b23543cfbade3c8c2d1916653809be43a91055f98299ea9", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36330, - "estimated_input_tokens": 9083, - "estimated_eval_tokens": 18422 + "serialized_chars": 36274, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. A few items are thematically adjacent around multimodal processor/tokenizer behavior, but none of the soft pairs look like the same underlying bug or change.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43295 is the broadest representative of the recurring multimodal processor/tokenizer regression theme and sits closest to the few adjacent soft matches.", + "summary": "The items are mostly superficially similar title matches across different models, processors, and runtime paths, but they do not describe the same underlying bug. I would not merge any of the soft pairs.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the best anchor because it is the most broadly scoped and active report in the set, with substantial discussion/inbound references around a concrete runtime problem; the rest of the items are mostly unrelated point bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 best represents the main subtheme in this cluster; it is broad, user-facing, and closer to multiple nearby processor-related reports than the others.", + "best_issue_reason": "issue:43873 is the strongest standalone issue candidate: it is well-described, has the highest activity, and represents a real user-facing failure mode without being overly narrow.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Different failures: template-node compilation vs import-time backend lookup. Same broad area only by coincidence." + "reason": "Tokenizer spacing behavior and trainer token-count tracking are different bugs in different code paths." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Tokenizer spacing bug and TrainerState counter update are unrelated code paths." + "reason": "Non-template-node compilation failure is unrelated to the Python 3.13 flash_attn import key error." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Both mention Sam3, but one is a dummy layer concern and the other is a memory overflow report; not the same bug." + "reason": "Both mention SAM3, but one is a dummy Conv2d in the pixel decoder and the other is a memory overflow in sam3-litetext." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability behavior." + "reason": "TorchScript export support for a ViT model is unrelated to SigLIP2 zero-probability output." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Both touch attention/flex attention, but one is an MPS correctness issue and the other is a version-check import bug." + "reason": "An MPS attention correctness bug is not the same as a flex_attention PyTorch version-check import issue." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation drift and resume_from_checkpoint key mismatch are unrelated failures." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve/runtime crashes, but one is multimodal input handling and the other is KV-cache continuation indexing." + "reason": "Both crash in serve, but one is a multimodal .to() AttributeError and the other is a KV-cache indexing bug." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "A device-mapping CUDA assert on Qwen3 is not the same as an accuracy regression on DeepSeek after upgrade." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "CUDA assert during auto device mapping is unrelated to an accuracy regression after upgrade." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor _tokenizer crash and rope-param validation type error are different subsystems." + "reason": "Gemma4Processor missing _tokenizer and rope-validation list typing are different bugs." }, { - "left": "issue:43404", + "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Untied lm_head weights in Mistral3 is not the same problem as a model accuracy regression." + "reason": "Flash-attention generation failure for Qwen3.5 is not the same as a model accuracy regression." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatch in inference and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "bfloat16 dtype mismatch in inference is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both are processor-related, but one is processor.tokenizer/image handling and the other is batched video output shape; different bugs." + "reason": "Processor.tokenizer regression and batched video-output shape bug affect different multimodal paths." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "ImportError for a flash-attention symbol and meta-device loading failures are different issues." + "reason": "Flash-attention import failure and meta-device model-loading breakage are separate import/loading issues." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Both involve multimodal/serve or composite configs, but the crash conditions and code paths differ." + "reason": "A flash_attention s_aux=None crash is unrelated to unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "Video input processing ValueError and Gemma4 mm_token_type_ids defaults are different model/input bugs." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same bug." + "reason": "Processor.tokenizer regression is unrelated to quantization/offloading behavior." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes on NER/padding are unrelated to return_tensors being ignored with text_kwargs." + "reason": "LayoutLMv2 tokenizer crashes on NER/batching are not the same as return_tensors being ignored with explicit text_kwargs." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device_map forward mismatch and return_tensors handling are different failure modes." + "reason": "Gemma4 device-mapping mismatch and return_tensors handling are different issues." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both are preprocessing/model-shape mismatches, but they affect different models and input pipelines." + "reason": "A processor.tokenizer regression is not the same as OmDet-Turbo's image-size mismatch." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "StableLmConfig pad_token_idx and TimesFM window_size AttributeError are unrelated config bugs." + "reason": "StableLmConfig pad-token config and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile/SDPA failure and DeepSpeed gradient overflow are different training/runtime issues." + "reason": "torch.compile with SDPA and DeepSpeed ZeRO-3 gradient drift are different training/runtime bugs." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Same model family (Gemma4) but distinct bugs: token-type defaults vs device placement." + "reason": "Both are Gemma4-related, but one is missing token-type defaults while the other is a device placement mismatch." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart decoder_attention_mask assignment and Flash Attention 2 test failures are unrelated." + "reason": "BART decoder_attention_mask assignment bug and Flash Attention 2 test failures do not describe the same defect." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape bug and tensor-parallel OOM on Qwen2-57B are unrelated." + "reason": "Batched video shape handling and tensor-parallel OOM are unrelated." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Both are import/backend mapping issues, but they involve different backend registries and different symptoms." + "reason": "flash_attn import_utils KeyError on Python 3.13 is different from a BACKENDS_MAPPING validation error." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and loading physical-intelligence/fast on 5.1.0 are not the same bug." + "reason": "StableLmConfig pad_token_idx and Qwen3.5 flash-attn generation failures are unrelated." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different missing imports: flash-attention helper vs Qwen2_5_VLForConditionalGeneration." + "reason": "An import error for flash_attention_utils is not the same as missing Qwen2_5_VLForConditionalGeneration export." }, { "left": "issue:42490", @@ -9009,13 +8931,13 @@ "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and tokenizer codec regression are different problems." + "reason": "Attention correctness on MPS is unrelated to Kimi tokenizer codec handling regression." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "SigLIP2 documentation/model-processor mismatch and return_tensors handling are unrelated." + "reason": "Video processing ValueError and Gemma4 mm_token_type_ids defaults are different problems." } ] }, @@ -9103,8 +9025,8 @@ "issue:43452|issue:46512", "issue:43262|issue:43450", "issue:43334|issue:43525", - "issue:45200|issue:46899", "issue:44442|issue:45198", + "issue:45200|issue:46899", "issue:45200|issue:46932", "issue:44792|issue:45563", "issue:44898|issue:45412", @@ -9112,193 +9034,193 @@ "issue:43819|issue:44112", "issue:45200|issue:45325", "issue:43335|issue:43550", - "issue:41720|issue:46209", - "issue:43827|issue:43901" + "issue:43827|issue:43901", + "issue:41720|issue:46209" ], - "prepared_review_unit_hash": "d3e54d621410d443c06f487aeb437afd505349409aaf467067b41b4d43d2a1e1", + "prepared_review_unit_hash": "5918d5c91d991843c98ab114e7e454bc30b79b658276f63e0f0e5ce6bf9a5356", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35340, - "estimated_input_tokens": 8835, - "estimated_eval_tokens": 17926 + "serialized_chars": 35336, + "estimated_input_tokens": 8834, + "estimated_eval_tokens": 17924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft links are broad topical similarities across different regressions, not true duplicates. I would not merge any of the proposed soft pairs.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 44521 is the strongest representative of the cluster\u2019s most active multimodal/template-related slice, with high discussion and inbound references; if one issue must serve as canonical, it is the best central example.", + "summary": "This cluster is mostly a false positive: the issues span unrelated tokenizer, multimodal chat-template, generation, dtype, and model-specific regressions. None of the soft pairs looks like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #44521 is the strongest anchor here: it is an active, clearly described multimodal chat-template regression with multiple references and discussion, making it the most representative issue in this otherwise mixed set.", "canonical_pr_reason": null, - "best_issue_reason": "44521 is the most broadly representative and active issue in the set, but only as a loose canonical for the multimodal `apply_chat_template` area; the overall cluster is not a duplicate group.", + "best_issue_reason": "#44521 is the best single issue to keep as a representative bug report because it is well-scoped, user-facing, and sits in the most recurrent theme across the set (multimodal chat/template handling).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Different bugs: generation kwargs handling after `sync_gpus` vs `output_hidden_states` behavior in Qwen3.5." + "reason": "Both mention generation/model kwargs, but one is a sync_gpus update bug and the other is a hidden-states regression in Qwen3.5; different code paths and failure modes." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Different model paths: processor/tokenizer image passthrough regression vs SigLIP2 implementation discrepancy." + "reason": "Processor/tokenizer regression for custom model code vs SigLIP2 implementation discrepancy; same broad area, not the same bug." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is zeroed assistant masks in multimodal inputs and the other is a crash on tool-call messages; not the same concrete bug." + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other crashes on tool-call assistant messages with no content." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is serialization of `lm_head.weight` and the other is LoRA merge collapse with extended vocab; different failure modes." + "reason": "Serialization of tied lm_head weights is unrelated to LoRA merge behavior with extended vocab." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Different issues: Qwen2.5-VL video position IDs vs FP8 inference failure on B200." + "reason": "Qwen2.5-VL vision position IDs regression and FP8 inference failure on B200 are distinct hardware/model issues." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "One is dtype drift between training/eval for embeddings; the other is MoE training memory inefficiency." + "reason": "Embedding dtype drift between train/eval is not the same as Qwen3 MoE memory-usage training problems." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "Unrelated code paths: XLNet positional encoding device placement vs CohereASR double-shift training loss bug." + "reason": "CPU placement bug in XLNet positional encoding is unrelated to the CohereASR double-shift training loss issue." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are separate tokenizer/model initialization bugs." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to the GraniteSpeech CI device-override test failure." + "reason": "BigBirdTokenizer special-token decoding bug vs stale CI device-override test; no shared underlying defect." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Different failures: Qwen3Moe FP8 config issue vs missing Qwen2_5_VL import." + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are unrelated." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Importing Qwen2_5_VL is unrelated to DeepSeek detokenization in v5." + "reason": "Import/export failure for a class is not the same as incorrect detokenization in deepseek-coder." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Both are v5 regressions, but one corrupts non-persistent buffers on load and the other is a CLIP text-model structure inconsistency." + "reason": "Non-persistent buffer corruption on from_pretrained differs from CLIP text-model structure inconsistency." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "GGUF loading/from_pretrained breakage is unrelated to `from_config(dtype=...)` leaving `config.dtype` stale." + "reason": "gguf_file loading breakage is a different path from stale model.config.dtype after from_config(dtype=...)." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio `apply_chat_template` sampling-rate defaulting and video batched-shape output are different processor bugs." + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are different modality bugs." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Similar symptom (`pad_token_id` missing), but different model configs and likely separate fixes; not enough evidence of one shared bug." + "reason": "Both are pad_token_id attribute errors, but they affect different model families and likely different config objects/code paths." }, { - "left": "issue:45200", - "right": "issue:46899", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Text-only `mm_token_type_ids` defaulting and quantized multimodal embedder dtype casting are different Gemma4 problems." + "reason": "Tokenizer loading failure for FastSpeech2Conformer and Wav2Vec2 save/tokenization failure are not the same issue." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "Tokenizer auto-loading failure and Wav2Vec2 save/tokenization failure are different model-specific issues." + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to unsafe dtype casts in quantized multimodal embedders." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "`mm_token_type_ids` defaults vs unsafe dtype casting in quantized vision/audio embedders are distinct bugs." + "reason": "Same broad Gemma4 multimodal area, but one is a missing zero default and the other is a quantized dtype-casting fix." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image generation test failure is unrelated to a stale paged-generate warning." + "reason": "Janus image-generation test failure and stale num_return_sequences warning are distinct generation/test issues." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default-resolution classification failure is unrelated to RT-DETR memory not being released." + "reason": "Perceiver interpolation failure and RT-DETR memory not being released are unrelated." }, { "left": "issue:44479", "right": "issue:46192", "accept": false, - "reason": "Video-input regression for Qwen2.5/Qwen3 variants is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "Video-input regression for several Qwen VL models is different from return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent conversion mismatch and a GraniteSpeech CI test flake are unrelated." + "reason": "DAC latent reconstruction mismatch and a stale GraniteSpeech CI test do not share a code path." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope-index scaling are different model bugs." + "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope-index scaling are separate multimodal bugs." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Bamba SDPA torch.compile failure are unrelated." + "reason": "SwitchTransformers sparse-layer construction and Bamba SDPA torch.compile failure are different model/runtime problems." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Different models and failure modes: Qwen3 auto device mapping assert vs FP8 inference on B200." + "reason": "Both are docs regressions, but they concern different pipeline deprecations and should not be merged as one bug." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Both are docs-related, but one is about pipeline removal and the other about `return_all_scores` wording; not the same issue." + "reason": "Auto device mapping cuda assert on A800 is unrelated to FP8 inference failure on B200." } ] }, @@ -9397,219 +9319,189 @@ "issue:43335|issue:45083", "issue:43335|issue:45593", "issue:43335|issue:44112", - "issue:44514|issue:44521", "issue:29127|issue:32090", - "issue:45290|issue:46326", - "issue:37428|issue:44351" + "issue:44514|issue:44521", + "issue:37428|issue:44351", + "issue:45290|issue:46326" ], - "prepared_review_unit_hash": "249e0c9235468b103b0893e19b790de568fdf6b549bcdb5be26ee629c43e416b", + "prepared_review_unit_hash": "4d2eee52dd751632b54e8f66a7db87dbe5dde656b42a0d6e47e221e76d70dd20", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36514, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are only loosely similar by embedding; they span many unrelated bugs across import utils, caching, processors, trainers, and model-specific regressions. None of the soft-pair candidates look like the same underlying bug/change, so all proposed duplicate links should be rejected.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43335 is the densest hub in the similarity graph, so it is the least arbitrary anchor for the cluster.", + "summary": "This is not a true duplicate cluster: the items span unrelated import, model-loading, cache, processor, training, and CI regressions. None of the soft pairs look like the same concrete bug/change, and there are no PRs here.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the broadest and most active open item in the only semi-cohesive subgroup (chat-template/multimodal), so it is the least arbitrary anchor if one must be chosen; overall, though, the set is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43335 is the most connected candidate, but the surrounding items are too heterogeneous for this to represent a true duplicate group.", + "best_issue_reason": "If forced to pick a representative issue, issue:44521 is the best fit because it is broad, active, and closest to the repeated `apply_chat_template` theme; it is still not a true cluster canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Different missing-symbol import regressions in import_utils; not the same code path." + "reason": "Both are import_utils missing-symbol regressions, but they affect different helpers and different breakages (`is_torch_fx_available` vs `is_falcon_mamba_ssm_available`)." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor image-size mismatch vs AMP/CUDA loss crash; unrelated failures." + "reason": "Different failures: processor output-size mismatch vs AMP/CUDA loss crash in LwDetrImageLoss." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "Different models and code paths: DAC latent conversion vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "One is a float16 CUDA crash, the other is missing auxiliary losses; different bugs." + "reason": "Both touch detection models, but one is an AMP/CUDA crash and the other is missing auxiliary losses when denoising is off." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Tuple-label truncation in metrics vs BEiT fast processor label reduction; different logic." + "reason": "Both mention labels, but one drops tuple labels during metric gathering and the other truncates labels in BeitImageProcessorFast." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Composite Qwen text_config unwrapping is not the same as CLIP text-model structure drift." + "reason": "Both involve multimodal/model structure, but one is `from_config` text_config unwrapping and the other is CLIP text-model structure drift." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale dtype metadata vs TimesFM window_size AttributeError; different subsystems." + "reason": "Unrelated API regressions: stale `model.config.dtype` vs `window_size` raising `AttributeError`." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Stale indexer cache on second forward pass vs static-cache seq-length tensor arithmetic." + "reason": "Both involve cache logic, but one is a model-specific stale indexer bug and the other is a static-cache prefill arithmetic bug on non-CUDA backends." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Quantized-cache max length handling and static-cache seq-length device tensor are different bugs." + "reason": "Different cache issues: `max_cache_length` handling vs device-tensor seq-length breaking slice arithmetic." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch is unrelated to the qwen3_omni_moe helper function." + "reason": "Unrelated subsystems: CPU-offload device mismatch in bark-small vs qwen3_omni_moe helper behavior." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported feature-extractor arg vs empty-transcription generation failure; different paths." + "reason": "Different processor bugs: unsupported `center` arg in LasrFeatureExtractor vs Whisper empty-transcription failure after token alignment." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Zero probabilities in SigLIP2 and RT-DETR memory release are unrelated." + "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 vs RT-DETR memory not being released." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse-layer creation bug vs tokenizer special-token registration bug; not the same issue." + "reason": "Both are model/tokenizer quirks, but one is SwitchTransformers sparse-layer config creation and the other is BigBirdTokenizer special-token registration." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing flash-attention utility import is not the same as Torch 2.10 incompatibility." + "reason": "Importing a missing internal helper is not the same as broad Torch 2.10 incompatibility." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and NoneType GPU broadcast are different failures." + "reason": "Flash-Attention test failures and `_gpu_broadcast_one` type errors are unrelated." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch import and Mac bus error in CLIP model are unrelated." + "reason": "Both are environment-specific, but one is missing PyTorch import and the other is a MacOS bus error in a CLIP model." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "torch.compile/SDPA model failure vs stale CI device-override test; different bugs." + "reason": "A torch.compile/SDPA model failure and a GraniteSpeech CI device-override test are distinct problems." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "base_model_prefix loading regression does not match lm_head.weight serialization inconsistency." + "reason": "Both hit v5 model loading/serialization, but one is base_model_prefix loading breakage and the other is device-dependent lm_head serialization." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and BEiT legacy-field load failure are unrelated." + "reason": "Different models and bugs: sparse-layer creation vs Beit pretrained preset loading with a legacy field." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus output regression vs Qwen recurrent-state reset bug; different models and code paths." + "reason": "Different behaviors in different models: Pegasus output drift vs recurrent state reset in qwen3_5 modular code." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Python 3.13 flash_attn import error and ROCm/Windows distributed dependency issue are distinct." + "reason": "Both are import/platform issues, but one is Python 3.13 flash_attn key handling and the other is Windows ROCm torch.distributed dependency failure." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 JIT parse/import problem is unrelated to qwen3_omni_moe length helper behavior." + "reason": "Different failure modes: Python 3.13 import parsing / torch.jit comment issue vs qwen3_omni_moe helper semantics." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "dtype drift between train/eval is unrelated to chat-template translation messaging." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "Sparse-layer config creation and helper output-length behavior are different problems." - }, - { - "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "SwitchTransformers sparse-layer bug is unrelated to D-FINE auxiliary-loss behavior." - }, - { - "left": "issue:43335", - "right": "issue:44112", - "accept": false, - "reason": "Different models and failure modes; not a shared bug." + "reason": "A dtype-state bug and an incorrect translation-task error message are unrelated." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Batch padding crash and all-zero assistant masks are related area but not the same concrete bug." - }, - { - "left": "issue:29127", - "right": "issue:32090", - "accept": false, - "reason": "LayoutLMv3 error-message clarity issue is unrelated to Trainer `_gpu_broadcast_one` TypeError." + "reason": "Both concern `apply_chat_template`, but one is a batched-input crash with `padding=False` and the other is all-zero assistant masks for multimodal input; not the same concrete bug." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Tool-call/no-content chat-template crash vs mistral_common continue_final_message bug; different triggers." - }, - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Missing internal flash-attention import and missing HybridCache export are separate import regressions." + "reason": "Different chat-template regressions: tool-call/no-content crash vs mistral_common `continue_final_message` bug." } ] }, @@ -9713,20 +9605,20 @@ "issue:29870|issue:32090", "issue:45920|issue:46192" ], - "prepared_review_unit_hash": "584599ab22f9b7e994de378dc4e8dc5f2fd2e4fa3231de2038ea2b6d31082e43", + "prepared_review_unit_hash": "afa6449a6e99344129a32db6349fe12993ef8714f763190f6455d37c49a2b041", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36471, + "serialized_chars": 36470, "estimated_input_tokens": 9118, "estimated_eval_tokens": 18492 }, @@ -9735,195 +9627,195 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Almost all soft pairs are false positives: they point to different bugs, models, or subsystems. The only clear duplicate is the repeated Qwen3.5 MoE from_pretrained regression in issue:45310 and issue:45478.", - "confidence": 0.97, - "canonical_issue_reason": "issue:45310 is the better canonical issue: it is the earlier report, has a slightly fuller description, and matches issue:45478 exactly in title and bug report.", + "summary": "Most pairs are clearly distinct from titles/metadata alone. The strongest duplicate-like match in this set is the Qwen3.5 MoE `from_pretrained` reports (45310/45478), which appear to describe the same regression.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45478 is the clearest canonical representative for the Qwen3.5 MoE `from_pretrained` regression because it matches 45310\u2019s title exactly and appears to be the same bug with slightly more discussion context.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best issue to represent the duplicate pair because it is the original report for the same Qwen3.5 MoE from_pretrained failure.", + "best_issue_reason": "Issue 45478 is the best issue representative for this cluster because it is the strongest duplicate-like report and cleanly captures the shared Qwen3.5 MoE `from_pretrained` failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve attention-related model code, but one is a flash-attention sinkless-model crash and the other is a CPU offload rotary-embedding incompatibility; different failure paths." + "reason": "Both are runtime/model bugs, but they point to different code paths: Flash Attention sink handling vs Qwen3.5 MoE CPU offload." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path trailing slash warning is unrelated to GLM-4.7-Flash loading correctness in tests; different surfaces and symptoms." + "reason": "A trailing-slash local-path warning and a GLM-4.7-Flash loading/test failure are not the same bug." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to a GraniteSpeech CI device-override test regression." + "reason": "BitNet packed-weight loading and GraniteSpeech stale device-override CI failure are unrelated." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision model loading breakage is unrelated to embedding reinitialization after resize_token_embeddings with tie_word_embedding=False." + "reason": "Llama 3.2 Vision loading breakage and token-embedding reinitialization are different issues." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent/forward mismatch is a model math bug; unexpected position-id keys is a separate loading/input-key regression." + "reason": "`DAC.from_latents`/STE mismatch is unrelated to unexpected `position_ids` keys across many models." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs example errors and BeitImageProcessorFast reduce_labels behavior are different components and different bug classes." + "reason": "SigLIP2 docs/example errors do not match the BEiT Fast `reduce_labels` bug." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Missing chat template error is unrelated to DiffusionGemma staying on meta with device_map=\"auto\"." + "reason": "Chat-template validation and DiffusionGemma meta-device placement are different failures." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to LwDetrImageLoss crashing under float16 AMP on CUDA." + "reason": "CPU offload device mismatch for bark-small is a different problem from float16 AMP crashing in LwDetrImageLoss." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output drift across v4/v5 is a model behavior regression, while DeepSeek tokenizer incorrect IDs is a tokenizer regression." + "reason": "Both are v5 regressions, but they affect different models and tokenizer/decoder behavior." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same title, same Qwen3.5 MoE from_pretrained error, and both describe the same underlying regression." + "reason": "Same title and same Qwen3.5 MoE `from_pretrained` failure; these read like duplicate reports of one regression." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "resume_from_checkpoint epoch_iterator failure and FineWeb SLM training not starting are different training issues with no concrete shared code path shown." + "reason": "Checkpoint resume epoch-iterator failure and FineWeb training not starting are not the same bug." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-space bug and trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Tokenizer extra-space behavior and Trainer `_gpu_broadcast_one` NoneType error are unrelated." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge with extended vocabulary causing collapse is unrelated to the category-count limit error." + "reason": "LoRA merge/tied-embeddings collapse is unrelated to the category-count runtime limit." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error handling and missing is_falcon_mamba_ssm_available helper are unrelated import/runtime issues." + "reason": "Tokenizer protobuf-error masking and missing `is_falcon_mamba_ssm_available` are different utility-layer issues." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation/example issues do not match a position-id-key regression in model loading." + "reason": "SigLIP2 docs mistakes do not match the widespread `position_ids` unexpected-key regression." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "Sam3Video OOM and Swin2SR over-padding are unrelated model/image-processing bugs." + "reason": "Sam3Video CUDA OOM and Swin2SR over-padding are different subsystems and failure modes." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "resume_from_checkpoint key mismatch is a training/checkpoint issue, not the qwen3_omni_moe feature-length helper behavior." + "reason": "Checkpoint key mismatch is unrelated to the Qwen3 Omni MoE feature-length helper bug." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to Gemma4 PLE device-map forward mismatch." + "reason": "A feature-extractor `center`-argument crash is not the same as Gemma4 PLE device placement mismatch." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different failures: AMP CUDA crash in LwDetrImageLoss versus bfloat16 inference dtype mismatch for SwitchTransformers/TimmWrapperModel." + "reason": "Both involve dtype issues, but they affect different models and code paths." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "NoneType broadcast error in Trainer is unrelated to a MacOS bus error loading a CLIP community model." + "reason": "Trainer broadcast type error and MacOS CLIP bus error are unrelated." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash import warning is unrelated to tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + "reason": "A local-path warning is not the same as Qwen2-57B-A14B tensor-parallel OOM." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to the qwen3_omni_moe helper function behavior." + "reason": "Bamba SDPA/torch.compile failure and Qwen3 Omni feature-length behavior are unrelated." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to output embedding reinitialization after resizing token embeddings." + "reason": "Flash Attention 2 test failures and output-embedding reinitialization are different bugs." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta with Flash Attention 2 and Llama 3.2 Vision model loading are distinct model-specific problems." + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision loading regression are not the same issue." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to unexpected position-id keys." + "reason": "Zero probabilities in SigLIP2 and unexpected `position_ids` keys are different failures." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A missing ReLU discussion in the DSA indexer is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Missing ReLU in the DSA indexer is unrelated to the removal of `is_torch_fx_available`." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to undefined video-branch helpers in multimodal token counting." + "reason": "BF16-to-FP32 embedding dtype drift and undefined video-branch multimodal token helpers are different bugs." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART decoder_attention_mask assignment bug is unrelated to the _gpu_broadcast_one NoneType type error." + "reason": "BART `decoder_attention_mask` assignment bug and `_gpu_broadcast_one` NoneType error are unrelated." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong AutoTokenizer token IDs across multiple models is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Wrong token IDs in AutoTokenizer is a different regression from silently ignored `return_tensors`." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative overall. The only clearly supported duplicate is issue:45310 / issue:45478 with identical titles and closely matching descriptions. The soft-pair rejections are mostly justified by distinct titles and bug classes, with no obvious overstatement." + "accept": false, + "feedback": "The duplicate judgment for issue:45310/issue:45478 is well supported, but the summary overstates the evidence by saying it is the \"only true duplicate-looking pair.\" With only titles/metadata in the packet, that exclusivity is not fully grounded. Please soften that to something like \"the best-supported duplicate-like pair in this set\" and avoid claiming uniqueness beyond the available evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -10008,14 +9900,14 @@ "issue:44561|issue:44779", "issue:43873|issue:45229", "issue:42490|issue:43873", - "issue:44448|issue:44466", "issue:25251|issue:32090", + "issue:44448|issue:44466", "issue:43976|issue:45440", "issue:44568|issue:45491", "issue:29127|issue:34567", "issue:45588|issue:45823", - "issue:44871|issue:44977", "issue:43381|issue:43701", + "issue:44871|issue:44977", "issue:33357|issue:39692", "issue:43278|issue:43575", "issue:41720|issue:45229", @@ -10023,220 +9915,220 @@ "issue:45198|issue:45803", "issue:44186|issue:45198" ], - "prepared_review_unit_hash": "0cdabcb724e49e6308e80727e73d8524298a1c7e651fced0acddb6395a686d88", + "prepared_review_unit_hash": "097d0af80dd4dab099de6f6cb9b1e8fa7bb402c7ce5694de6414a612854d8069", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37334, - "estimated_input_tokens": 9334, - "estimated_eval_tokens": 18924 + "serialized_chars": 37328, + "estimated_input_tokens": 9332, + "estimated_eval_tokens": 18920 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated Transformers bugs across generation, tokenizers, multimodal processors, Trainer, cache/offloading, and serialization. I don\u2019t see any soft pair that is clearly the same underlying defect; the strongest representative issue is the active custom-module save/load regression.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45698 is the most representative and actionable bug here: it is open, has multiple inbound references, and describes a concrete save_pretrained/from_pretrained regression with broad impact.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated models, tokenizers, training, cache, quantization, and packaging problems. I rejected all soft-similarity pairs because none clearly describes the same concrete bug/change.", + "confidence": 0.37, + "canonical_issue_reason": "Issue 43873 is the best anchor among this noisy set: it is open, has the most inbound references/discussion, and describes a concrete runtime bug with broad user impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 has the clearest reproducible failure, active discussion, and broader downstream impact than the other candidates.", + "best_issue_reason": "Issue 43873 is the strongest single representative to surface for this cluster because it is active, reference-rich, and sufficiently substantive to stand in as the cluster\u2019s likely center.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Both are v5 output regressions, but they hit different models and different code paths (Pegasus generation vs Qwen3.5 flash-attention)." + "reason": "Different models and failure modes: Pegasus output regression vs Qwen flash-attention crash." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Different multimodal failures: chat template tool-call handling vs Qwen2.5-VL video vision_position_ids." + "reason": "Chat-template/tool-call crash is unrelated to Qwen2.5-VL video vision_position_ids." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "Different problem classes: a DistilBert model error vs torch.jit.script GeneratorExp export failure." + "reason": "Different model families and bugs: DistilBERT issue vs ViT torchscript export failure." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both involve model import/runtime errors, but the root causes are unrelated: Python 3.13 TorchScript parsing vs a missing decorator in Qwen3.5 kernel registration." + "reason": "Python 3.13 JIT parse/IndentationError is a different bug from Qwen3.5 decorator registration failure." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "One is a generation correctness issue, the other is a multi-GPU CUDA OOM; same model family is not enough to make them duplicates." + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are not the same code-path." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Both mention eval-mode behavior, but one is dtype drift and the other is gradient checkpointing being unsupported in eval." + "reason": "Eval dtype drift and gradient-checkpointing-in-eval are separate issues." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "UnboundLocalError during BART generation and DeepSpeed Adafactor OOM are unrelated failure modes." + "reason": "BART generate UnboundLocalError is unrelated to Deepspeed Adafactor OOM." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Different subsystems and symptoms: IterableDataset with multi-image prompts vs BeitImageProcessorFast label reduction bug." + "reason": "Multimodal IterableDataset failure and BEiT reduce_labels bug are different processors/code paths." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one corrupts config token IDs while the other loads the wrong custom module after save_pretrained." + "reason": "Config token-ID loss after save/load is distinct from wrong custom-module loading." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Both are preprocessing crashes, but the underlying bugs are different: chat-template tool calls vs video padding calculation." + "reason": "Chat-template crash and SmolVLM video padding bug affect different components." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Different crash sites and causes: AMP/CUDA loss computation vs flash_attention handling of s_aux=None." + "reason": "LwDetr AMP crash and flash-attention s_aux=None crash are unrelated." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Import failure for a missing flash-attention helper is unrelated to TensorFlow not being installed in a torch-only backend setup." + "reason": "Import error in flash-attention utils is unrelated to pip backend packaging." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer distributed broadcast of NoneType and Adafactor OOM in DeepSpeed are separate issues." + "reason": "Trainer broadcast NoneType and Adafactor OOM are different distributed-training failures." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both are cache-related, but one is recompilation from lazy init and the other is device-tensor return value breaking slice arithmetic." + "reason": "Both involve cache/compile, but the concrete bugs differ: lazy-init recompilation vs device-tensor seq-length arithmetic." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "A removed utility breaking trust_remote_code models is not the same as DeepSeek tokenizer behavior changes in v5." + "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression are unrelated." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading not working and Gemma4 multi-GPU OOM are different resource-management bugs." + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same underlying bug." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "A path-trailing-slash import warning is unrelated to quantization offloading behavior." + "reason": "Local-path trailing-slash warning is unrelated to quantization/offloading." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Both are v5 regressions, but one is output mismatch and the other is serialization of tied weights; different code paths." + "reason": "Pipeline top_k nesting bug has no relation to Trainer GPU broadcast errors." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Pipeline top_k nesting behavior and Trainer broadcast errors are unrelated." + "reason": "Both are v5 regressions, but they affect different models and serialization paths." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility for Transformers 5.1.0 is not the same as DeepSeekV3 native-vs-remote implementation divergence." + "reason": "Python-version install incompatibility is unrelated to DeepSeekV3MoE implementation divergence." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer BOS/EOS insertion bug and Gemma3 NaN embeddings are distinct tokenizer/model execution problems." + "reason": "Tokenizer special-token omission and Gemma3 NaN embeddings are separate bugs." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counter not updating are different concerns." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Both touch Gemma4/flash attention/device placement, but one is a flash-attention AttributeError and the other is a forward device mismatch." + "reason": "Flash-attention sinkless crash and Gemma4 PLE device mismatch are different forward-path issues." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Gemma eos_token_id config mismatch and Qwen3.5 flash-attention generation issues do not share the same root cause." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct problems." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation and resume_from_checkpoint key mismatch are unrelated Trainer issues." + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen flash-attention generation failure." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error with a community CLIP model and SigLIP2 documentation example errors are not the same defect." + "reason": "MacOS bus error on CLIP and SigLIP2 documentation errors are not the same bug." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "BF16-to-FP32 dtype drift in eval is unrelated to Qwen2-57B tensor-parallel OOM." + "reason": "Embedding dtype change in eval and tensor-parallel OOM are unrelated." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are different runtime failures." + "reason": "Auto device-mapping cudaErrorAssert and Gemma4 CUDA OOM are different inference failures." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation failure and stale paged-generate warning are different behaviors." + "reason": "Flash-attention generation crash and a stale warning are not the same issue." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except swallowing errors are unrelated." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except cleanup are unrelated." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failure are distinct tokenizer bugs." + "reason": "LayoutLMv2 tokenizer crash is a different code path from Wav2Vec2 save/tokenization failure." } ] }, @@ -10312,30 +10204,30 @@ "soft_pairs": [ "issue:44361|issue:45198", "issue:43611|issue:46121", - "issue:43653|issue:44743", "issue:29870|issue:34689", + "issue:43653|issue:44743", "issue:45372|issue:45588", "issue:44206|issue:44479", - "issue:43756|issue:45440", "issue:29942|issue:30064", "issue:42915|issue:42994", + "issue:43756|issue:45440", "issue:43653|issue:44442", "issue:45459|issue:45712", - "issue:45491|issue:46693", - "issue:44265|issue:45198", "issue:43412|issue:45588", + "issue:44265|issue:45198", + "issue:45491|issue:46693", "issue:43065|issue:43994", "issue:29127|issue:33357", "issue:45372|issue:45406", "issue:43065|issue:45412", - "issue:45245|issue:45563", "issue:43575|issue:43701", - "issue:45440|issue:45593", + "issue:45245|issue:45563", "issue:42490|issue:43381", + "issue:45440|issue:45593", "issue:29127|issue:35141", "issue:45372|issue:45459", - "issue:43421|issue:45491", "issue:43994|issue:45412", + "issue:43421|issue:45491", "issue:45406|issue:46701", "issue:43066|issue:44462", "issue:45412|issue:46369", @@ -10343,14 +10235,14 @@ "issue:44442|issue:45072", "issue:44464|issue:45584" ], - "prepared_review_unit_hash": "146ba47a4fd9ad9d9e18451336c012dbdbc5831fc082ade3f935c4dbc7c81b1d", + "prepared_review_unit_hash": "febb20499aa53a1263e947c7f6330957b378bd522b37fe5aac4d214416f38250", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, @@ -10365,204 +10257,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers bug reports spanning tokenizers, model loading, generation, quantization, export, and memory issues. None of the soft pairs looks like the same concrete bug, so this cluster should not be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No single issue cleanly represents the cluster because the items are heterogeneous. If forced, issue 44462 is the broadest user-facing loading bug, but it is not a true umbrella duplicate target.", + "summary": "No true duplicate cluster is evident here. The soft pairs are mostly broad textual similarities across unrelated model, tokenizer, export, memory, and generation bugs, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the most generally phrased and broadly reusable bug report in the set, but the cluster is too diverse for it to be a strong canonical duplicate anchor.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model families and different failures: MLukeTokenizer AttributeError vs Wav2Vec2 save/tokenization failure." + "reason": "Different tokenizer/model families and different failure modes; not the same bug." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Model loading with base_model_prefix is unrelated to a TypeError in rope validation list handling." + "reason": "Base-model-prefix loading regression vs rope-validation type error; unrelated code paths." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen recurrent-state reset logic." + "reason": "BART generate() mask bug vs Llama 3.2 vision model-loading regression." }, { - "left": "issue:29870", - "right": "issue:34689", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "BART generate() decoder mask assignment error is unrelated to Llama 3.2 vision model loading regression." + "reason": "BigBirdTokenizer special-token registration vs Qwen recurrent-state reset; unrelated." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor import/dependency failure is a different bug from flash_attention.py crashing on s_aux=None." + "reason": "Gemma 4 processor import failure vs flash-attention s_aux=None crash; different subsystems." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center argument in a feature extractor is unrelated to a Qwen video-input regression." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model implementation bugs." + "reason": "Feature extractor argument regression vs Qwen video-input regression; different concrete bugs." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems and symptoms." + "reason": "FA2 test failures vs void segmentation-map processing; only broad image/attention overlap." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and quantized model saving failure are both quantization-related but not the same bug." + "reason": "Quantization config failure on load vs quantized model saving failure; not the same operation." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and distinct correctness issues; no shared code-path bug." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-related, but BigBird mask-token registration and FastSpeech2ConformerTokenizer loading are distinct issues." + "reason": "Tokenizer special-token bug vs AutoTokenizer loading failure for another tokenizer." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Hiding tokenizer decode errors when protobuf is missing is unrelated to leftover dummy classes in dummy_pt_objects.py." + "reason": "Tokenizer exception masking vs dummy class cleanup; unrelated maintenance vs bug behavior." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Gemma3 NaNs in mixed-length batching are a correctness bug, while the FA2 issue is a performance regression." + "reason": "ExecuTorch export failure vs flash-attention runtime crash; different failure surfaces." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures from torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization issue." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Executorch export guard/erfinv support and flash_attention sinkless crashes are different code paths." + "reason": "NaN embeddings in Gemma3 vs FA2 long-context performance regression; different bug class." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsense outputs through AutoModel/pipeline." + "reason": "Dummy Conv2d placeholder issue vs incorrect AutoModel/pipeline outputs; unrelated." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMV3 error-message clarity and a MacOS bus error in CLIP loading are not the same underlying bug." + "reason": "LayoutLMv3 error-message clarity vs CLIP bus error on macOS; not the same underlying bug." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma 4 processor import failure and serve crashing due to missing _tokenizer are different defects in different paths." + "reason": "Both involve Gemma4 processor loading, but one is an import-dependency error and the other is a serve-time missing-attribute crash; not clearly the same bug." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d placeholders and RT-DETR memory leaks are unrelated issues." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-count runtime limit and stale warning behavior in paged generate() are unrelated generation bugs." + "reason": "Dummy layer placeholder issue vs RT-DETR memory leak; unrelated." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM on load and resume_from_checkpoint key mismatch are distinct failures." + "reason": "Tensor-parallel OOM vs resume_from_checkpoint key mismatch; different symptoms and code paths." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation and D-FINE auxiliary-loss omission are unrelated model bugs." + "reason": "Category-count runtime limit vs stale generation warning; not the same problem." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Import warning for local paths ending in slash is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Path-with-slash import warning vs gradient-checkpointing eval-mode restriction; unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation mismatch vs D-FINE auxiliary-loss issue; different models and fixes." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMV3 box-information messaging and post_init reinitializing output embeddings are different bugs." + "reason": "LayoutLMv3 error clarity vs embedding reinitialization after resize; unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 loading import failure and protobuf error masking in tokenizer code are unrelated." + "reason": "Gemma4 dependency/import break vs protobuf decode-error masking; different tokenizer failure mechanisms." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Runtime special-token/post-processor update behavior is unrelated to Gemma3 NaNs with mixed-length batching." + "reason": "Incorrect inference outputs vs model memory leak; different bug categories." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "SigLIP2 pipeline/AutoModel output issues are unrelated to RT-DETR memory retention after deletion." + "reason": "Tokenizer post-processor update bug vs Gemma3 NaN embeddings; unrelated." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4Processor serve crash and DiffusionGemmaGenerationOutput pipeline failure are different issues." + "reason": "Gemma4 processor serve crash vs DiffusionGemma pipeline failure; different components and failures." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are related broadly, but not the same concrete bug." + "reason": "Wrong decoder type vs AutoTokenizer ignoring tokenizer.json; different tokenizer-loading bugs." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR garbage-collection memory leak and sam3-litetext memory overflow are different memory problems." + "reason": "RT-DETR garbage-collection leak vs Sam3 memory overflow; both memory-related but not the same issue." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Tensor-parallel OOM on model load and int4 quantization reserved-memory regression are distinct bugs." + "reason": "OOM from tensor-parallel loading vs int4 quantization reserved-memory regression; different causes." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to dtype mismatches in bfloat16 inference." + "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch in inference; unrelated." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and Whisper empty-transcription failure after align_special_tokens are different generation bugs." + "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty-transcription failure; different code paths." } ] }, @@ -10640,20 +10532,20 @@ "issue:42915|issue:43931", "issue:43526|issue:46693", "issue:43824|issue:44279", - "issue:27957|issue:29127", "issue:27957|issue:33290", + "issue:27957|issue:29127", "issue:43994|issue:46369", "issue:43526|issue:44186", "issue:33290|issue:34689", "issue:33290|issue:35141", "issue:43334|issue:43531", "issue:46121|issue:46399", - "issue:45250|issue:46640", "issue:43381|issue:43873", "issue:45588|issue:46821", + "issue:45250|issue:46640", "issue:43761|issue:45859", - "issue:44514|issue:45381", "issue:43646|issue:44077", + "issue:44514|issue:45381", "issue:44977|issue:45245", "issue:44743|issue:44811", "issue:44442|issue:44898", @@ -10665,202 +10557,202 @@ "issue:27957|issue:29870", "issue:43493|issue:43827" ], - "prepared_review_unit_hash": "03780444fb37c5e268a14e6bf721581b3c14a59d3058461818dd89cd6c6a0458", + "prepared_review_unit_hash": "2f1829a234ae5d93906399167d03f2f708317eb97c1ebca53caeefd47d37bb6e", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35971, - "estimated_input_tokens": 8993, - "estimated_eval_tokens": 18242 + "serialized_chars": 35975, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate clusters emerge from the provided issues; most soft pairs are thematically related at a high level only and do not describe the same concrete bug or change.", - "confidence": 0.89, - "canonical_issue_reason": "issue:46640 is the broadest and most current Flash Attention 2 report among the set, so it works best as a representative umbrella issue.", + "summary": "These soft pairs are mostly superficial similarity matches across unrelated Transformer issues; none looks like the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single true canonical duplicate emerges from this mixed set. If a representative anchor is needed, issue 43873 is the strongest triage candidate because it has the richest discussion, multiple inbound references, and a concrete reproducible regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46640 has the clearest generic FA2 framing, recent activity, and inbound references, making it the best single issue to anchor this group.", + "best_issue_reason": "Issue 43873 is the best overall issue representative here: it is well-documented, actively discussed, and has clearer impact than the other items in this unrelated cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Different components and failures: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR long-input indexing." + "reason": "Different bugs: image processor label reduction vs OCR long-input index error." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Different models and bugs: Qwen3MoE FP8 config failure vs Qwen3-VL weight-shape loading mismatch." + "reason": "Unrelated models and failure modes: FP8 config issue vs Qwen3-VL load shape mismatch." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Unrelated issues: image processor label handling vs FA2 long-context performance regression." + "reason": "BeitImageProcessorFast label handling vs FA2 long-context performance regression." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "ImportError for a missing Qwen2.5-VL class is not the same as a generic dependency issue." + "reason": "Specific import error vs generic dependency issue; no shared code-path." }, { "left": "issue:27957", - "right": "issue:29127", + "right": "issue:33290", "accept": false, - "reason": "Different subsystems: XLM-RoBERTa Flash Attention 2 vs LayoutLMv3 error-message clarity." + "reason": "XLM-R Flash Attention support vs Deepspeed AdaFactor OOM are different problems." }, { "left": "issue:27957", - "right": "issue:33290", + "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 model support is unrelated to Adafactor OOM in DeepSpeed." + "reason": "Flash Attention model support vs LayoutLMv3 box-validation error messaging." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Different model families and symptoms: SigLIP2 bad outputs vs SAM3 LiteText memory overflow." + "reason": "SigLIP2 incorrect outputs vs SAM3 LiteText memory overflow; different symptoms and models." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer/processor bugs in different models; not the same code-path." + "reason": "Label reduction bug in an image processor vs LayoutLMv2 tokenizer crash." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Optimizer memory issue is unrelated to Llama 3.2 Vision loading breakage." + "reason": "Optimizer OOM in deepspeed vs Llama 3.2 vision loading breakage." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM in DeepSpeed Adafactor is unrelated to embedding reinitialization after resize." + "reason": "AdaFactor/Deepspeed memory issue vs embedding reinitialization after resize." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Both are Qwen-related, but one is a missing config attribute and the other is a sliding-window behavior issue." + "reason": "Missing pad_token_id on Qwen3-VL vs sliding_window behavior in Qwen3-MoE." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Both mention rope/rotary code, but they are different failures in different paths and models." - }, - { - "left": "issue:45250", - "right": "issue:46640", - "accept": false, - "reason": "Too generic to treat as duplicates; both mention FA2, but the concrete bug/change is not the same from the titles alone." + "reason": "Rope-param JSON list type error vs missing decorator for rotary embedding registration." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization/offloading are separate behaviors." + "reason": "Gradient checkpointing in eval mode vs quantization/offloading behavior; different code paths." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Different AttributeError sites and different models; no shared underlying bug is evident." + "reason": "Flash-attention sinkless-model crash vs TimesFM window_size AttributeError." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "CLIP hidden_states regression is unrelated to CPU-offload incompatibility in Qwen rotary embeddings." + "reason": "Both are generic FA2 titles, but there is no concrete evidence they describe the same bug." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Both are Qwen2.5-VL, but batched chat-template padding crashes and wrong video vision_position_ids are distinct bugs." + "reason": "CLIPVision hidden_states regression vs CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "The second is a specific patchtsmixer post_init constraint, not clearly the same concrete issue as the broad v5 custom-init regression." + "reason": "Custom model init breakage in v5 vs patchtsmixer post_init policy." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template crash with padding=False vs wrong vision_position_ids for video input." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to the category-cardinality runtime error." + "reason": "Qwen3.5 flash-attention generation bug vs category-cardinality limit error." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different model paths and failures: recurrent-state reset vs Whisper batch_decode token skipping." + "reason": "Recurrent state reset with cache vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver image-resolution failure are unrelated." + "reason": "Tokenizer load failure vs Perceiver resolution/interpolation bug." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate default and unsupported center arg in feature extraction are different bugs." + "reason": "Audio chat-template sample-rate default vs unsupported center argument in feature extractor." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning is unrelated to recurrent-state cache behavior." + "reason": "Trailing-slash local path warning vs Qwen recurrent-state reset; unrelated subsystems." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access and DeepSeekV3 divergence are different code paths." + "reason": "sys.modules access bug vs DeepseekV3MoE implementation divergence." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to FastSpeech2ConformerTokenizer loading." + "reason": "BitNet packed-weight loading vs FastSpeech2Conformer tokenizer loading." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging/backend dependency coverage and a missing import_utils helper are not the same bug." + "reason": "Packaging/backend dependency issue vs missing import_utils helper." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Different model/task failures: XLM-RoBERTa FA2 vs BART generate() decoder_attention_mask bug." + "reason": "Flash Attention support vs BART generate decoder_attention_mask bug." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy and docs still referencing pipeline() are unrelated." + "reason": "SigLIP2 implementation mismatch vs docs still referencing removed pipeline APIs." } ] }, @@ -10939,8 +10831,8 @@ "issue:45325|issue:46697", "issue:44062|issue:45907", "issue:43873|issue:44871", - "issue:44855|issue:45137", "issue:43643|issue:44913", + "issue:44855|issue:45137", "issue:43749|issue:43931", "issue:43316|issue:45759", "issue:44442|issue:45803", @@ -10953,8 +10845,8 @@ "issue:46829|issue:46932", "issue:43701|issue:46506", "issue:42617|issue:43575", - "issue:42907|issue:45698", "issue:43575|issue:43742", + "issue:42907|issue:45698", "issue:43550|issue:43701", "issue:27957|issue:32090", "issue:43606|issue:43701", @@ -10963,20 +10855,20 @@ "issue:16998|issue:22355", "issue:43295|issue:44871" ], - "prepared_review_unit_hash": "ce19fc3d99b54ed64bbd1a2ff91bf4c0d28bb61b9a99a49e072ae66b254ca79a", + "prepared_review_unit_hash": "a71800a81038a60631e6d029189dad83ffbd043c924e11b0007e025529f1a9d2", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36167, + "serialized_chars": 36168, "estimated_input_tokens": 9042, "estimated_eval_tokens": 18340 }, @@ -10985,180 +10877,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated bugs in loading, generation, tokenization, config handling, offloading, and training utilities. None of the soft pairs appears to describe the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the set mixes unrelated failures across many subsystems with no shared root cause or duplicate thread.", + "summary": "This cluster is a heterogeneous grab bag of unrelated Transformers issues. The soft-similarity links mostly reflect broad shared themes (loading, configs, generation, quantization) rather than the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.23, + "canonical_issue_reason": "No truly coherent canonical issue exists for this cluster; if one must be chosen, #43749 is the strongest representative because it is high-activity, high-impact, and has inbound references, but the cluster itself is not a real duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative; 43873 has the broadest/highest-signal discussion, but it still describes a different offloading/quantization problem than the rest.", + "best_issue_reason": "#43749 is the best single issue to anchor the cluster: it has the most discussion/inbound attention and reads like a substantive regression, even though the surrounding items are not actually duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Different problems: a patchtsmixer post_init policy question versus a video-input regression in Qwen-like models." + "reason": "Different bugs: patchtsmixer post_init handling vs Qwen video input regression." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config API mismatches, but they involve different missing fields and different models, so not the same bug." + "reason": "Both are config/API issues, but for different models and fields (Gemma3TextConfig discrepancy vs Llama4Config pad_token_id)." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "One is a Qwen2.5-VL rope/position_ids scaling bug; the other is Swin2SR image over-padding." + "reason": "Unrelated image/video preprocessing bugs: rope position scaling vs Swin2SR over-padding." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken argument collision is unrelated to list_repo_files not forwarding revision." + "reason": "Tokenization AddedToken argument error is unrelated to list_repo_files revision forwarding." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Offloading/quantization behavior is unrelated to a Gemma-3 eos_token_id configuration inconsistency." + "reason": "Quantization/offloading behavior is not the same as Gemma-3 eos_token_id config inconsistency." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Python 3.13 TorchScript parsing error is unrelated to a DeepSpeed ZeRO3 deque underflow." + "reason": "Different config reload problems: missing remote fields vs rotary_pct reverting on reload." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Both are reload/config issues, but one drops fields with trust_remote_code while the other resets rotary_pct on reload." + "reason": "Python 3.13 JIT parse/import issue is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading failure and Qwen3-VL weight-shape mismatch are different loading bugs." + "reason": "Both affect model loading, but one is FSDP CPU RAM efficient loading and the other is a Qwen3-VL weight-shape mismatch." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "A Gemma3TextConfig field discrepancy is not the same as failing to unwrap text_config in composite Qwen multimodal configs." + "reason": "Different composite-config problems for different model families (Gemma3TextConfig vs Qwen multimodal text_config unwrapping)." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and a bare-except swallowing errors are unrelated code paths." + "reason": "Tokenizer loading failure and Fuyu tensor-conversion exception are different code paths." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "A model-loading regression is unrelated to a missing BACKENDS_MAPPING entry for tensorflow_text." + "reason": "Loading a specific model failing is not the same as a missing BACKENDS_MAPPING entry for tensorflow_text." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to an unrecognized model config/model_type error." + "reason": "Local dataset example failure is unrelated to unrecognized model/config loading." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel failing to return hidden_states is not the same as generic ModelOutput key assignment behavior." + "reason": "CLIP hidden_states bug and ModelOutput key assignment bug are distinct implementation issues." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs syncing and gather_for_metrics label truncation are different training utilities with different failures." + "reason": "Generation kwargs syncing and gather_for_metrics label trimming are separate trainer behaviors." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch on load is unrelated to save_pretrained producing a wrong checkpoint for Qwen3.5." + "reason": "Weight-shape mismatch on load is different from a save_pretrained checkpoint regression." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden_states output regression is unrelated to attention-kernel divergence under torch.compile." + "reason": "Hidden_states regression is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "A wrong hidden_states field in classification output is unrelated to dtype casting for quantized Gemma4 embedders." + "reason": "Different multimodal model bugs: VideoPrism output wiring vs Gemma4 quantized embedder dtype casting." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch has no relation to CPU/CUDA result divergence in PPDocLayoutV3." + "reason": "Checkpoint key mismatch is unrelated to CPU/CUDA numerical divergence in PPDocLayoutV3." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py failing and Qwen2-57B tensor-parallel OOM are different distributed-memory issues." + "reason": "3d_parallel.py runtime failure is not the same as Qwen2-57B tensor-parallel OOM." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Saving a dequantized model and loading the wrong custom module after save_pretrained are different save/load bugs." + "reason": "Both are loading failures, but with different models and different failure modes (OOM vs KeyError)." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "An OOM during tensor-parallel load is not the same as a key error when loading MobileLLM-125M." + "reason": "Dequantized save failure is different from wrong custom module selection after save/load round-trip." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA behavior is unrelated to resume_from_checkpoint key mismatches." + "reason": "torch.compile SDPA failure is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "XLMRoberta flash-attention support and a NoneType GPU broadcast error are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer _gpu_broadcast_one NoneType error." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mismatches." + "reason": "CPU offload device mismatch is not the same bug as checkpoint key mismatch." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to missing PyTorch dependency detection." + "reason": "Pipeline top_k output nesting is unrelated to missing PyTorch dependency during AutoModel import." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to a pipeline error-message wording issue in v5." + "reason": "Both are regressions, but one is processor/tokenizer behavior while the other is an error-message issue in pipeline task support." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question for DeBERTa-V3 is unrelated to the missing transformers.onnx import error." + "reason": "DeBERTa model_max_length question is unrelated to missing transformers.onnx module." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to Gemma-3 eos_token_id inconsistency." + "reason": "Processor/tokenizer regression and Gemma-3 eos_token_id mismatch are different model-specific config issues." } ] }, @@ -11256,200 +11148,200 @@ "issue:43504|issue:45698", "issue:43572|issue:46178", "issue:44792|issue:44977", - "issue:43388|issue:43688", "issue:44792|issue:45600", + "issue:43388|issue:43688", "issue:45127|issue:45200" ], - "prepared_review_unit_hash": "604c7ac5d159a1f6220561239c318f2c2103031f75710d40d18a9684db147652", + "prepared_review_unit_hash": "459e52151dc6013550e5e16891258eee93d38d384b5ac7788f4a92a8c2c12557", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35742, - "estimated_input_tokens": 8936, - "estimated_eval_tokens": 18128 + "serialized_chars": 35750, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of semantically similar but actually unrelated Transformers issues. The soft pairs share broad themes like loading, config, cache, or multimodal regressions, but not the same concrete bug/change path, so I would not merge any of them.", - "confidence": 0.83, - "canonical_issue_reason": "There is no single true canonical issue here because the cluster is heterogeneous. If an anchor is required, issue 45698 is the broadest representative of the loading/save-pretrained regression subtheme, but it should not be treated as a duplicate umbrella for the rest.", + "summary": "This cluster is a loose semantic bucket rather than a true duplicate set: the items span many unrelated model-, config-, tokenizer-, cache-, and backend-specific regressions. I found no soft pair that clearly describes the same underlying bug/change, so all candidate merges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical duplicate exists from this list; if forced to pick one representative, issue 45698 is the most broadly actionable and well-scoped report (from_pretrained/save_pretrained custom-module misload) with the clearest reproducibility and discussion signal.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best global anchor: it has the strongest discussion/references and captures a common serialization/loading failure mode that appears more central than the other one-off regressions. Still, it is not a valid duplicate representative for the whole set.", + "best_issue_reason": "Issue 45698 is the strongest standalone representative because it describes a concrete, user-facing loading regression with a clear failure mode and broad impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Different models and failure modes: Gemma EOS config inconsistency vs Whisper empty-transcription generation after token alignment." + "reason": "Different bugs and code paths: Gemma eos-token config mismatch vs Whisper empty-transcription failure after special-token alignment." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Both are import/runtime dependency problems, but one is a missing utility symbol and the other is a pipelines import error from kernels versioning; not the same bug." + "reason": "Both involve imports, but one is a missing availability helper and the other is a kernels version/revision requirement; not the same defect." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked generation/cache, but one is wrong outputs under compiled forward and the other is spurious recompilation from lazy cache init." + "reason": "Both touch chunked/compiled behavior, but one is output inconsistency in generation while the other is spurious recompilation from lazy cache init." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Different regressions: optional post_init validation for patchtsmixer vs non-persistent buffers being filled with junk in v5." + "reason": "One is about allowing optional post_init in patchtsmixer; the other is non-persistent buffers being populated incorrectly. Different root causes." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Unrelated model/config discrepancy versus image preprocessor dtype mismatch; same release family at most, not the same bug." + "reason": "Unrelated model families and failures: Gemma3TextConfig API mismatch vs Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Gemma3TextConfig API mismatch is unrelated to TimesFM window_size AttributeError." + "reason": "API/config discrepancy in Gemma3TextConfig is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "General v5 custom model init breakage vs GPTNeoX rotary_pct reload bug; different code paths and symptoms." + "reason": "General v5 custom-model init breakage is not the same as GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "EOS token config mismatch is unrelated to sinq quantization save/load corruption." + "reason": "Different model/config persistence bugs: eos_token_id inconsistency vs quantized model save/load corruption." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both are from_pretrained loading issues, but one is gguf_file handling and the other is missing model_type in config; different root causes." + "reason": "Both are from_pretrained-related, but one is gguf tokenizer/model loading and the other is missing model_type in config.json; distinct failures." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in tensor conversion is unrelated to Trainer import failure caused by datasets dependency interaction." + "reason": "Bare except swallowing interrupts in tensor conversion is unrelated to Trainer import failure caused by datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 model breakage and Janus image-generation test failure are different subsystems and bugs." + "reason": "Different models and symptoms: ESM2 broken workflows vs janus image-generation test failure." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 weight tying bug and Ministral-3 FlashAttention failure are distinct model issues." + "reason": "Mistral3 lm_head tying bug is unrelated to Ministral-3 FlashAttention failure." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Load-balancing loss gating is unrelated to CohereASR training-loss double-shift behavior." + "reason": "Both concern training losses, but they are different models and different loss-shaping bugs; not the same concrete issue." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Cache path collision for trust_remote_code is unrelated to max_cache_length being honored only for quantized cache." + "reason": "One is a trust_remote_code cache-path collision; the other is cache length handling for quantized cache only." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Different failure classes: exception swallowing in tensor conversion vs Windows/ROCm import error due to torch.distributed dependency." + "reason": "Completely different issues: error swallowing in Fuyu conversion vs Windows/ROCm import failure from torch.distributed dependency." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor image-size mismatch is not the same as Sam3LiteText memory overflow." + "reason": "Processor size mismatch for OmDet-Turbo is unrelated to Sam3-LiteText memory overflow." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "No meaningful relation: placeholder issue title vs Gemma roundtrip failure on a specific token." + "reason": "No shared underlying bug: a vague data request vs Gemma pipeline roundtrip failure on a specific token." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Different Qwen multimodal bugs: video input ValueError vs batched chat-template crash with padding=False." + "reason": "Both are Qwen multimedia processor issues, but one is video-input ValueError in Qwen3OmniMoe and the other is batched chat-template crash in Qwen2_5_VL." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to Qwen video-input regression." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different code paths and models." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video OOM are not the same concrete defect." + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are not clearly the same bug; one is a model component placeholder, the other is a runtime memory failure." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend mismatch is unrelated to missing falcon mamba availability helper." + "reason": "TensorBoard/TensorFlow backend mismatch is unrelated to a missing import_utils availability flag." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy-field Beit load failure and wrong custom module after save/load are both loading bugs, but not the same code path." + "reason": "Both concern loading/saving, but one is a Beit legacy-field preset issue and the other is wrong custom-module resolution after save_pretrained; distinct causes." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to tensorflow_text backend mapping." + "reason": "StableLm pad_token_idx regression is unrelated to the tensorflow_text backend mapping error." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus test failure and Qwen3.5 flash-attention generation issue are different model behaviors." + "reason": "Janus image generation test failure and Qwen3.5 flash-attention generation issue are separate model-specific regressions." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Mask2Former metric gathering bug is unrelated to auxiliary loss normalization in OLMoE/GPT Oss." + "reason": "A Janus generation test failure is unrelated to broken Sam3LiteText auto_mappings references." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Image generation test failure is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "gather_for_metrics dropping tuple labels is unrelated to auxiliary-loss normalization in MoE models." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with extended vocabulary is unrelated to Gemma 4 mm_token_type_ids defaulting." + "reason": "LoRA/extended-vocab collapse with tied embeddings is a different problem from mm_token_type_ids defaulting for Gemma 4 fine-tuning." } ] }, @@ -11525,12 +11417,12 @@ "soft_pairs": [ "issue:43673|issue:44743", "issue:43352|issue:46640", - "issue:44190|issue:44964", "issue:44534|issue:44913", + "issue:44190|issue:44964", "issue:41950|issue:43475", "issue:43525|issue:43531", - "issue:44734|issue:45406", "issue:35141|issue:42490", + "issue:44734|issue:45406", "issue:45072|issue:46932", "issue:43827|issue:43994", "issue:44855|issue:45588", @@ -11539,32 +11431,32 @@ "issue:46082|issue:46697", "issue:45632|issue:46617", "issue:29870|issue:35141", - "issue:43673|issue:46421", "issue:44617|issue:45584", + "issue:43673|issue:46421", "issue:43931|issue:44060", - "issue:44242|issue:46897", "issue:43644|issue:44913", + "issue:44242|issue:46897", "issue:25251|issue:27957", "issue:43335|issue:44855", "issue:45563|issue:45584", - "issue:44933|issue:45362", "issue:44077|issue:44877", + "issue:44933|issue:45362", "issue:43550|issue:44190" ], - "prepared_review_unit_hash": "4e1b6ed0f388e63195a8a0cd96ca876919cdc0c7e68a60443a846073589939c0", + "prepared_review_unit_hash": "746f3d6d71431ee32197cec3ed4ad7443bd3ad1e718c92565ec4766bd275c4ca", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35852, + "serialized_chars": 35849, "estimated_input_tokens": 8963, "estimated_eval_tokens": 18182 }, @@ -11573,174 +11465,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy: the items span many unrelated bugs across generation, caching, model configs, pipelines, and serving. I found no reliable duplicate pair among the soft edges, so this should not be merged into a single canonical triage bucket.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: most items are distinct model, cache, config, or docs bugs rather than duplicates. I picked the broad v5 buffer regression as the best representative issue, and rejected all soft pairs as different underlying problems.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 43644 is the broadest, most systemic regression in the set (v5 non-persistent buffer corruption) and is the clearest umbrella item among otherwise unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "It is the most representative and actionable issue in this cluster, but only for the v5 buffer-regression subset, not the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache/chunked prefill, but one is a missing GenerationMixin cache in v5.0.0 and the other is recurrent state reset in Qwen3 modular code; different bugs and code paths." + "reason": "Both involve cache/state handling, but one is missing cache in chunked prefill while the other resets recurrent states for seq_len>1; different bugs." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "One says NemotronHForCausalLM does not support Flash Attention 2.0; the other is a generic Flash Attention 2 issue. Too vague and not the same concrete failure." + "reason": "One says Nemotron does not support Flash Attention 2 yet; the other is a vague Flash Attention 2 issue with no matching code path or concrete defect." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Different surfaces entirely: a local dataset loading failure in an example script versus a model loading error for Phi-4 multimodal." + "reason": "Global v5 buffer corruption is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "One is a global non-persistent buffer initialization regression; the other is GPTNeoXConfig serialization/reload losing rotary_pct. Different defects." + "reason": "Different failures: local dataset loading in a training script vs loading a multimodal model with latest transformers." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline processor selection and a SAM3 video encoder output attribute error are unrelated model/pipeline bugs." + "reason": "Pipeline processor selection for video-classification is unrelated to a missing SAM3 vision encoder attribute." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4Config pad_token_id absence and Qwen3-MoE sliding_window behavior are separate configuration issues." + "reason": "Llama4Config missing pad_token_id and Qwen3-MoE sliding_window behavior are separate config/model issues." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Both are serve-related, but one crashes on KV-cache continuation indexing while the other lacks a tokenizer on Gemma4Processor. Different code paths." + "reason": "Embedding reinitialization after resize is unrelated to import warnings from local paths with trailing slashes." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Resizing token embeddings reinitializing output embeddings is unrelated to local-path import warnings with a trailing slash." + "reason": "Different serve crashes: KV-cache tensor indexing vs Gemma4Processor missing _tokenizer." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both involve dtype behavior, but one is bfloat16 inference mismatches across models and the other is quantized Gemma4 vision/audio embedder casting; not the same bug." + "reason": "Both mention dtype casting, but the model/code paths differ: SwitchTransformers/TimmWrapper bfloat16 inference vs Gemma4 quantized embedders." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing removed pipeline APIs is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." + "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing bad outputs with AutoModel and pipeline." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "An import-time Python 3.13 IndentationError in DebertaV2 is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Python parsing/import error in DebertaV2Model is unrelated to an AttributeError in flash_attention integration." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-cardinality overflow and static-cache slice arithmetic with device tensors are distinct runtime errors." + "reason": "Category-count limit error is unrelated to cache.get_seq_length returning a device tensor and breaking slicing." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper trailing replacement-character decode failure and RT-DETR feature-level mismatch are unrelated model-specific bugs." + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are different failure modes in different models." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are different configuration/processing issues." + "reason": "LlamaConfig head_dim validation is unrelated to Swin2SR image over-padding." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both involve trust_remote_code caching, but one is a leaf-directory name collision and the other is a FileNotFoundError when loading from cache; not the same concrete defect." + "reason": "Both concern trust_remote_code cache behavior, but one is a leaf-directory collision and the other is a FileNotFoundError loading from cache; not the same bug." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Bart generate() decoder_attention_mask initialization bug and embedding reinitialization after resize are unrelated." + "reason": "Bart generate() decoder_attention_mask assignment bug is unrelated to output embedding reinitialization after resizing tokens." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is a missing cache in v5.0.0 and the other is lazy cache initialization causing recompilation on non-CUDA backends; different symptoms and fixes." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty-transcription handling are completely different failures." + "reason": "Missing cache in chunked prefill and cache lazy initialization causing recompilation are related only at a high level, not the same defect." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are separate model-loading issues." + "reason": "Qwen3-VL weight-shape mismatch is not the same as an incorrect tied-weights warning in Qwen3-Next." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Load-balancing loss omission in MoE routing and Florence2/Moonshine double-shift training loss are unrelated training bugs." + "reason": "A broad v5 buffer corruption regression is unrelated to GPTNeoXConfig rotary_pct reverting on reload." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "A global v5 non-persistent buffer regression is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different training bugs." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Top_k pipeline nesting bug and XLMRoberta Flash Attention 2 support are unrelated." + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and DebertaV2 Python parsing/import failure are unrelated." + "reason": "SwitchTransformers sparse-layer config bug and DebertaV2Model import parsing error are unrelated." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Paged generate warning behavior and Whisper empty transcription failure do not share the same underlying bug." + "reason": "A stale warning in paged generate() is not the same as Whisper failing on empty transcription." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "A nonexistent image_utils import and a Qwen3.5 chat crash are unrelated." + "reason": "Optional post_init for patchtsmixer and strict config loading for granite_speech are different configuration-policy issues." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Optional post_init policy for patchtsmixer and strict config loading for granite_speech are different configuration-policy issues." + "reason": "Nonexistent image_utils import is unrelated to Qwen3.5-35B chat crashes." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and local dataset loading in an image-classification script are unrelated." + "reason": "torch.compile/SDPA model failure is unrelated to a script failing to load a local dataset." } ] }, @@ -11789,6 +11681,7 @@ "issue:44734", "issue:44737", "issue:44779", + "issue:44792", "issue:44938", "issue:44964", "issue:45003", @@ -11802,10 +11695,8 @@ "issue:45563", "issue:45584", "issue:45600", - "issue:45632", "issue:45803", "issue:45907", - "issue:46234", "issue:46369", "issue:46489", "issue:46655", @@ -11819,240 +11710,229 @@ "issue:44479|issue:44734", "issue:43335|issue:44190", "issue:43065|issue:44610", + "issue:43854|issue:44792", "issue:39692|issue:44190", "issue:44464|issue:45563", "issue:45127|issue:45357", - "issue:45381|issue:46655", "issue:44617|issue:46369", + "issue:45381|issue:46655", "issue:43295|issue:45276", "issue:44779|issue:46489", "issue:44112|issue:45600", "issue:45290|issue:46752", - "issue:43526|issue:46697", "issue:45276|issue:45584", + "issue:43526|issue:46697", "issue:43540|issue:44734", "issue:44737|issue:45803", "issue:44521|issue:45381", - "issue:44938|issue:45542", "issue:25251|issue:29870", + "issue:44938|issue:45542", "issue:44462|issue:45907", "issue:43854|issue:44964", "issue:43673|issue:46858", "issue:43643|issue:44496", - "issue:45632|issue:46234", - "issue:44246|issue:45003", - "issue:44964|issue:45600", - "issue:44112|issue:44964" + "issue:44246|issue:45003" ], - "prepared_review_unit_hash": "343ac7dc26d7be1d1ee8b5abe07b4f57bc07fea46728f9eaf9540ebeb246c421", + "prepared_review_unit_hash": "d5d217951403a853bca8a67687a7b1a530b9b4ceb4c0df499fe1593b907c099f", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36608, - "estimated_input_tokens": 9152, - "estimated_eval_tokens": 18560 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35411, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the issues span unrelated bugs in generation, multimodal preprocessing, model loading, CI, and config handling. None of the proposed soft pairs looks like the same underlying bug, so no merges are warranted.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "Most items are unrelated standalone bugs. The only soft edge I\u2019d accept is the DeepSeek tokenizer regression pair, which appears to describe the same v5 tokenizer-output breakage from different model/user reports.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 44521 is the strongest representative: it is open, user-facing, and has the broadest/multi-report multimodal chat-template impact among the set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44521 is the best standalone issue to anchor the cluster because it is active, broadly applicable, and already attracting inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Different bugs: Qwen2.5-VL video position IDs vs Sam3LiteText memory overflow." + "reason": "Different model families and failure modes: video vision-position IDs vs Sam3LiteText memory overflow." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs category-count limit error." + "reason": "Unrelated bugs: Qwen3 auto device mapping CUDA assert vs a categories-limit ValueError." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Different code paths: multimodal video regression vs serve KV-cache continuation indexing." + "reason": "Both involve generation, but one is a video-input regression and the other is KV-cache continuation tensor indexing." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse-layer config bug and local dataset loading are unrelated." + "reason": "Different subsystems: SwitchTransformers sparse-layer config vs local dataset loading in the no-trainer script." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Different model issues: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo input sizing." + "reason": "Both touch vision models, but the bugs are different: dummy Conv2d in Sam3PixelDecoder vs processor/model input-size mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different model-specific loading/test failures; no clear shared code-path." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs example errors are unrelated to dataset loading failure." + "reason": "SigLIP2 doc-example errors are unrelated to local dataset loading." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked-generation inconsistency and stale warning behavior are not the same bug." + "reason": "Both are generation-related, but one is inconsistent outputs and the other is a stale warning about num_return_sequences." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA/vocab collapse and visual-encoder save_pretrained keys are distinct issues." + "reason": "Unrelated regression types: LoRA/extended-vocab collapse vs incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Both are video-related, but the model/code paths and failure modes differ." + "reason": "Both mention memory, but one is video OOM and the other is a different Sam3LiteText memory overflow path." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "Sam3Video OOM and Sam3LiteText memory overflow are different variants and symptoms." + "reason": "Both are video-input issues, but they concern different models and different bugs." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor.tokenizer regression and gemma4 embedding resize behavior are unrelated." + "reason": "Different areas: processor.tokenizer regression vs gemma4 embedding-resize behavior." }, { "left": "issue:44779", "right": "issue:46489", - "accept": false, - "reason": "Related family, but one is a broad tokenizer regression and the other a specific PR gap." + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer regression in transformers v5, with the second report explicitly framing it as a gap in the earlier fix." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Stale GraniteSpeech CI test vs removed Sam3LiteText config references are unrelated." + "reason": "Both are CI breakages, but they stem from different stale references and different model/config families." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both hit apply_chat_template, but one is tool-call handling and the other empty-list handling." + "reason": "Same API surface, but different edge cases: tool-call assistant messages vs an empty list input." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "BEiT label reduction and Swin2SR over-padding are different image-processor bugs." + "reason": "Completely different bugs: gemma4 embedding resize vs Whisper empty-transcription generation failure." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Gemma4 embedding resize and Whisper empty transcription are unrelated." + "reason": "Different image-processor defects affecting different models and code paths." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and serve KV-cache indexing are separate problems." + "reason": "Unrelated: Qwen3OmniMoe video-input ValueError vs serve-side KV-cache tensor indexing." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement bug and Fuyu bare-except handling are unrelated." + "reason": "Different class of bugs: XLNet device placement vs a bare-except exception-handling problem." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal template issues, but they affect different outputs and models." + "reason": "Both are multimodal/chat-related, but one is assistant-mask generation and the other is video vision-position IDs." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "Python 3.14 import failure and tensorboard/TensorFlow backend issue are different environment problems." + "reason": "Unrelated behavior change in pipeline output shape vs a BART generate() UnboundLocalError." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Pipeline top_k nesting behavior and BART UnboundLocalError are unrelated generate-time bugs." + "reason": "Import-time failure on Python 3.14 is unrelated to the TensorFlow/tensorboard backend mismatch." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer tokenizer.json lookup and list_repo_files revision forwarding are unrelated API bugs." + "reason": "Different problems: tokenizer.json selection vs list_repo_files revision forwarding in CI." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-load regressions affecting different models and loaders." + "reason": "Both are model-loading issues, but they concern different models and likely different failure causes." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both involve cache, but missing cache in chunked_prefill and device-tensor seq_length arithmetic are distinct." + "reason": "Both mention cache/prefill, but one is missing cache in chunked_prefill and the other is a device-tensor arithmetic bug in static cache." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "trust_remote_code config-field loss and unrecognized model_type are different config-loading failures." - }, - { - "left": "issue:45632", - "right": "issue:46234", - "accept": false, - "reason": "Local trust_remote_code cache collision and missing import_utils symbol are unrelated." + "reason": "Different config-loading failures: missing fields with trust_remote_code vs missing model_type in config.json." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import latency and unsafe sys.modules access are different import-system issues." - }, - { - "left": "issue:44964", - "right": "issue:45600", - "accept": false, - "reason": "Phi-4 multimodal loading and removed Sam3LiteText auto_mappings references are unrelated." - }, - { - "left": "issue:44112", - "right": "issue:44964", - "accept": false, - "reason": "GraniteSpeech CI flake and Phi-4 loading failure do not share a concrete bug." + "reason": "Import slowness is not the same underlying issue as unsafe sys.modules access." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the selected anchor issue is supported by the packet (open, user-facing, inbound refs), and the only accepted soft edge\u2014the two DeepSeek tokenizer issues\u2014looks like the same regression/fix gap. The rejections are conservative and do not overclaim shared code paths." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12092,7 +11972,7 @@ "issue:43901", "issue:43976", "issue:44016", - "issue:44062", + "issue:44112", "issue:44220", "issue:44279", "issue:44295", @@ -12100,7 +11980,7 @@ "issue:44496", "issue:44521", "issue:44683", - "issue:44792", + "issue:44964", "issue:44987", "issue:45042", "issue:45083", @@ -12108,26 +11988,29 @@ "issue:45335", "issue:45375", "issue:45446", - "issue:45588", "issue:45593", "issue:45600", - "issue:45759", + "issue:45632", "issue:46082", "issue:46121", + "issue:46234", "issue:46424", "issue:46506", "issue:46932" ], "soft_pairs": [ + "issue:45632|issue:46234", + "issue:44964|issue:45600", + "issue:44112|issue:44964", "issue:27957|issue:35141", "issue:42175|issue:44279", "issue:42796|issue:44521", "issue:46082|issue:46121", - "issue:36246|issue:41628", "issue:32090|issue:35141", + "issue:36246|issue:41628", "issue:43404|issue:45216", - "issue:43531|issue:45600", "issue:36246|issue:38617", + "issue:43531|issue:45600", "issue:41950|issue:44016", "issue:44295|issue:46506", "issue:43650|issue:44220", @@ -12141,230 +12024,213 @@ "issue:43526|issue:43901", "issue:44683|issue:45446", "issue:43381|issue:45593", - "issue:42907|issue:43441", "issue:43901|issue:44496", + "issue:42907|issue:43441", "issue:43673|issue:44336", - "issue:43479|issue:45375", - "issue:44496|issue:45759", - "issue:43976|issue:44279", - "issue:44016|issue:44062", - "issue:43441|issue:45588", - "issue:44792|issue:46424" + "issue:43479|issue:45375" ], - "prepared_review_unit_hash": "6582b5dbf8c760da96a85912c9ecfb7054a637abc866ba9de31795e661bb294b", + "prepared_review_unit_hash": "87b1635ed6b48d7a946b4b5794c051fe67e4f3ac81d12e77a9ce4337580f64c4", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37053, - "estimated_input_tokens": 9264, - "estimated_eval_tokens": 18784 + "soft_pair_count": 29, + "serialized_chars": 36403, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; the items span many unrelated Transformers bugs, regressions, and documentation issues. None of the soft pairs look like the same underlying bug/change, so all are rejected.", - "confidence": 0.93, - "canonical_issue_reason": "No true canonical issue stands out because the cluster is heterogeneous. If one must be chosen, issue:44521 is the most active and broadly referenced, but it is still only a specific multimodal `apply_chat_template` bug and does not represent the rest of the items.", + "summary": "These soft pairs are mostly topical lookalikes, not true duplicates: they span unrelated model-loading, config, tokenizer, cache, and CI issues. I would not merge any of the proposed soft edges.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44521 is the strongest issue anchor overall: it has the most inbound references, active discussion, and a clearly scoped, reproducible multimodal template bug, making it the best representative issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best single issue to keep as a representative ticket because it is open, has the most inbound references and discussion, and describes a concrete reproducible bug with clear user impact.", + "best_issue_reason": "issue:44521 is the best issue candidate globally because it is well-documented, actively referenced, and more central than the many one-off regression reports in the list.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Different failures: local trust_remote_code cache-path collision vs missing import utility symbol." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both are loading/config regressions, but they affect different models and code paths." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." + }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Both mention embedding/Flash Attention related wording only at a very high level; one is about XLM-RoBERTa with Flash Attention 2, the other about embedding reinitialization after resizing. Different bugs and code paths." + "reason": "Flash Attention support for XLM-Roberta is unrelated to embedding reinitialization after resize." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "One is about TensorFlow not being included when installing the torch extra; the other is a vague dependency issue. No concrete shared bug." + "reason": "Generic dependency/install complaint versus a specific backend inclusion issue; not the same bug." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are unrelated problems in different subsystems." + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different problems." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama head_dim validation and rope-parameter JSON list handling are both config-validation topics, but they are distinct failures with different inputs and code paths." + "reason": "LlamaConfig head_dim validation is unrelated to rope-parameter list handling." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Both are import errors, but for different symbols and modules (`Qwen2_5_VLImageProcessor` vs `AutoImageProcessor`). Not the same underlying bug." + "reason": "Trainer broadcast TypeError is unrelated to token-embedding resizing behavior." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization after resize." + "reason": "Both are import errors, but for different symbols and different modules." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both involve model configuration/loading for multimodal models, but one is about untied lm_head weights in Mistral3 and the other about Qwen3.5 checkpoint saving regression. Different concrete defects." + "reason": "Different models and symptoms: lm_head tying vs save_pretrained checkpoint correctness." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Sliding-window behavior for Qwen3-MoE and auto_mappings referencing removed configs are separate issues with no shared code-path." + "reason": "Separate missing-import regressions with no shared concrete code-path." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Both are import-related breakages, but they concern different missing exports from different files." + "reason": "Qwen3-MoE sliding-window logic and removed auto_mappings configs are unrelated." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline looking for image processors is unrelated to a notebook syntax error." + "reason": "Pipeline processor lookup bug is unrelated to a notebook syntax error." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Registering `position_ids` as a buffer causing read errors and CPU/CUDA output differences in PPDocLayoutV3 are different behavioral bugs." + "reason": "Buffer registration access error vs CPU/CUDA numerical divergence; different issues." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The titles are generic, but one concerns missing data and the other `_torch_extract_fbank_features()`; there is no evidence they are the same bug." + "reason": "Placeholder issue title versus fbank feature extraction bug; no substantive match." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Generation cache missing in v5.0.0 during chunked_prefill and cache max length only honored for Quantized Cache are related to caching, but they are distinct features and failure modes." + "reason": "Both involve cache, but one is a missing generation cache in chunked prefill and the other is a cache-length policy bug." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon TypeError in `caching_allocator_warmup` and Gemma4 dtype casting for quantized embedders are different issues in different subsystems." + "reason": "Apple Silicon allocator TypeError is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and t5gemma decoder embedding resize behavior are not the same underlying bug." + "reason": "Processor/tokenizer regression is unrelated to decoder.embed_tokens not updating on resize." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version incompatibility and model-loading failure for `physical-intelligence/fast` are different release/load issues." + "reason": "Python version compatibility issue is unrelated to loading a specific model repo." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "A helper length calculation bug in qwen3_omni_moe is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." + "reason": "Qwen3 Omni feature-length helper bug is not the same as device-specific output divergence." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error and an fbank feature extraction issue are unrelated." + "reason": "Notebook syntax error and audio feature extraction failure are different artifacts." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model type in config loading and PIL image processors requiring torchvision are different bugs." + "reason": "Model-type resolution failure is unrelated to PIL image processors requiring torchvision." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "A BEiT image-processor label reduction bug and docs mismatch for `return_all_scores` are unrelated." + "reason": "ImageProcessorFast label reduction bug is unrelated to stale documentation for return_all_scores." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Compiled flex_attention failing on torch>=2.9 and incorrect PyTorch version check for AuxRequest import are distinct flex_attention-related issues, but not the same code-path problem." + "reason": "Both touch flex_attention, but one is a compiled backend failure and the other is a version-check/import bug." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary losses when denoising is off are unrelated model-training bugs." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and Ministral-3 flash-attention failure are different issues in different parts of the stack." + "reason": "Documentation mismatch and unrecognized-model error are unrelated." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Docs mentioning `return_all_scores` and an unrecognized model config error are not the same bug." + "reason": "Different Ministral bugs: dequantized save failure vs FlashAttention failure." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache behavior in generation and ANSI codes in loading_report are unrelated." + "reason": "Cache handling bug and ANSI logging behavior are unrelated." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Phi4 multimodal default config initialization and missing `deepstack_visual_indexes` in Qwen3_5MoeVisionConfig are different config-construction bugs." - }, - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "An unrecognized model type error and `from_config` not unwrapping `text_config` for composite Qwen configs are distinct model-loading problems." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "Python version support and dependency issue are too vague and clearly not the same failure." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error and `AddedToken()` duplicate `special` keyword error are unrelated." - }, - { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Ministral flash-attention failure and `flash_attention.py` crashing on `s_aux=None` are both flash-attention themed but involve different model assumptions and code paths." - }, - { - "left": "issue:44792", - "right": "issue:46424", - "accept": false, - "reason": "A failed janus image-generation test and cache max-length behavior are unrelated." + "reason": "Different multimodal config-field bugs in different model families." } ] }, @@ -12393,8 +12259,7 @@ "issue:42796", "issue:43295", "issue:43299", - "issue:43479", - "issue:43525", + "issue:43441", "issue:43577", "issue:43650", "issue:43653", @@ -12402,20 +12267,20 @@ "issue:43854", "issue:43901", "issue:43976", + "issue:44016", + "issue:44062", "issue:44075", - "issue:44242", "issue:44279", "issue:44327", "issue:44351", "issue:44368", - "issue:44462", "issue:44466", + "issue:44496", "issue:44521", "issue:44779", + "issue:44792", "issue:44933", "issue:45020", - "issue:45081", - "issue:45200", "issue:45216", "issue:45276", "issue:45278", @@ -12423,23 +12288,29 @@ "issue:45357", "issue:45405", "issue:45584", + "issue:45588", "issue:45593", + "issue:45759", "issue:45812", - "issue:45823", "issue:46082", "issue:46123", - "issue:46209", "issue:46369", "issue:46399", + "issue:46424", "issue:46512", "issue:46515", "issue:46693", "issue:46752" ], "soft_pairs": [ + "issue:44496|issue:45759", + "issue:43976|issue:44279", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:44792|issue:46424", "issue:43824|issue:44933", - "issue:44521|issue:46693", "issue:44279|issue:46515", + "issue:44521|issue:46693", "issue:45335|issue:45584", "issue:44327|issue:46752", "issue:46123|issue:46369", @@ -12459,209 +12330,204 @@ "issue:43299|issue:45357", "issue:44466|issue:45276", "issue:43299|issue:43854", - "issue:43653|issue:45593", - "issue:44242|issue:45200", - "issue:41950|issue:45823", - "issue:43650|issue:46209", - "issue:43479|issue:43525", - "issue:44462|issue:45081" + "issue:43653|issue:45593" ], - "prepared_review_unit_hash": "31b4743f0eb0bdbc4df714c6a8020cc9cefb79b8706ae3efa90fe619776411ac", + "prepared_review_unit_hash": "60a30f202bf39311432d3f429de2da12e984bbd74c844a4697c1744daf2f1c3f", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35588, - "estimated_input_tokens": 8897, - "estimated_eval_tokens": 18050 + "serialized_chars": 35621, + "estimated_input_tokens": 8906, + "estimated_eval_tokens": 18068 }, "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 tokenizers, import errors, configs, and multimodal regressions, but they do not look like the same concrete bug/change. I would use issue 45020 as the best anchor because it is the most general, well-described regression report in the set.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45020 is the broadest and most representative regression report here, with detailed repro context and high discussion activity, so it works best as an anchor for the cluster.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues. The soft pairs share broad themes like imports, tokenizers, multimodal processors, or regressions, but none look like the same concrete bug/change strongly enough to merge.", + "confidence": 0.83, + "canonical_issue_reason": "No clear duplicate cluster emerges. If forced to pick one umbrella issue, issue:45278 is the broadest and most representative of the only plausible subgroup here (import/export regressions), but it is still not a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the strongest standalone issue in the set: it is detailed, high-signal, and describes a concrete regression with broader applicability than the others.", + "best_issue_reason": "Issue:45278 is the best single representative only because it is the broadest, most general problem statement in the set. It is not a strong duplicate anchor, just the least-specific umbrella issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols/modules and different failure modes; not the same underlying bug." + "reason": "Both involve composite/multimodal model loading, but they describe different failure modes and code paths: missing model_type vs not unwrapping text_config." }, { - "left": "issue:44521", - "right": "issue:46693", + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Too generic and unrelated; one is a Python version/runtime incompatibility, the other is a vague dependency issue." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken TypeError are unrelated bugs." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they fail in different places for different reasons and different models." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus test failure and a cache config semantics bug are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "One is a multimodal masking bug in chat templating, the other is a long-context FA2 performance regression; unrelated code paths." + "reason": "Both are import-related, but they concern different missing symbols/modules and do not look like one concrete bug." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "A dependency/install issue is not the same as a torch-version incompatibility; the underlying problems differ." + "reason": "Generic dependency complaint vs specific torch version incompatibility; not the same issue." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal chat-template masks and FA2 long-context performance regression are different code paths." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "These are different model behaviors in different subsystems; resize_token_embeddings and empty-transcription generation are unrelated." + "reason": "Token embedding resize propagation and empty-transcription generation failure are unrelated." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "Both are crashes, but they occur in different pipelines with different inputs and stack paths; not a duplicate bug." + "reason": "QA span decoding top-k crash and empty-list chat template crash are different failures." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Batch-finalization logic in a pipeline is unrelated to a model memory overflow issue." + "reason": "Batch-finalization bug in MaskGenerationPipeline vs memory overflow in sam3-litetext are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen models, but one is a load-time regression and the other is a save_pretrained serialization bug; different code paths." + "reason": "Both are Qwen3.5-related regressions, but one is loading with composite configs and the other is incorrect save_pretrained serialization." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Config validation for head_dim is not the same as a kernel registration/decorator crash during rotary embedding setup." + "reason": "LlamaConfig validation and Qwen3.5 kernel registration are unrelated bugs." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Dependency issues and an unreleased minimum-version bump are different release/package problems." + "reason": "A vague dependency problem is not the same as a specific unmet MIN_PEFT_VERSION bump." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and distinct behaviors (processor/tokenizer API vs DeepSeek tokenization output)." + "reason": "Processor/tokenizer API regression and DeepSeek tokenization regression are different concrete problems." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Documentation mistakes in different pipelines are not the same issue; the examples and broken behavior differ." + "reason": "Documentation/example errors in different subsystems do not indicate the same bug." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "An optimizer argument bug is unrelated to a model warning about tied word embeddings." + "reason": "Unused SGD arguments and a Qwen3.5 fine-tuning warning are unrelated." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Loading dtype propagation in BLIP2 is unrelated to Qwen3.5 checkpoint serialization." + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are different issues." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE marker handling has no relation to the unrelated placeholder issue 'ADD THE DATA'." + "reason": "Tokenizer BPE-marker handling and an empty 'ADD THE DATA' issue are clearly unrelated." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "These both mention config fields, but one is a validation error and the other is stale dtype metadata; different bugs." + "reason": "Both touch model initialization/config, but one is head_dim validation and the other is stale config.dtype after from_config; not the same bug." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad umbrella over many import errors, but 44351 is a specific missing import; not enough evidence they are the same concrete defect." + "reason": "45278 is a broad import-regression report, but 44351 is one specific missing symbol; too broad to treat as the same concrete issue." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "A Python-version compatibility report and an unreleased dependency version bump are different problems." + "reason": "Python support/version compatibility and an unreleased PEFT minimum version are different dependency problems." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video pipeline processor selection and remote_code model breakage are unrelated subsystems." + "reason": "Video pipeline processor lookup and remote_code breakage are different failure classes." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "These are different tokenizer regressions affecting different model families and token-ID behaviors." + "reason": "Tokenizer output regression for DeepSeek vs Granite token ID regression are separate model-specific tokenizer bugs." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a loading failure and the other is incorrect save_pretrained visual-encoder keys; different bugs." + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is save_pretrained visual-key serialization; not one code-path." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both concern weight/tied-embedding serialization or resizing, but the specific failure modes and affected components differ." + "reason": "Both concern resize_token_embeddings, but they affect different model families and different internal modules." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different models, different loading failures, and no shared concrete code path are evident." + "reason": "A Qwen3.5 loading regression and a GLM-4.7-Flash unit-test loading issue are unrelated." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "A tokenizer special-token registration bug and a missing auxiliary-loss issue are unrelated." - }, - { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "These are both model-training logic bugs, but one is router loss handling and the other is defaulting multimodal token type IDs; different fixes." - }, - { - "left": "issue:41950", - "right": "issue:45823", - "accept": false, - "reason": "Video classification processor lookup and Gemma4 device placement are unrelated." - }, - { - "left": "issue:43650", - "right": "issue:46209", - "accept": false, - "reason": "A placeholder/triage issue is not the same as an FP8 inference failure on B200." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Different config classes and different missing/default-field behavior; not the same underlying defect." - }, - { - "left": "issue:44462", - "right": "issue:45081", - "accept": false, - "reason": "Both touch tokenizer loading, but one is AutoTokenizer repository resolution and the other is a Mistral regex patch crash; different code paths." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." } ] }, @@ -12686,13 +12552,14 @@ "cluster_id": "cluster-10000-503", "nodes": [ "issue:33290", + "issue:41950", "issue:42175", - "issue:42796", "issue:42994", "issue:43317", "issue:43441", + "issue:43479", "issue:43525", - "issue:43643", + "issue:43650", "issue:43673", "issue:43723", "issue:43761", @@ -12703,14 +12570,14 @@ "issue:43994", "issue:44016", "issue:44162", - "issue:44188", + "issue:44242", "issue:44246", "issue:44261", "issue:44263", "issue:44291", "issue:44336", "issue:44361", - "issue:44589", + "issue:44462", "issue:44623", "issue:44671", "issue:44683", @@ -12718,7 +12585,7 @@ "issue:44779", "issue:45081", "issue:45103", - "issue:45362", + "issue:45200", "issue:45372", "issue:45397", "issue:45542", @@ -12726,14 +12593,19 @@ "issue:45600", "issue:45656", "issue:45712", - "issue:45800", "issue:45823", "issue:45834", "issue:45859", "issue:45907", + "issue:46209", "issue:46851" ], "soft_pairs": [ + "issue:44242|issue:45200", + "issue:41950|issue:45823", + "issue:43650|issue:46209", + "issue:43479|issue:43525", + "issue:44462|issue:45081", "issue:44016|issue:44291", "issue:44683|issue:45542", "issue:44361|issue:45593", @@ -12755,210 +12627,198 @@ "issue:43901|issue:44246", "issue:43723|issue:44162", "issue:43525|issue:43881", - "issue:43824|issue:43976", - "issue:42796|issue:43441", - "issue:44016|issue:45823", - "issue:45542|issue:45800", - "issue:44188|issue:44336", - "issue:43525|issue:43643", - "issue:44589|issue:45362" + "issue:43824|issue:43976" ], - "prepared_review_unit_hash": "d76137ee7c6f60395b452c9a4d5bddd9e427506744e3d57526f1d157df51a103", + "prepared_review_unit_hash": "a33b8439374942ff16727a9797edb2a81071f27a7b6bf41a302ac57e2f7c3bc6", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35434, - "estimated_input_tokens": 8859, - "estimated_eval_tokens": 17974 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35642, + "estimated_input_tokens": 8911, + "estimated_eval_tokens": 18078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers issues, mostly v5 regressions and model-specific bugs. None of the proposed soft pairs look like true duplicates, so they should stay separate.", + "summary": "This cluster is mostly a grab bag of unrelated closed issues. The soft pairs share broad subsystems or surface keywords, but they do not look like the same underlying bug/change, so none should be merged as duplicates.", "confidence": 0.9, - "canonical_issue_reason": "issue:44291 is a clear, concrete core-library regression with a reproducible loading failure and a well-defined API break, making it the strongest single anchor for this noisy cluster.", + "canonical_issue_reason": "No single canonical issue: the items split across unrelated bugs and regressions (tokenizers, quantization, device maps, docs, build/runtime), so there is no true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is the best standalone representative: specific, actionable, and centered on a fundamental model-loading path rather than a niche model or docs-only problem.", + "best_issue_reason": "Issue 43824 is the strongest single representative by discussion/inbound references, but only as a cluster exemplar; it does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss vs Gemma 4 text-only mm_token_type_ids defaulting; different code paths and fixes." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup bug vs Gemma4 PLE device mismatch; same area, different defect." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder/data issue vs FP8 inference failure on B200; unrelated problems." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Multimodal default config initialization vs missing pad_token_id attribute; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer file selection vs Mistral regex patch crash; different tokenizer-loading failures." + }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights TypeError; different surfaces and failure modes." + "reason": "Notebook syntax error vs init_empty_weights TypeError; clearly unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention failure vs missing TensorFlow backend dependency; unrelated bugs." + "reason": "flex_attention/torch compatibility issue vs missing TensorFlow backend import; different subsystems." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer AttributeError on tasks vs D-FINE auxiliary-loss behavior; no shared code path." + "reason": "Tokenizer AttributeError vs D-FINE auxiliary-loss behavior; no shared underlying bug." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention model failure vs long-input OCR index error; different model-specific issues." + "reason": "FlashAttention regression for Ministral-3 vs Kosmos2.5 OCR index error; unrelated." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral tokenizer regex patch crash vs repo file revision forwarding; unrelated functionality." + "reason": "Tokenizer regex crash vs list_repo_files revision forwarding; different code paths." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed, but one is Adafactor OOM and the other is double optimizer stepping; distinct bugs." + "reason": "Both touch DeepSpeed, but one is Adafactor OOM and the other is double optimizer.step; not the same fix." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotations crash vs missing ReasoningEffort import; separate failure paths." + "reason": "auto_docstring annotations crash vs Gemma 4 processor import dependency; unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized save failure vs dequantized load/offload failure; related theme but different operations and root causes." + "reason": "Quantized model saving failure vs dequantized model load/offload failure; distinct bugs." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI code output in loading_report vs Qwen3.5 variable-length position_ids bug; unrelated." + "reason": "ANSI codes in loading report vs Qwen3.5 variable-length position_ids; unrelated." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Same model family, but CPU-offload rotary embedding issue and variable-length position_ids are different code paths." + "reason": "CPU offload incompatibility in rotary embedding vs variable-length position_ids bug; different symptoms and fixes." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained file emission bug vs performance regression in filtering; unrelated." + "reason": "Missing processor files on save vs pipeline slowdown after upgrade; not a duplicate." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA layernorm epsilon precision issue vs torch.split return handling in GlmMoeDsaIndexer; different components." + "reason": "RMS norm epsilon precision issue vs torch.split return values bug; same broad area only." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Stale auto_mappings config references vs leftover dummy classes; both hygiene issues, not the same bug." + "reason": "Stale auto_mappings config references vs leftover dummy classes; different maintenance issues." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Missing TensorFlow backend in torch install vs Python 3.9/3.10 compatibility; unrelated." + "reason": "Missing TensorFlow in torch extra vs Python 3.9/3.10 compatibility regression; unrelated." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked LM regression vs Deepseek tokenizer regression; different models and layers." + "reason": "CamemBERT masked-LM regression vs Deepseek tokenizer regression; different models and fixes." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores vs incorrect model outputs; not the same issue." + "reason": "Docs mismatch for return_all_scores vs SigLIP2 incorrect outputs; documentation vs model behavior." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained file bug vs gemma-4 zero3 from_pretrained bug; different surfaces." + "reason": "Processor save_pretrained missing files vs Gemma-4 zero3 from_pretrained; not the same failure." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "GenerationMixin cache/chunked_prefill regression vs CLIPVisionModel hidden_states regression; unrelated." + "reason": "GenerationMixin cache missing in chunked_prefill vs CLIPVision hidden_states regression; different components." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Pipeline docs mismatch vs import slowness; different category entirely." + "reason": "TextClassificationPipeline docs issue vs import-time slowness; no common bug." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading failure vs ESM2 model breakage; unrelated." + "reason": "AutoTokenizer loading problem vs ESM2 broken workflow; unrelated." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4 pad_token_id AttributeError vs glm-4v loading failure; different model-specific bugs." + "reason": "Llama4Config missing pad_token_id vs glm-4v-9b loading failure; different root causes." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Qwen2.5-VL import error vs Python version compatibility; no overlap in root cause." - }, - { - "left": "issue:42796", - "right": "issue:43441", - "accept": false, - "reason": "Ministral tokenizer BPE marker handling vs FlashAttention loading failure; not the same bug." - }, - { - "left": "issue:44016", - "right": "issue:45823", - "accept": false, - "reason": "Notebook syntax error vs Gemma4 device_map auto device mismatch; unrelated." - }, - { - "left": "issue:45542", - "right": "issue:45800", - "accept": false, - "reason": "Missing TensorFlow backend vs torch/transformers incompatibility; different compatibility problems." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "Attention-kernel divergence under torch.compile vs ANSI-code output issue; unrelated." - }, - { - "left": "issue:43525", - "right": "issue:43643", - "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs missing fields from AutoConfig with trust_remote_code; different config-loading bugs." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Missing Float8 storage type vs Qwen3.5 chat crash; unrelated runtime failures." + "reason": "Import error for Qwen2.5-VL class vs Python version incompatibility; not the same issue." } ] }, @@ -12982,34 +12842,34 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-503", "nodes": [ - "issue:36246", "issue:41628", "issue:42491", - "issue:42757", - "issue:42886", + "issue:42796", "issue:43299", + "issue:43441", + "issue:43525", "issue:43526", "issue:43531", "issue:43540", - "issue:43550", + "issue:43643", "issue:43784", "issue:43976", + "issue:44016", + "issue:44188", "issue:44242", "issue:44246", "issue:44295", "issue:44297", "issue:44336", "issue:44373", - "issue:44451", "issue:44485", "issue:44496", - "issue:44779", + "issue:44589", "issue:44871", "issue:45003", "issue:45072", "issue:45083", "issue:45103", - "issue:45292", "issue:45325", "issue:45362", "issue:45397", @@ -13018,10 +12878,10 @@ "issue:45563", "issue:45588", "issue:45593", - "issue:46132", + "issue:45800", + "issue:45823", "issue:46291", "issue:46399", - "issue:46506", "issue:46614", "issue:46655", "issue:46665", @@ -13032,9 +12892,15 @@ "issue:46851" ], "soft_pairs": [ + "issue:42796|issue:43441", + "issue:44016|issue:45823", + "issue:45542|issue:45800", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:44589|issue:45362", "issue:46291|issue:46399", - "issue:44336|issue:44373", "issue:45325|issue:46851", + "issue:44336|issue:44373", "issue:46655|issue:46726", "issue:44246|issue:44496", "issue:41628|issue:43976", @@ -13045,8 +12911,8 @@ "issue:45561|issue:45563", "issue:45103|issue:46399", "issue:43526|issue:45003", - "issue:43540|issue:46752", "issue:45072|issue:46829", + "issue:43540|issue:46752", "issue:42491|issue:43299", "issue:46614|issue:46665", "issue:43531|issue:45362", @@ -13055,215 +12921,216 @@ "issue:44242|issue:45593", "issue:44295|issue:45397", "issue:45003|issue:46821", - "issue:44336|issue:44485", - "issue:42886|issue:46132", - "issue:43550|issue:46506", - "issue:44451|issue:46752", - "issue:44779|issue:45292", - "issue:36246|issue:42757" + "issue:44336|issue:44485" ], - "prepared_review_unit_hash": "041b409d2b7c0ba93665fa07ca0819aa72f2a49c40559ec8309e7fdac576647f", + "prepared_review_unit_hash": "72d06bc794afbc69f460a6ca89e3b696a79906ac99881c05524b5ac22830f0de", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36460, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "soft_pair_count": 30, + "serialized_chars": 36741, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports with a weak Qwen/model-loading overlap; no soft pair looks like the same concrete bug/change, so this cluster should not be merged into a single duplicate bucket.", - "confidence": 0.78, - "canonical_issue_reason": "issue:46851 is the cleanest representative of the strongest recurring theme in the cluster: a Qwen3.5 position_ids / variable-length-inputs regression. It is still not a duplicate of the others, but it is the most central and actionable issue among the set.", + "summary": "This cluster is noisy: most items are unrelated Transformers bug reports that only share broad model-family or API similarity. I found no soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected. The most central issue in the set is the Qwen3.5 position_ids report, but it is still not a duplicate of the nearby Qwen/MoE items.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46851 is the most central Qwen-related bug in the cluster, with the strongest overlap to several near-matches around position_ids / variable-length handling.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46851 is the best overall issue to anchor the cluster because it is specific, well-scoped, and closest to the cluster\u2019s only repeated technical motif (Qwen position_ids / model-loading regressions).", + "best_issue_reason": "issue:46851 is the clearest representative of the cluster\u2019s dominant Qwen position_ids theme, even though the soft edges are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "Both touch imports/kernels, but one is a kernels package version/revision dependency failure and the other is a Qwen3.5 rotary registration crash. Different code paths and fixes." + "reason": "Same model family, but one is tokenizer BPE-marker handling and the other is a FlashAttention crash; different code paths." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device-mapping forward mismatch; unrelated bugs." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Missing TensorFlow backend vs torch/transformers version incompatibility; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs ANSI color output in loading_report; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Specific Llama4Config attribute absence vs generic trust_remote_code config field loss; different failures." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure vs Qwen3.5 chat crash; no shared codepath." + }, + { + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "ANSI codes in loading_report and a wrong docstring for position_ids are unrelated documentation/util issues." + "reason": "kernels package import/version requirement vs missing decorator during kernel registration; both kernel-related but different bugs." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both mention position_ids, but one is Qwen2.5-VL temporal scaling and the other is Qwen3.5 variable-length inputs. Different models and bugs." + "reason": "Qwen2.5-VL still-image RoPE scaling bug vs Qwen3.5 variable-length position_ids bug; distinct model behaviors." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape handling vs a docstring typo; not duplicates." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Both are vision/processor issues, but one is a SmolVLM video padding bug and the other is an AutoProcessor missing-backend error." + "reason": "Video padding calculation bug vs missing vision backend/image-processor error; different layers." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import-time slowness is unrelated to an unrecognized model/config loading failure." + "reason": "Load-balancing loss omission vs unrecognized model/config loading failure; unrelated." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "One is an AutoImageProcessor import failure and the other is a Python-version compatibility problem; not the same bug." + "reason": "Missing AutoImageProcessor export vs Python version compatibility problem; separate issues." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen-family issues, but they affect different helpers/code paths (_get_feat_extract_output_lengths vs position_ids handling)." + "reason": "qwen3_omni_moe feature-length helper bug vs Qwen3.5 position_ids crash; not the same defect." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Different import/backend errors in different integrations; no shared underlying defect." + "reason": "sentence-transformers import NameError vs undefined tf backend from tensorboard-only install; different import paths." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 from_pretrained behavior." + "reason": "tokenizer.save_pretrained metadata mismatch vs Gemma4 zero3 from_pretrained failure; unrelated." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Qwen3.5 kernel registration crash vs variable-length position_ids crash: different failure sites and fixes." + "reason": "Kernel registration/decorator crash vs variable-length position_ids handling; both Qwen3.5-adjacent but not the same bug." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race and a stale generate warning are unrelated testing/runtime issues." + "reason": "pytest-xdist file race vs stale generate warning; no common codepath." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation parsing and Qwen3.5 kernel registration are unrelated." + "reason": "auto_docstring annotations crash vs Qwen3.5 kernel registration error; unrelated subsystems." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are different bugs in different subsystems." + "reason": "BeitImageProcessor label reduction bug vs unsafe sys.modules access; different components." }, { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and empty-list chat templating are unrelated input-validation failures." + "reason": "bfloat16 dtype mismatch vs hidden_states/output field mix-up; unrelated model behaviors." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "Different model outputs are mismatched in different classes; these are not the same bug." + "reason": "Qwen3OmniMoe video-input ValueError vs empty-chat-template IndexError; different input handling bugs." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE loading across versions, but one is LoRA compatibility on hf4.x/hf5.x and the other is Qwen3VL-MoE loading on 5.0.0.dev0. Similar theme, not the same concrete defect." + "reason": "Both involve Qwen3 MoE regressions, but one is LoRA reuse across versions and the other is Qwen3VL MoE loading; too distinct to merge." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state and inconsistent from_pretrained behavior inside classes are unrelated." + "reason": "Stale phonemizer language state vs from_pretrained-in-Python-class inconsistency; not the same issue." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both mention Qwen, but one is sliding_window behavior in Qwen3-MoE and the other is a chat crash in Qwen3.5. Different code paths." + "reason": "sliding_window behavior in Qwen3-MoE vs a chat crash in Qwen3.5; different codepaths." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention s_aux=None crash is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "flash_attention sink-less crash vs variable-length position_ids bug; unrelated." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import latency and eos_token_id config inconsistency are unrelated." + "reason": "MoE auxiliary-loss omission vs Gemma3 eos_token_id inconsistency; no shared root cause." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Load-balancing loss omission and D-FINE auxiliary-loss handling are different model-training bugs." + "reason": "Router loss omission and D-FINE auxiliary-loss omission are structurally similar, but they affect different models/mechanisms and would not merge cleanly." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access error and gemma-4 zero3 from_pretrained are unrelated." + "reason": "position_ids buffer access error vs Gemma4 zero3 loading issue; unrelated." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are different defects." + "reason": "sys.modules access bug vs TimesFM window_size AttributeError; different codepaths." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output formatting and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:42886", - "right": "issue:46132", - "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior changes are separate issues." - }, - { - "left": "issue:43550", - "right": "issue:46506", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are not the same bug." - }, - { - "left": "issue:44451", - "right": "issue:46752", - "accept": false, - "reason": "ScandiBERT loading failure and empty chat-template input crash are unrelated." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "Deepseek tokenizer regression and resize_token_embeddings output mismatch are different problems." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Two import errors from different packages and APIs; no shared underlying code-path." + "reason": "loading_report ANSI codes vs GLM-5 RoPE implementation; no duplicate signal." } ] }, @@ -13287,56 +13154,60 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-503", "nodes": [ - "issue:29870", - "issue:30333", "issue:36246", "issue:41950", - "issue:42199", + "issue:42757", + "issue:42886", "issue:43257", "issue:43262", "issue:43295", "issue:43475", "issue:43526", "issue:43540", + "issue:43550", "issue:43596", "issue:43901", - "issue:44038", "issue:44162", "issue:44220", "issue:44242", "issue:44246", "issue:44295", "issue:44351", + "issue:44451", "issue:44466", "issue:44479", "issue:44496", "issue:44623", "issue:44749", + "issue:44779", "issue:44857", "issue:44877", - "issue:44987", "issue:45003", "issue:45137", "issue:45200", "issue:45292", "issue:45335", "issue:45375", - "issue:45459", "issue:45561", "issue:45584", "issue:45600", "issue:45759", "issue:45859", - "issue:46170", + "issue:46132", "issue:46369", "issue:46399", "issue:46506", "issue:46655", "issue:46726", - "issue:46851", + "issue:46752", "issue:46897" ], "soft_pairs": [ + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44451|issue:46752", + "issue:44779|issue:45292", + "issue:36246|issue:42757", "issue:43901|issue:45003", "issue:36246|issue:44351", "issue:43257|issue:45137", @@ -13359,209 +13230,204 @@ "issue:36246|issue:43596", "issue:44242|issue:44857", "issue:44623|issue:46726", - "issue:43526|issue:46897", - "issue:44987|issue:45459", - "issue:44038|issue:46506", - "issue:29870|issue:30333", - "issue:42199|issue:46851", - "issue:44479|issue:46170" + "issue:43526|issue:46897" ], - "prepared_review_unit_hash": "2596e20c4a26a81368cea371f7b04b270127de9f028794eae644f11b11c45ea4", + "prepared_review_unit_hash": "118356f1a39bb37467f1caf17dc20a411154f7e813397743651018456af1bb6b", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36336, - "estimated_input_tokens": 9084, - "estimated_eval_tokens": 18424 + "serialized_chars": 35601, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change, so I would keep all issues separate. The set spans unrelated regressions across generation, import paths, video/audio processors, model configs, training, and DeepSpeed behavior.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The cluster is mostly a noisy mix of unrelated import/config/pipeline regressions with a few recurring multimodal/video and Qwen-family themes. I would anchor it on the broad v5.3.0 video-input regression report for Qwen models.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44479 is the broadest representative: it describes a v5.3.0 video-input regression spanning multiple Qwen video model families, which matches the dominant multimodal/video theme in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45561 is the best representative to anchor if needed: it is open, has the most inbound references, and reports a concrete, reproducible race in patched testing utilities.", + "best_issue_reason": "issue:44479 best summarizes the shared underlying pattern across the cluster without being overly narrow to one model or one symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Different failures: offline cache/tokenizer loading vs AttentionInterface.register behavior change." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated bugs in different models/subsystems: SDPA+torch.compile vs CPU/CUDA output differences." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Different model-loading error vs empty-list chat-template crash." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages; not the same bug." + }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline and unsafe sys.modules access are unrelated problems in different code paths." + "reason": "Docs mismatch for a pipeline option vs unsafe sys.modules access in modeling_utils." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they refer to different missing symbols and different transformers modules." + "reason": "Separate missing-import issues for different exported names." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed/large-model startup, but one is a Qwen3 MOE weight conversion issue and the other is a ZeRO3 deque IndexError." + "reason": "Both involve DeepSpeed, but one is Qwen weight conversion and the other is a ZeRO3 deque/index error." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor behavior and _torch_extract_fbank_features are distinct subsystems with different failures." + "reason": "Video-classification pipeline bug vs a feature-extraction helper issue; different code paths." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unknown-model config loading and sys.modules import safety are different bugs." + "reason": "Model auto-loading/config resolution vs unrelated sys.modules access bug." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both mention video inputs, but the Qwen3OmniMoe ValueError and SmolVLM padding bug are different code paths." + "reason": "Different video-processing failures in different models; not enough evidence of one shared defect." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and pytest-xdist file races are unrelated testing/runtime issues." + "reason": "Modeling import safety bug vs xdist testing-utils race condition." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sample-rate defaults and import latency are not the same bug." + "reason": "Audio chat-template sampling-rate bug vs import-time slowness; unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing strict config field and AutoModelForCausalLM text_config unwrapping are different composite-config problems." + "reason": "Related Qwen multimodal area, but different config/loader bugs and different symptoms." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are unrelated model-specific bugs." + "reason": "ESM2 breakage vs Gemma multimodal token-type defaulting; unrelated." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-related regressions, but they affect different models and different failure mechanisms." + "reason": "Both are video regressions, but they target different model families and specific failure modes." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "CPU offload incompatibility in rotary embedding and a missing decorator registration crash are not the same issue." + "reason": "Both are Qwen3.5-related, but CPU offload compatibility and kernel-registration crashes are distinct bugs." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access and multilingual slowdown after upgrade are unrelated symptoms." + "reason": "Buffer access error vs a performance regression after upgrade; unrelated." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "Zero3 deque failure and stale auto_mappings references are different failures." + "reason": "DeepSpeed ZeRO3 runtime error vs broken auto-mapping references; different problems." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Sam3VisionEncoderOutput attribute error and SAM3-LiteText memory overflow are distinct bugs." + "reason": "Same SAM family, but missing encoder output attribute vs memory overflow are different issues." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor.tokenizer regression and resize_token_embeddings output-embedding update are different code paths." + "reason": "Processor/tokenizer API regression vs embedding resize not propagating." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior and Whisper empty-transcription generation failure are unrelated." + "reason": "Embedding resize bug vs Whisper empty-transcription generation crash." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both concern weight/embedding consistency, but one is lm_head serialization and the other is decoder.embed_tokens resizing." + "reason": "Different resize/serialization bugs in different model families." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config loading and a missing config field are different mechanisms, even though both are config-related." + "reason": "Both touch config strictness, but one blocks loading while the other silently drops a field; not the same concrete bug." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "A missing Qwen2.5-VL image processor import and a ZeRO3 BertModel IndexError are unrelated." + "reason": "ImportError for a missing transformer export vs DeepSpeed/BertModel index error." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing load-balancing loss and an AMP/CUDA crash in LwDetrImageLoss are different training bugs." + "reason": "MoE router/load-balancing loss bug vs AMP float16 crash in an image loss; different code paths." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "processor.save_pretrained missing files and AutoProcessor backend-missing import handling are separate processor issues." + "reason": "Saving processor artifacts missing files vs loading AutoProcessor without a vision backend." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "Reduce-labels returning one label and Florence2 double-shift training loss are different label/loss bugs." - }, - { - "left": "issue:44987", - "right": "issue:45459", - "accept": false, - "reason": "Physical-intelligence/fast model loading failure and tokenizer protobuf error masking are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:46506", - "accept": false, - "reason": "Qwen3-VL-Moe transformers 5.0 bug and PPDocLayoutV3 CPU/CUDA divergence are different regressions." - }, - { - "left": "issue:29870", - "right": "issue:30333", - "accept": false, - "reason": "Bart generate() UnboundLocalError and MLFlow job-state reporting are unrelated issues." - }, - { - "left": "issue:42199", - "right": "issue:46851", - "accept": false, - "reason": "DETR cardinality error and Qwen3.5 variable-length position_ids are different model-specific failures." - }, - { - "left": "issue:44479", - "right": "issue:46170", - "accept": false, - "reason": "Video-input regression in multimodal models and Windows ROCm torch.distributed import errors are unrelated." + "reason": "Different vision-label handling and training-loss bugs; no clear shared underlying defect." } ] }, @@ -13585,6 +13451,9 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-503", "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", "issue:42886", "issue:43065", "issue:43352", @@ -13593,30 +13462,27 @@ "issue:43526", "issue:43540", "issue:43653", - "issue:43701", "issue:43723", "issue:43906", "issue:43931", - "issue:43994", + "issue:44038", "issue:44060", "issue:44077", "issue:44162", "issue:44188", - "issue:44297", - "issue:44361", "issue:44368", + "issue:44479", "issue:44483", - "issue:44623", - "issue:44749", "issue:44877", "issue:44977", + "issue:44987", "issue:44995", - "issue:45103", "issue:45200", "issue:45229", "issue:45250", "issue:45397", "issue:45412", + "issue:45459", "issue:45563", "issue:45588", "issue:45656", @@ -13628,13 +13494,18 @@ "issue:46202", "issue:46421", "issue:46431", + "issue:46506", "issue:46710", - "issue:46726", "issue:46832", - "issue:46858", + "issue:46851", "issue:46894" ], "soft_pairs": [ + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:44479|issue:46170", "issue:44060|issue:44077", "issue:43526|issue:46894", "issue:44368|issue:44977", @@ -13655,225 +13526,206 @@ "issue:44188|issue:46202", "issue:43906|issue:46202", "issue:44483|issue:46202", - "issue:44188|issue:46421", "issue:44995|issue:45588", - "issue:45685|issue:46431", - "issue:45103|issue:46858", - "issue:43065|issue:46123", - "issue:44361|issue:44749", - "issue:44297|issue:44623", - "issue:43994|issue:46726", - "issue:44749|issue:45656", - "issue:43701|issue:44749" + "issue:44188|issue:46421", + "issue:45685|issue:46431" ], - "prepared_review_unit_hash": "7328c05bccba0f61f52cc70ba10c820f17181f4b2cef34a44ac8058ce03a18d0", + "prepared_review_unit_hash": "5fbf4d1346e20f7315a1b1232b7eb2476709e013faa380ab25e53726f0fc01bf", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36786, - "estimated_input_tokens": 9197, - "estimated_eval_tokens": 18650 + "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 not a true duplicate set: it spans many unrelated bugs and regressions across tokenizers, vision models, generation, config loading, cache behavior, and serialization. None of the soft pairs look like the same concrete underlying issue/change.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this cluster; the items are heterogeneous and should be split by subsystem/topic rather than merged as duplicates.", + "summary": "The set is mostly a grab-bag of unrelated closed issues; none of the soft pairs look like true duplicates of the same bug/change. I would triage these independently rather than merge them into one cluster.", + "confidence": 0.94, + "canonical_issue_reason": "If a single anchor is needed, issue 45229 is the strongest standalone report here: it is specific, high-traffic, and has the most discussion around a concrete Gemma4 multi-GPU failure.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue exists here because the soft pairs are mostly superficial matches, not same-bug duplicates.", + "best_issue_reason": "Issue 45229 is the best representative issue in this set because it is detailed, impactful, and clearly scoped to one reproducible problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Both involve tokenizer/loading failures, but one is a model-specific Transformers>=5.1 regression and the other is a protobuf-guard masking tokenizer errors; different root causes." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe loading/regression vs CPU/CUDA output differences in PPDocLayoutV3; unrelated bugs and code paths." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow reporting after failed training are unrelated subsystems." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class logic and Qwen3.5 variable-length position_ids are different model families and failures." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression in Qwen VL models is unrelated to a Windows ROCm/torch.distributed import issue." + }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Different models and failure modes: tied-weights warning vs optional post_init restriction." + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are separate configuration/model-definition issues." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Different tasks and bugs; one is image processor label reduction, the other ASR training loss shifting." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to CohereASR training-loss shifting." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen3.5, but one is a config warning and the other is a flash-attention generation regression." + "reason": "One is a tied-embeddings warning during Qwen3.5 LoRA fine-tuning; the other is a flash-attention generation failure." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Unrelated: RT-DETR memory cleanup vs MaskGenerationPipeline final-batch handling." + "reason": "RT-DETR memory-release behavior and MaskGenerationPipeline batch-finalization are unrelated." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Tokenizer special-token registration bug is not the same as the ESM2 breakage." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are not the same bug." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "One says Flash Attention 2.0 is unsupported for NemotronH; the other is a generic Flash Attention 2.0 topic." + "reason": "Issue 45250 is a generic Flash Attention 2.0 topic; 43352 is a specific unsupported-model error for NemotronHForCausalLM." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Tokenizer cache/offline loading bug is unrelated to Gemma multi-GPU OOM." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are completely different failure modes." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading vs Windows/ROCm import dependency issue are different problems." + "reason": "Strict config rejection for granite_speech is unrelated to the Windows ROCm import/dependency error." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 missing attribute vs Qwen3OmniMoe video-input ValueError are different code paths." + "reason": "SAM 3 video encoder output attribute error and Qwen3OmniMoe video input ValueError are different model-specific problems." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "ROCm/Windows import failure is unrelated to RT-DETR forward shape handling." + "reason": "Import/dependency issues on Windows are unrelated to RTDetrModel.forward feature-level mismatch." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Different DeepSpeed-related symptoms; from_pretrained loading vs duplicate optimizer step." + "reason": "A Gemma-4 ZeRO-3 from_pretrained bug and a double optimizer-step issue under deepspeed are not the same code path." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both are SAM3-related, but one is a dummy layer and the other is a model-type mismatch warning." + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker config mismatch are different SAM 3 issues." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading in v5 is not the same as an accuracy regression after version upgrade." + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrading Transformers are not the same concrete defect." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Tie_word_embeddings warning is unrelated to stale num_return_sequences warning in paged generate()." + "reason": "A Qwen3.5 tied-embeddings warning and a stale num_return_sequences warning in paged generate() are unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "GlmMoeDsa stale indexer cache and Gemma4 mm_token_type_ids defaults are different bugs." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Weight-shape mismatch in Qwen3-VL is unrelated to Qwen3.5 tie-word-embeddings warnings." + "reason": "Qwen3-VL-30B-A3B-Instruct shape mismatch and Qwen3.5 tied-embeddings warning are separate issues." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type bug and LlamaConfig head_dim validation are different issues." + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated API/validation problems." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Torch.compile branching bug is unrelated to Gemma roundtrip tokenization failure." + "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip failure on \u2581 are different failure modes." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Insufficient evidence they share the same underlying bug; one is just an isolated reproduction." + "reason": "An isolated reproduction of a prior issue is not enough to equate it with the Gemma \u2581 roundtrip failure; no clear shared root cause here." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat-completions request rejection is unrelated to Gemma token roundtrip issues." - }, - { - "left": "issue:44188", - "right": "issue:46421", - "accept": false, - "reason": "Both mention cache/compile, but one is divergent attention kernels and the other is recompilation from lazy cache init." + "reason": "Chat/completions API request rejection is unrelated to Gemma token roundtrip behavior." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Different failures: stale indexer cache on second forward vs flash_attention.py AttributeError on s_aux." - }, - { - "left": "issue:45685", - "right": "issue:46431", - "accept": false, - "reason": "MoE MPS histogram error is unrelated to missing chat template in processor." - }, - { - "left": "issue:45103", - "right": "issue:46858", - "accept": false, - "reason": "Auto-docstring annotations crash is unrelated to static-cache seq-length tensor arithmetic." - }, - { - "left": "issue:43065", - "right": "issue:46123", - "accept": false, - "reason": "SAM3 pixel-decoder dummy layer and MaskGenerationPipeline batching bug are unrelated." - }, - { - "left": "issue:44361", - "right": "issue:44749", - "accept": false, - "reason": "Tokenizer AttributeError and slow filtering after upgrade are different problems." - }, - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "Tokenizers save_pretrained mismatch is not the same as processor save_pretrained missing files." - }, - { - "left": "issue:43994", - "right": "issue:46726", - "accept": false, - "reason": "Nonsensical outputs with AutoModel/pipeline are different from missing vision-backend error handling." + "reason": "Stale indexer cache in GlmMoeDsa and flash_attention.py crashing on s_aux=None are different code paths." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "Transformer filtering slowdown is unrelated to double optimizer stepping under DeepSpeed." + "reason": "Attention-kernel divergence under torch.compile is unrelated to chunked-prefill recompilation from lazy cache init." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to the filtering performance regression." + "reason": "MPS histogram on Int and missing chat template errors are unrelated." } ] }, @@ -13901,8 +13753,8 @@ "issue:30990", "issue:39692", "issue:41628", - "issue:42371", "issue:42994", + "issue:43065", "issue:43232", "issue:43441", "issue:43475", @@ -13911,42 +13763,48 @@ "issue:43643", "issue:43646", "issue:43673", - "issue:43723", - "issue:43784", - "issue:43873", + "issue:43701", "issue:43986", + "issue:43994", "issue:44038", "issue:44162", "issue:44188", + "issue:44297", + "issue:44361", "issue:44373", "issue:44623", + "issue:44749", "issue:44869", "issue:44871", "issue:44933", - "issue:44945", "issue:44964", - "issue:45092", + "issue:45103", "issue:45137", "issue:45230", "issue:45310", "issue:45356", "issue:45375", "issue:45397", - "issue:45406", "issue:45478", "issue:45656", + "issue:46123", "issue:46132", - "issue:46202", - "issue:46326", - "issue:46399", "issue:46463", "issue:46726", "issue:46752", "issue:46821", "issue:46851", + "issue:46858", "issue:46877" ], "soft_pairs": [ + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", "issue:43646|issue:44162", "issue:44623|issue:45656", "issue:44871|issue:46132", @@ -13956,222 +13814,238 @@ "issue:45375|issue:45478", "issue:43475|issue:46821", "issue:28282|issue:30990", - "issue:44188|issue:46851", "issue:44964|issue:45137", + "issue:44188|issue:46851", "issue:43232|issue:43673", "issue:39692|issue:46726", - "issue:45310|issue:45375", "issue:46463|issue:46877", + "issue:45310|issue:45375", "issue:41628|issue:44933", "issue:44869|issue:45356", "issue:43986|issue:46726", "issue:44373|issue:46851", "issue:45230|issue:45397", "issue:44038|issue:44623", - "issue:42994|issue:43525", - "issue:43723|issue:46326", - "issue:42371|issue:45092", - "issue:43873|issue:44945", - "issue:43784|issue:46399", - "issue:45406|issue:46202" + "issue:42994|issue:43525" ], - "prepared_review_unit_hash": "d6008f2aec2093183f403d81a1c6bb3b00088d3b88868ce3b89dc1610f06c8b2", + "prepared_review_unit_hash": "79ca52077188c6c093a75a386fdb77c960f054e28ca6fbff8bbf27f887ee2ea4", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35430, - "estimated_input_tokens": 8858, - "estimated_eval_tokens": 17972 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35587, + "estimated_input_tokens": 8897, + "estimated_eval_tokens": 18050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; the items span unrelated model-, tokenizer-, processor-, generation-, and training-related bugs. None of the soft pairs look like the same concrete underlying defect, so I would not merge any of them.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "Mostly unrelated issues, with one small Qwen3.5-MoE cluster around the same from_pretrained/config-field failure. The rest look like distinct bugs in different models, features, or error paths.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45375 is the most actionable/root-cause report: it names the missing deepstack_visual_indexes field that plausibly explains the paired Qwen3.5-MoE from_pretrained failures.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45375 best represents the duplicate cluster because it pinpoints the concrete config omission rather than only the downstream from_pretrained symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:45103", + "right": "issue:46858", "accept": false, - "reason": "Different problems: missing fields from trust_remote_code config loading vs an ESM2 regression/broken workflow." + "reason": "Different bugs: auto_docstring/future-annotations crash vs prefill cache slice arithmetic on non-CUDA backends." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Processor save/export files missing is unrelated to DeepSpeed optimizer step being called twice." + "reason": "Tokenizer AttributeError and a data-filtering slowdown are unrelated." }, { - "left": "issue:44871", + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM 3 pixel-decoder dummy conv vs mask pipeline final-partial-batch dropping results are different code paths." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs processor.save_pretrained missing files." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 wrong outputs vs AutoProcessor missing-vision-backend error are not the same concrete bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression from filtering data vs optimizer.step being called twice are different failures." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch vs filtering performance regression are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "trust_remote_code missing-fields issue vs ESM2 breakage are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained file emission vs deepspeed optimizer-step duplication are different bugs." + }, + { + "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id mismatch is a model config issue; AttentionInterface.register changes callback behavior in a different subsystem." + "reason": "Gemma eos_token_id config mismatch vs AttentionInterface.register behavior change." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "FlashAttention failure for Ministral-3 is unrelated to apply_chat_template crashing on an empty list." + "reason": "FlashAttention regression in Ministral-3 vs empty-list chat template crash." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Both mention missing attributes, but they affect different objects and code paths: Sam3 vision encoder output vs AutoConfig with trust_remote_code." + "reason": "Missing Sam3VisionEncoderOutput attribute vs AutoConfig trust_remote_code missing fields are different issues." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Saving a quantized model and loading Qwen2.5-GGUF are opposite operations with different failure modes." + "reason": "Quantized model saving failure vs GGUF loading failure are different code paths." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Same model family, but one is a missing config field dropped by strict loading and the other is a from_pretrained error; not the same concrete bug." + "accept": true, + "reason": "Both point to the same Qwen3.5-MoE config/from_pretrained failure; the missing field report likely explains the generic error." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Sam3 attribute error is unrelated to TimesFM window_size AttributeError." + "reason": "Different AttributeError sources on different models (Sam3 vs TimesFM)." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing PyTorch import dependency is unrelated to Sentence Transformers getting stuck while loading." + "reason": "Missing PyTorch import error vs sentence-transformers loading hang are not the same bug." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Torch.compile attention-kernel divergence is a different path from Qwen3.5 variable-length position_ids handling." + "reason": "Phi-4 multimodal loading failure vs DeepSpeed ZeRO3 deque pop error." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "Model load failure for Phi-4 multimodal is unrelated to a DeepSpeed ZeRO3 deque underflow." + "reason": "torch.compile attention-kernel divergence vs Qwen3.5 variable-length position_ids bug." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but one is sync_gpus/update_model_kwargs and the other is missing GenerationMixin cache in chunked prefill." + "reason": "Generation kwargs after sync_gpus vs missing GenerationMixin cache in chunked_prefill." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Documentation example errors are not the same as AutoProcessor backend-missing runtime handling." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "Both involve Qwen3.5-Moe, but one is a generic from_pretrained error and the other is a missing deepstack_visual_indexes field silently dropped by strict config handling." + "reason": "Documentation example errors vs runtime missing-vision-backend processor error." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Incorrect T5 decoder-input validation messaging is unrelated to auto_docstring printing lint diagnostics at import time." + "reason": "T5 decoder-input validation message vs auto_docstring stdout diagnostics." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5-MoE from_pretrained/config path; the specific missing field report matches the generic failure." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Different import failures: AutoImageProcessor export missing vs a non-existent image_utils import." + "reason": "AutoImageProcessor import error vs a separate missing import from image_utils." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash on a trailing replacement character is unrelated to Kimi-K2.5 tokenizer codec regression." + "reason": "Whisper timestamp decoding crash vs Kimi tokenizer codec regression." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both involve AutoProcessor and vision backends, but one is missing torchvision for video models while the other is unrecognized image processor handling." + "reason": "Both involve AutoProcessor and missing vision deps, but one is a video-model torchvision crash and the other is an image-processor backend error; not enough to call the same bug." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A wrong docstring is not the same bug as a position_ids runtime failure." + "reason": "Wrong docstring for position_ids vs a runtime variable-length input bug." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report has no identifiable overlap with gemma-4 ZeRO3 from_pretrained failure." + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained failure." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe model loading is unrelated to missing files from processor.save_pretrained." + "reason": "Qwen3-VL-Moe bug vs processor.save_pretrained missing files are unrelated." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." + "reason": "Quantized-model saving failure vs Llama4Config pad_token_id attribute error." }, { - "left": "issue:43723", - "right": "issue:46326", - "accept": false, - "reason": "AutoTokenizer loading in v5 and continue_final_message for mistral_common tokenizers are different tokenizer paths and failures." - }, - { - "left": "issue:42371", - "right": "issue:45092", - "accept": false, - "reason": "TF32 settings guidance is unrelated to remote-code checkpoint meta-initialization incompatibility." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization/offloading behavior is a different training/runtime issue than incorrect outputs under pipeline parallelism." - }, - { - "left": "issue:43784", - "right": "issue:46399", - "accept": false, - "reason": "Sentence-transformers import NameError is unrelated to Qwen3.5 kernel registration failure." - }, - { - "left": "issue:45406", - "right": "issue:46202", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer during serve is not the same as Gemma pipeline roundtrip failure on \u2581." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5-MoE from_pretrained error title and model family; clear duplicate." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the soft-edge calls are mostly conservative. The only plausible duplicate cluster is the Qwen3.5-MoE/from_pretrained group, and the rest are reasonably treated as distinct bugs based on their titles." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14195,60 +14069,64 @@ "issue:36010", "issue:41628", "issue:42175", + "issue:42371", "issue:42673", "issue:42831", "issue:42898", "issue:42994", "issue:43232", "issue:43278", - "issue:43479", "issue:43504", "issue:43704", "issue:43723", + "issue:43784", "issue:43824", + "issue:43873", "issue:43976", "issue:44038", "issue:44222", "issue:44351", "issue:44496", "issue:44568", - "issue:44623", "issue:44792", "issue:44857", - "issue:44869", "issue:44933", "issue:44945", "issue:45081", + "issue:45092", "issue:45103", "issue:45137", "issue:45310", "issue:45405", + "issue:45406", "issue:45561", "issue:45593", "issue:45600", "issue:45712", "issue:45753", - "issue:45812", - "issue:46077", - "issue:46123", "issue:46202", - "issue:46693", + "issue:46326", + "issue:46399", "issue:46701", - "issue:46829", "issue:46877" ], "soft_pairs": [ + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:43784|issue:46399", + "issue:45406|issue:46202", "issue:44857|issue:46877", "issue:44945|issue:45753", "issue:41628|issue:44351", - "issue:45081|issue:45103", "issue:45593|issue:46877", + "issue:45081|issue:45103", "issue:36010|issue:41628", "issue:46202|issue:46701", "issue:43278|issue:45137", "issue:44038|issue:45310", - "issue:42673|issue:43704", "issue:42994|issue:43824", + "issue:42673|issue:43704", "issue:44222|issue:45310", "issue:42831|issue:44222", "issue:43232|issue:44792", @@ -14261,238 +14139,219 @@ "issue:43976|issue:44933", "issue:30990|issue:35141", "issue:42898|issue:44568", - "issue:42175|issue:45712", - "issue:43479|issue:46829", - "issue:44623|issue:45310", - "issue:46077|issue:46123", - "issue:42673|issue:46693", - "issue:42898|issue:45812", - "issue:43479|issue:44869", - "issue:43723|issue:44568" + "issue:42175|issue:45712" ], - "prepared_review_unit_hash": "4c314dda9b0bae2d60aa2508399ff397a815c054dd2a7111a682fbc7a9685d27", + "prepared_review_unit_hash": "4adb20ad59a79c618b2bffa45aa012ac1ab5b65d77552c91fe40992e2d8261c3", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36868, - "estimated_input_tokens": 9217, - "estimated_eval_tokens": 18690 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35638, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated issue reports. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM-leak report (issue:42673 and issue:43704), which share the exact same title and underlying symptom. All other soft edges are broad-theme similarities at best, not the same concrete bug.", - "confidence": 0.97, - "canonical_issue_reason": "issue:42673 is the best canonical representative because it has the exact same title as issue:43704 and is the earlier, fuller report with more discussion.", + "summary": "Most pairs are broad-topic matches rather than true duplicates. The only clear duplicate is the Qwen3ForCausalLM VRAM leak report, which appears twice with the same title and underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier report of the same Qwen3ForCausalLM multi-dataloader-thread VRAM leak that is repeated in issue:43704.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest issue to keep as the representative target because it is the earliest full report of the same Qwen3ForCausalLM VRAM-leak bug.", + "best_issue_reason": "issue:42673 is the strongest representative issue: it is specific, duplicated later by an almost identical report, and clearly captures the underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizers, but one is an AutoTokenizer import/loading regression and the other is mistral_common continue_final_message behavior; different bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings and InternVL2 meta-initialization compatibility are unrelated failure modes." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output corruption are different code paths and symptoms." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to a Qwen3.5 kernel-registration crash." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both are Gemma-related, but one is a processor missing _tokenizer and the other is a tokenizer roundtrip failure on a specific token; not the same bug." + }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "Different bugs: AMP/CUDA loss crash vs auto_docstring import-time stdout logging." + "reason": "AMP/CUDA loss crash is unrelated to auto_docstring import-time logging." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Different failure modes: pipeline-parallel output corruption vs a specific multimodal infinite loop." + "reason": "Pipeline parallelism output errors and a Qwen3_5 image-specific infinite loop are different underlying problems." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different code paths." + "reason": "Missing AutoImageProcessor import and missing HybridCache import are separate API/export issues." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "Different subsystems: tokenizer regex patching vs auto_docstring annotation handling." + "reason": "D-FINE auxiliary-loss logic is unrelated to docstring lint output at import time." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Missing auxiliary losses is unrelated to docstring diagnostics printed at import." + "reason": "Tokenizer regex patch crash and auto_docstring future-annotations crash are unrelated subsystems." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Unrelated import problems: GenerationMixin vs AutoImageProcessor." + "reason": "Different missing-import regressions affecting different symbols and modules." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both mention Gemma, but the concrete failures are different: token roundtrip vs pipeline integration." + "reason": "Both touch Gemma pipelines, but one is a tokenizer roundtrip issue and the other is an image-text-to-text output/pipeline issue." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Different bugs: dtype drift in evaluation vs DeepSpeed ZeRO3 deque underflow." + "reason": "Embedding dtype drift during eval and DeepSpeed ZeRO3 deque pop error are unrelated." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Related model family, but different versions/models and no evidence of the same concrete failure path." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same title and same VRAM-leak symptom; clear duplicate reports of the same bug." + "reason": "Both mention Qwen Moe models, but one is Qwen3-VL-Moe and the other is Qwen3.5 Moe; different model families and likely different bugs." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized save failure vs missing exported class import are unrelated." + "reason": "Quantized model saving failure is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same concrete bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Different operations and likely different fixes: FP8 save_pretrained vs from_pretrained load error." + "reason": "FP8 save_pretrained failure and Qwen3.5 from_pretrained error are distinct model-loading/saving problems." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression and the other is a save/pretrained bug." + "reason": "Accuracy regression with FineGrainedFP8 and FP8 save_pretrained/moe failure are different symptoms." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "A generation-kwargs bug and a failed Janus test are not the same concrete issue." + "reason": "Generation kwargs handling after sync_gpus and a Janus image-generation test failure are not the same bug." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Pretrained preset loading vs xdist race in testing utilities are unrelated." + "reason": "Legacy-field pretrained model loading failure is unrelated to a pytest-xdist file race." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "A test-runner race on captured_info.txt is unrelated to stale auto_mappings references." + "reason": "Test-worker file race and auto_mappings stale config references are unrelated CI failures." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config loading error vs testing-utils file race; no shared code path." + "reason": "Unrecognized model/config loading and a captured_info.txt race are different issues." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Package/backend dependency issue vs missing image_utils import; unrelated." + "reason": "Missing TensorFlow backend package and nonexistent image_utils import are unrelated packaging/API problems." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "Release/version pinning issue vs docstring logging problem; unrelated." + "reason": "Dependency version bump issue is unrelated to docstring diagnostics printing." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting failure and DeepSpeed OOM are different training issues." + "reason": "MLflow reporting on failed jobs and DeepSpeed/Adafactor OOM are unrelated training issues." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version incompatibility vs missing import from image_utils; not the same bug." + "reason": "Python version compatibility and missing image_utils import are unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang and embedding reinitialization are unrelated failures." + "reason": "Loading stall in Sentence Transformers and embedding reinitialization after resize are different bugs." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and models." + "reason": "Tokenizer behavior change around clean_up_tokenization_spaces is not the same as BOS/EOS not being added for mdeberta-v3-base." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Different dependency/packaging problems: missing TensorFlow backend vs dummy classes leaking into namespace." - }, - { - "left": "issue:43479", - "right": "issue:46829", - "accept": false, - "reason": "Different model/config bugs with different outputs and symptoms." - }, - { - "left": "issue:44623", - "right": "issue:45310", - "accept": false, - "reason": "Processor save_pretrained missing files is a different path than Qwen3.5 MoE from_pretrained loading." - }, - { - "left": "issue:46077", - "right": "issue:46123", - "accept": false, - "reason": "Both touch generation, but one is attention-mask construction and the other is batch result dropping." - }, - { - "left": "issue:42673", - "right": "issue:46693", - "accept": false, - "reason": "Both involve GPU performance, but the concrete bugs differ: VRAM leak in threads vs FA2 long-context regression." - }, - { - "left": "issue:42898", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different APIs and models." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Different model-family issues: multimodal config defaults vs Whisper timestamp decoding crash." - }, - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "Both are v5 tokenizer issues, but one is tokenizer loading and the other is add_special_tokens behavior." + "reason": "Backend dependency packaging and leftover dummy classes are separate maintenance issues." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The main duplicate call is plausible, but the canonicalization rationale overstates the packet: issue:42673 and issue:43704 do have the same title and the earlier one is fuller/more discussed, but they do not show more inbound references (both are 0 in the packet). For a precision review, that unsupported detail is enough to reject." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair is an exact title match with the same concrete bug, and the rejected pairs are framed cautiously as distinct issues rather than overclaiming duplication." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14518,13 +14377,11 @@ "issue:36331", "issue:39692", "issue:42222", - "issue:42796", - "issue:42831", + "issue:42673", "issue:42898", "issue:43116", "issue:43295", "issue:43479", - "issue:43644", "issue:43723", "issue:43784", "issue:43824", @@ -14537,268 +14394,256 @@ "issue:44222", "issue:44295", "issue:44297", - "issue:44360", - "issue:44448", + "issue:44568", "issue:44623", "issue:44625", "issue:44734", "issue:44779", - "issue:44933", + "issue:44869", "issue:45092", "issue:45103", "issue:45125", "issue:45200", - "issue:45245", + "issue:45310", "issue:45356", "issue:45405", "issue:45656", "issue:45712", - "issue:46132", + "issue:45812", + "issue:46077", + "issue:46123", "issue:46231", - "issue:46762", + "issue:46693", + "issue:46829", "issue:46877", "issue:46909" ], "soft_pairs": [ + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:46077|issue:46123", + "issue:42673|issue:46693", + "issue:42898|issue:45812", + "issue:43479|issue:44869", + "issue:43723|issue:44568", "issue:44625|issue:46877", "issue:44016|issue:46231", "issue:39692|issue:46909", "issue:42898|issue:44779", "issue:43479|issue:44079", "issue:43784|issue:43824", - "issue:44734|issue:45103", + "issue:27957|issue:30333", "issue:42222|issue:45200", + "issue:44734|issue:45103", "issue:43874|issue:45092", - "issue:27957|issue:30333", "issue:42898|issue:43295", "issue:30333|issue:34689", "issue:42898|issue:45356", "issue:44295|issue:45656", "issue:30333|issue:36331", - "issue:45405|issue:45712", "issue:43116|issue:44190", + "issue:45405|issue:45712", "issue:22355|issue:28282", "issue:44222|issue:44297", "issue:44075|issue:46231", - "issue:44060|issue:45125", - "issue:44933|issue:45712", - "issue:44448|issue:46132", - "issue:42796|issue:43723", - "issue:42831|issue:44623", - "issue:44297|issue:45656", - "issue:43479|issue:43644", - "issue:44222|issue:44623", - "issue:45245|issue:46132", - "issue:44360|issue:46762" + "issue:44060|issue:45125" ], - "prepared_review_unit_hash": "9b647d0f6fd521e66f092127df6f59a61784610b50dc9e47078ad30602798331", + "prepared_review_unit_hash": "f117e3cb187736f37938c3ae59d5a61597a868ee9cd44f6b10a6078770c7358a", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36687, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "soft_pair_count": 28, + "serialized_chars": 36343, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues with superficial title similarity. I did not find any soft pair that clearly describes the same concrete bug/change, so all soft edges are rejected.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 44779 is the most representative user-facing regression in the set: a concrete tokenizer breakage in v5 with clear reproduction impact and multiple references. It is broader and more substantive than the mostly narrow doc/import/config issues around it.", + "summary": "The cluster is heterogeneous and does not contain any clear duplicate issue pairs; most soft matches are only superficially similar by subsystem or release version. The closest anchor is the tokenizer/v5 regression report, but it is still not a true umbrella for the rest.", + "confidence": 0.74, + "canonical_issue_reason": "issue:42898 is the broadest, most version-wide regression report in the set and is the closest anchor to several tokenizer-related issues, even though the overall cluster is too mixed to treat as one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44779 is the best overall issue candidate because it is a concrete, high-signal regression with broader applicability than the other items, which are mostly model-specific, documentation-only, or isolated API/import errors.", + "best_issue_reason": "issue:42898 is the best representative issue because it captures a general v5 tokenizer behavior regression rather than a single model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and code paths: config initialization for Phi4 multimodal vs an output-field mixup in VideoPrism classification." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different operations and symptoms: processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained load failure." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Both are Gemma4-related, but one is attention-mask construction and the other is a pipeline final-batch bookkeeping bug." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both concern performance, but one is a VRAM leak in threaded dataloader use and the other is a long-context FA2 generation slowdown/regression." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is incorrect Granite token IDs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Unrelated bugs in different components: Phi4 config defaults vs Whisper timestamp decoding crash." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenization, but one is AutoTokenizer loading in v5 and the other is add_special_tokens behavior for a specific tokenizer." + }, { "left": "issue:44625", "right": "issue:46877", "accept": false, - "reason": "Different problems: Qwen3.5 num_labels propagation vs auto_docstring logging diagnostics to stdout." + "reason": "Qwen3.5 num_labels propagation and auto_docstring import-time logging are unrelated changes." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "A notebook syntax error and a docs parameter-name mismatch are unrelated." + "reason": "A notebook syntax error and a documentation parameter-name mismatch are not the same bug." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken examples, but they affect different docs and different model flows; not the same bug." + "reason": "Both are broken docs examples, but they are for different models/examples with different failure modes." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizer regressions in v5, but one is a specific clean_up_tokenization_spaces behavior change and the other is Deepseek output corruption; too indirect to treat as the same bug." + "reason": "Both are tokenizer regressions, but one is a spaces-cleanup behavior change and the other is incorrect Deepseek tokenization output." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Different code paths: multimodal config initialization vs ModelOutput key assignment." + "reason": "Different areas entirely: multimodal config defaults vs ModelOutput key assignment logic." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different packages/models." + "reason": "Different import failures affecting different packages/models, not the same underlying defect." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "KV-cache indexing in serve is unrelated to the auto_docstring annotations crash." + "reason": "XLMRoberta Flash Attention and MLFlow reporting are unrelated subsystems." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different multimodal issues affecting different models and different inputs." + "reason": "VitPose breakage and Gemma 4 multimodal token-type defaults are separate model-specific issues." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Both touch multimodal model loading, but one is a missing image-processor method and the other is remote-code/meta-init incompatibility; not the same fix." + "reason": "Server KV-cache continuation crash and auto_docstring annotation handling are unrelated code paths." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Flash Attention model support and MLflow reporting on training failure are unrelated." + "reason": "Both are multimodal/model-loading issues, but one is a missing image-processor method and the other is remote-code/meta-init incompatibility." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Different regressions: tokenizer cleanup behavior vs processor/tokenizer image-passing compatibility." + "reason": "Related only at a high level: both are v5 regressions around tokenizer/processor behavior, but they affect different APIs and failure modes." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Failed MLflow reporting and Llama model loading regression are unrelated." + "reason": "MLFlow failure reporting and Llama 3.2 Vision model loading are unrelated." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they appear model/version specific and not the same code-path problem." + "reason": "Both are tokenizer regressions, but the specific defects differ: cleanup-space behavior vs codec handling/warning logic." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Reading a registered buffer and duplicate optimizer stepping under deepspeed are unrelated." + "reason": "A position_ids buffer read error and a double optimizer step under deepspeed are distinct runtime bugs." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow failure reporting and CustomTrainer signature mismatch are different bugs." + "reason": "Failed training-job reporting vs custom trainer loss-signature incompatibility are separate training issues." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "A dependency version bump issue and leftover dummy classes are unrelated." + "reason": "Two example-script failures, but one is empty multi-label classification output and the other is local dataset loading." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Both involve example scripts, but they fail in different scripts for different reasons." + "reason": "PEFT version pinning and leftover dummy classes are unrelated repository-maintenance issues." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Different missing-dependency import errors: transformers.onnx vs torch for AutoModel." + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch for AutoModel." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained for MoE and tokenizer_class metadata mismatch are unrelated." + "reason": "Different serialization bugs: FP8 MOE save_pretrained vs tokenizer_class mismatch in tokenizer config." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Unused SGD args is a runtime optimizer issue, not a documentation typo." + "reason": "Optimizer SGD args being ignored is unrelated to a documentation parameter-name mismatch." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both are Qwen-family issues, but one is a tied-weights warning and the other is a missing tensor-parallel plan." - }, - { - "left": "issue:44933", - "right": "issue:45712", - "accept": false, - "reason": "Importing a nonexistent image_utils symbol and dummy-class leakage are different maintenance issues." - }, - { - "left": "issue:44448", - "right": "issue:46132", - "accept": false, - "reason": "Pegasus v4/v5 output drift and AttentionInterface.register behavior change are not the same bug." - }, - { - "left": "issue:42796", - "right": "issue:43723", - "accept": false, - "reason": "A model tokenizer BPE-marker regression and AutoTokenizer loading failure are different tokenizer problems." - }, - { - "left": "issue:42831", - "right": "issue:44623", - "accept": false, - "reason": "FP8 accuracy degradation and processor.save_pretrained missing files are unrelated." - }, - { - "left": "issue:44297", - "right": "issue:45656", - "accept": false, - "reason": "Tokenizer save metadata and deepspeed optimizer-step duplication are unrelated." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Default config initialization and non-persistent buffer corruption are different subsystems." - }, - { - "left": "issue:44222", - "right": "issue:44623", - "accept": false, - "reason": "MoE FP8 save behavior and processor serialization missing files are unrelated." - }, - { - "left": "issue:45245", - "right": "issue:46132", - "accept": false, - "reason": "Category cardinality error and AttentionInterface.register behavior change are unrelated." - }, - { - "left": "issue:44360", - "right": "issue:46762", - "accept": false, - "reason": "A missing ReLU in one implementation and numerical differences in a different attention backend are not the same concrete bug." + "reason": "Both are Qwen3-related, but one is a tied-weights warning bug and the other is a missing tensor-parallel plan." } ] }, @@ -14822,65 +14667,75 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-503", "nodes": [ - "issue:22355", - "issue:27957", "issue:30990", "issue:38175", "issue:41628", "issue:42757", + "issue:42796", "issue:42831", "issue:42907", "issue:43122", "issue:43232", "issue:43475", + "issue:43479", + "issue:43644", "issue:43723", "issue:44190", "issue:44222", - "issue:44261", "issue:44263", - "issue:44279", "issue:44295", "issue:44297", "issue:44360", "issue:44373", - "issue:44483", + "issue:44448", "issue:44484", "issue:44485", "issue:44623", + "issue:44933", "issue:44977", "issue:45071", "issue:45092", + "issue:45245", "issue:45310", "issue:45357", - "issue:45381", - "issue:45406", + "issue:45656", + "issue:45712", "issue:45834", "issue:46050", "issue:46082", "issue:46132", "issue:46209", "issue:46305", - "issue:46328", "issue:46369", "issue:46424", "issue:46431", "issue:46614", "issue:46655", "issue:46710", + "issue:46762", "issue:46909", "issue:46932" ], "soft_pairs": [ + "issue:44933|issue:45712", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:44360|issue:46762", "issue:46132|issue:46710", - "issue:44373|issue:44485", "issue:41628|issue:42757", + "issue:44373|issue:44485", "issue:44297|issue:45310", "issue:43723|issue:44977", "issue:45071|issue:46082", "issue:46614|issue:46932", "issue:44222|issue:44484", - "issue:44190|issue:46082", "issue:43122|issue:46209", + "issue:44190|issue:46082", "issue:44263|issue:45092", "issue:43232|issue:46424", "issue:43232|issue:45834", @@ -14892,217 +14747,236 @@ "issue:44263|issue:44360", "issue:44263|issue:44373", "issue:42907|issue:46050", - "issue:45092|issue:45357", "issue:46369|issue:46909", - "issue:42831|issue:45310", - "issue:45381|issue:46305", - "issue:44279|issue:46328", - "issue:44483|issue:45406", - "issue:22355|issue:27957", - "issue:44261|issue:45092" + "issue:45092|issue:45357", + "issue:42831|issue:45310" ], - "prepared_review_unit_hash": "13a97349b6146ba78868b4f27d84fc6198fd5924c093363fefc317816686cd91", + "prepared_review_unit_hash": "237a59f90c0642203e3d18ebb8eef6a876686be4988017d6336b720744e34c3e", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35353, - "estimated_input_tokens": 8839, - "estimated_eval_tokens": 17934 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37165, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is largely heterogeneous; the soft pairs share only broad topical overlap, not the same concrete bug or change. I rejected all soft edges because none look mergeable as duplicates. I picked 45092 as the closest issue representative of the loose v5-compatibility subset, but there is no strong canonical for the full cluster.", + "summary": "This cluster is a loose similarity bucket of mostly unrelated Transformers issues. None of the suggested soft edges look like the same underlying bug or change, so there is no clear canonical duplicate anchor.", "confidence": 0.96, - "canonical_issue_reason": "No single strong canonical: the set is heterogeneous. If one must be chosen, 45092 is the closest representative because it is a concrete v5 regression with a clear compatibility failure.", + "canonical_issue_reason": "No canonical issue: the items span unrelated tokenizer, import, save/load, FP8, generation, and model-specific regressions.", "canonical_pr_reason": null, - "best_issue_reason": "45092 is the best representative for the same reason: it is specific, regression-oriented, and more likely to anchor related compatibility reports than the other items.", + "best_issue_reason": "No single best issue for deduping; the cluster is heterogeneous and the soft links are false positives.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46132", - "right": "issue:46710", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Different bugs: attention registration behavior vs an accuracy regression in a specific model." + "reason": "Both concern imports/visibility, but one is a missing image_utils import and the other is dummy class leakage; different bugs." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface.register behavior change are unrelated code paths." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer load failure are distinct tokenizer issues." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and processor.save_pretrained missing files are different failure modes." + }, + { + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Docstring wording issue vs RoPE implementation bug; not the same code-path failure." + "reason": "Tokenizer config save mismatch is unrelated to DeepSpeed double optimizer stepping." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config defaults and non-persistent buffer junk are separate initialization bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 moe save_pretrained and processor save_pretrained missing files do not describe the same defect." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category limit error and attention interface behavior change are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer missing ReLU and Minimax attention numerical differences are different bugs." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Registered attention function behavior change is not the same as a model accuracy regression after upgrade." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Separate import errors from different packages/modules and different root causes." + "reason": "AutoImageProcessor and is_offline_mode import errors are separate missing-symbol issues." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring and a GLM-5 RoPE implementation discussion are not the same issue." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch vs a Qwen3.5 from_pretrained load error; related area but distinct defect." + "reason": "Tokenizer class saved incorrectly and Qwen3.5 from_pretrained error are different bugs." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 vs flash-attention generation for Qwen3.5; unrelated failures." + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Both are config-related, but one is type-checking regression and the other is LlamaConfig head_dim validation." + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are different problems." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Phonemizer backend state bug vs Gemma4 quantized embedder dtype casting; different components." + "reason": "Stale phonemizer backend state and Gemma4 quantized embedders dtype casting are unrelated." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained/moe issue vs a max_shard_size default question; no shared bug." + "reason": "FP8 save/load bug and max_shard_size question are not the same change." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Dataset loading script failure vs model config validation; unrelated code paths." + "reason": "Tokenization regression across versions and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Tokenization drift across versions vs FP8 inference on B200; not the same underlying problem." + "reason": "Local dataset loading issue and LlamaConfig head_dim validation are different concerns." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "DSA indexer split behavior vs meta-initialization incompatibility for old checkpoints; distinct issues." + "reason": "GlmMoeDsaIndexer torch.split behavior and InternVL2 meta-init incompatibility are unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update bug vs cache max length semantics; same broad area, different failure." + "reason": "Generation kwargs update after sync_gpus and cache max length handling are different code paths." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation-state update bug vs a long-OCR index error in Kosmos2.5; unrelated." + "reason": "Generation kwargs bug and Kosmos2.5 long-OCR index error are unrelated." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 video encoder output attribute issue vs MoonshineStreaming mask off-by-one; different models and logic." + "reason": "SAM3 missing attribute and Moonshine streaming off-by-one are different model bugs." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Loading hang vs zero-probability inference bug; not the same defect." + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 B200 inference failure vs missing chat template error; unrelated." + "reason": "FP8 B200 inference failure and missing chat template error are distinct issues." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both are video-related indexing/padding bugs, but in different processors and different computations." + "reason": "Streaming mask off-by-one and video padding calculation error are not the same bug." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Buffer access error vs processor.save_pretrained missing files; different save/load paths." + "reason": "Position_ids buffer access error and processor save_pretrained missing files are unrelated." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same component family, but one is a torch.split issue and the other is a missing ReLU; not the same bug." + "reason": "Both mention DSA indexers, but one is about torch.split outputs and the other about a missing ReLU; not the same defect." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexer return-value bug vs a wrong docstring; no shared failure mode." + "reason": "DSA indexer torch.split behavior and wrong position_ids docstring are unrelated." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Different quantization/save issues affecting different flows and serialization behaviors." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Both touch multimodal checkpoint compatibility, but one is meta-init loading and the other is incorrect saved visual encoder keys." + "reason": "Dequantized Ministrals/Devstrals save failure and sinq quantized model save/load failure are different bugs." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "Model memory overflow vs documentation example bug; unrelated." - }, - { - "left": "issue:42831", - "right": "issue:45310", - "accept": false, - "reason": "FP8 accuracy regression vs from_pretrained load error; distinct issues despite both being model-related." - }, - { - "left": "issue:45381", - "right": "issue:46305", - "accept": false, - "reason": "Both mention off-by-one style behavior, but they are different models, tensors, and code paths." - }, - { - "left": "issue:44279", - "right": "issue:46328", - "accept": false, - "reason": "Dependency problem vs pad-performance inefficiency; not the same bug." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "Chat-completions request handling bug vs Gemma4Processor attribute crash; different API failures." + "reason": "SAM3-litetext memory overflow and a broken documentation example for DIA are not duplicates." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "ONNX import error vs Flash Attention 2 support question; unrelated." + "reason": "Old InternVL2 meta-init incompatibility and Qwen3.5 visual encoder key regression are different model-specific issues." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "RMS norm epsilon precision bug vs old checkpoint meta-init incompatibility; different model behavior." + "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 MoE from_pretrained error are unrelated." } ] }, @@ -15145,46 +15019,51 @@ "issue:43232", "issue:43408", "issue:43540", - "issue:43576", "issue:43644", "issue:43646", - "issue:43756", - "issue:43784", "issue:43824", "issue:43976", "issue:44038", - "issue:44060", "issue:44188", + "issue:44261", "issue:44263", - "issue:44295", - "issue:44297", + "issue:44279", "issue:44373", + "issue:44483", "issue:44488", "issue:44568", "issue:44829", "issue:44945", "issue:44964", + "issue:45092", "issue:45278", "issue:45381", + "issue:45406", "issue:45593", "issue:45753", "issue:46002", "issue:46305", + "issue:46328", "issue:46369", "issue:46402", "issue:46909" ], "soft_pairs": [ - "issue:44829|issue:46002", + "issue:45381|issue:46305", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:22355|issue:27957", + "issue:44261|issue:45092", "issue:43644|issue:46305", + "issue:44829|issue:46002", "issue:42831|issue:44038", "issue:41628|issue:43824", "issue:43408|issue:46402", "issue:22355|issue:28218", "issue:42831|issue:45753", "issue:39401|issue:44568", - "issue:42886|issue:42994", "issue:42886|issue:43066", + "issue:42886|issue:42994", "issue:27957|issue:30990", "issue:44188|issue:44373", "issue:42757|issue:45278", @@ -15192,221 +15071,223 @@ "issue:43232|issue:45593", "issue:42796|issue:43122", "issue:45381|issue:46909", - "issue:43646|issue:46002", "issue:43540|issue:46909", + "issue:43646|issue:46002", "issue:30990|issue:33357", "issue:42907|issue:44945", "issue:42907|issue:44964", "issue:43976|issue:44945", "issue:39401|issue:44488", - "issue:42371|issue:44263", - "issue:44295|issue:44297", - "issue:43756|issue:44060", - "issue:43576|issue:43784", - "issue:41628|issue:45278" + "issue:42371|issue:44263" ], - "prepared_review_unit_hash": "ecacb1bece2382ab78f15ec9a4f13bb73fc2f04fc79af40c0560682b12ea2f3a", + "prepared_review_unit_hash": "4d95eecf6c6a2b30a1c91655e9ed867b3164f9885789972340a8695c2746aaac", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35259, - "estimated_input_tokens": 8815, - "estimated_eval_tokens": 17886 + "soft_pair_count": 30, + "serialized_chars": 35550, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly broad-topic similarities rather than true duplicates; I would reject all of them. If one issue must serve as the cluster representative, the broad version-upgrade import regression is the best umbrella candidate.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45278 is the most umbrella-like report in this set: it describes many import errors after a transformers upgrade, making it the best representative for a heterogeneous import-regression cluster.", + "summary": "This cluster is mostly a grab bag of unrelated bug reports; several pairs are superficially similar around tokenization, imports, or loading, but they do not describe the same concrete bug or fix path.", + "confidence": 0.34, + "canonical_issue_reason": "issue:42886 is the clearest standalone bug report here: it has a specific version/context and a reproducible offline cache loading failure, making it the strongest representative issue in an otherwise heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest global issue candidate because it is broad, clearly user-facing, and closer to a cluster-level regression than the more model-specific or one-off bug reports.", + "best_issue_reason": "issue:42886 is the best issue candidate because it is concrete, user-facing, and narrowly scoped enough to triage reliably, even though the surrounding cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different products and code paths: Qwen2.5-VL video position IDs vs MoonshineStreaming mask indexing." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "One is a vague dependency complaint; the other is a performance bug in padding. Not the same failure." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor attribute crash are unrelated behaviors." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "ONNX import failure vs Flash Attention 2 support for XLMRoberta; different bugs." + }, + { + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Both are training/initialization bugs, but they describe different failure modes: Flash Attention 3 degenerate training vs NaNs after checkout+init." + "reason": "Both are model-related, but they affect different architectures and different initialization paths." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "One is a v5 non-persistent-buffer corruption issue; the other is a MoonshineStreaming sliding-window off-by-one. Different code paths and symptoms." + "reason": "Non-persistent buffer initialization bug vs streaming window off-by-one; unrelated code paths." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Training degradation with FA3 and NaNs after checkout/init are not the same underlying defect." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy problems and a Qwen3-VL-Moe bug are unrelated beyond both involving model quality/regression concerns." + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are different model/features with no concrete shared fix." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different root causes; not the same concrete bug." + "reason": "Both are import errors, but for different exported symbols and different model families." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Different model families and different problems: a wrong model-type warning vs missing Sam3 text encoder weights." + "reason": "Model-type mismatch warning and missing text encoder weights are distinct SAM3 issues." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "A missing module import and a tokenizer extra-space bug are unrelated." + "reason": "ONNX module import failure is unrelated to tokenizer-added-space behavior." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Accuracy regression in FP8 is not the same as an infinite loop on a specific image." + "reason": "FP8 accuracy regression and an infinite-loop image bug are different failure modes." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenization behavior, but one is offset mapping for Qwen3 and the other is BOS/EOS insertion for mDeBERTa; different bugs." + "reason": "Both are tokenizer regressions, but one is offset mapping and the other is special-token insertion; not the same bug." }, { "left": "issue:42886", - "right": "issue:42994", + "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure and quantized model saving failure are different lifecycle stages and code paths." + "reason": "Offline cache load failure is different from wrong tokenizer decoder type in v5." }, { "left": "issue:42886", - "right": "issue:43066", + "right": "issue:42994", "accept": false, - "reason": "Offline cache loading and wrong tokenizer decoder type are unrelated issues." + "reason": "Tokenizer cache loading and quantized model saving are unrelated." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and a Sentence Transformers loading hang are different problems." + "reason": "Flash Attention support for XLMRoberta and Sentence Transformers loading hang are not the same issue." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "A torch.compile attention-kernel divergence bug is unrelated to a docstring issue." + "reason": "Attention-kernel divergence and a docstring issue have nothing to do with each other." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both mention import breakage, but one is a specific huggingface_hub symbol and the other is a broad transformers upgrade regression; not enough to call them the same bug." + "reason": "Specific missing hub symbol vs broad import breakage after upgrade; too different to merge." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Model-type warning and memory overflow are different failure modes." + "reason": "SAM3 model-type warning and SAM3-litetext memory overflow are separate problems." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Generation kwargs handling and D-FINE denoising losses are unrelated subsystems." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Tokenizer BPE-marker handling for one model and a general tokenization difference across versions are not clearly the same bug." + "reason": "Both mention tokenization regressions, but one is BPE marker handling and the other is version-to-version tokenization drift." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "A Qwen2.5-VL video-position-id bug and a broken documentation example for DIA are unrelated." + "reason": "Video vision-position IDs and a broken documentation example are not the same bug." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:43540", + "right": "issue:46909", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads both touch init, but they are not the same concrete failure." + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to a docs example issue." }, { - "left": "issue:43540", - "right": "issue:46909", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to a DIA docs example." + "reason": "Custom model initialization breakage and NaNs in classification heads are different defects." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang for Sentence Transformers and a MacOS bus error with a CLIP model are distinct issues." + "reason": "Loading hang in Sentence Transformers and a Mac bus error on a CLIP model are unrelated." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving failure and incorrect pipeline-parallel outputs are different bugs." + "reason": "Quantized model saving failure and incorrect output under pipeline parallelism are different code paths." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Quantized model saving failure and inability to load Phi-4 multimodal are unrelated." + "reason": "Saving dequantized models and loading Phi-4 multimodal are unrelated." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility regression and pipeline parallelism output corruption are different problems." + "reason": "Python version compatibility issue and pipeline-parallel output corruption are different classes of bugs." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Tokenizer offset mapping for Qwen3 and failure to load a specific model are not the same underlying bug." + "reason": "Tokenizer offset mapping regression and inability to load a specific model are not the same underlying issue." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 configuration guidance and torch.split return-value handling are unrelated." - }, - { - "left": "issue:44295", - "right": "issue:44297", - "accept": false, - "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch on save are different tokenizer/model serialization bugs." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "RoPE layer dropping in Smollm3 and a tied-weights warning in Qwen3-Next are different model-definition issues." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "A broken CLI command and a NameError during import are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "Both concern imports after upgrades, but the specific missing symbol and the broad multi-import regression are too different to merge." + "reason": "TF32 configuration guidance and a torch.split return-value issue are unrelated." } ] }, @@ -15435,9 +15316,9 @@ "issue:29159", "issue:36296", "issue:39401", + "issue:41628", "issue:42175", "issue:42757", - "issue:42898", "issue:42907", "issue:43116", "issue:43122", @@ -15446,12 +15327,14 @@ "issue:43452", "issue:43475", "issue:43493", + "issue:43576", + "issue:43756", "issue:43784", "issue:43824", "issue:43937", "issue:44038", + "issue:44060", "issue:44117", - "issue:44188", "issue:44222", "issue:44295", "issue:44297", @@ -15467,27 +15350,29 @@ "issue:44945", "issue:45200", "issue:45216", + "issue:45278", "issue:45290", "issue:45478", "issue:45600", "issue:45753", "issue:46172", - "issue:46231", "issue:46326", - "issue:46328", "issue:46614", - "issue:46762", - "issue:46877" + "issue:46762" ], "soft_pairs": [ + "issue:43756|issue:44060", + "issue:44295|issue:44297", + "issue:43576|issue:43784", + "issue:41628|issue:45278", "issue:46172|issue:46762", "issue:42907|issue:43937", "issue:43784|issue:45600", - "issue:39401|issue:44521", "issue:44117|issue:44704", + "issue:39401|issue:44521", "issue:44625|issue:44829", - "issue:43408|issue:43475", "issue:44704|issue:45290", + "issue:43408|issue:43475", "issue:43122|issue:44521", "issue:44360|issue:44485", "issue:43122|issue:46326", @@ -15506,219 +15391,222 @@ "issue:42757|issue:44351", "issue:22355|issue:29127", "issue:42175|issue:44938", - "issue:43493|issue:45753", - "issue:44188|issue:46328", - "issue:46231|issue:46877", - "issue:42898|issue:46614" + "issue:43493|issue:45753" ], - "prepared_review_unit_hash": "82ef5647af3de684fed8e06aad34ac96dbb2d5b70f5a66484f8eedb5350b5f28", + "prepared_review_unit_hash": "471b9103dd9ca30da771b01fd312c89e660f0e58a466945de39b4fd2be291522", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36475, - "estimated_input_tokens": 9119, - "estimated_eval_tokens": 18494 + "soft_pair_count": 31, + "serialized_chars": 36710, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share only broad subsystem terms (tokenizers, save/load, multimodal, import errors) but not the same concrete bug. I found no duplicate-worthy pair and no PRs.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: most pairs are only superficially similar by subsystem or wording, not the same underlying bug. I would reject all soft edges; the closest umbrella issue is the broad import-regression report, but it is not a true duplicate root for the rest.", + "confidence": 0.86, + "canonical_issue_reason": "If forced to pick one umbrella, issue:45278 is the broadest import-regression report, but the set is too mixed to have a clean canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone issue to anchor on operationally: it is open, has multiple inbound references, and describes a concrete user-facing regression in multimodal chat templating. It is not, however, a duplicate target for the other items here.", + "best_issue_reason": "issue:45278 is the most general report in the set and could absorb some import-related follow-ups, but it still does not match the rest of the bugs closely enough to serve as a real duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different models and different failure modes: RoPE layer selection vs a tied-weights warning." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is a position_ids buffer/read error, the other is a tokenizer_class metadata mismatch on save." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env subcommand is unrelated to a NameError while importing sentence-transformers." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing AutoImageProcessor symbol and the other is a broad post-upgrade import regression." + }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Different model families and different symptoms: deepseek-v4 tensor conversion bug vs Minimax MSA numerical drift." + "reason": "Different model internals and different problem types: dtype/transpose code vs numerical mismatch in attention." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Unrelated failures: save_pretrained for dequantized models vs invalid GenerationConfig for GLM-5." + "reason": "Saving dequantized Ministral/Devstral models is unrelated to GLM-5 GenerationConfig validation." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Importing sentence-transformers breaks due to missing nn, while the other is a CI break from removed Sam3LiteText config refs." + "reason": "A missing nn import in sentence-transformers is not the same bug as stale auto-mapping references to removed Sam3LiteText configs." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Different code paths: tokenizer offset mapping for Qwen3 vs assistant_masks generation in multimodal chat templates." + "reason": "TOKENIZER_MAPPING_NAMES None handling is a different code path from AutoProcessor not forwarding kwargs to cached_file." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling is a tokenizer registry bug; AutoProcessor kwargs forwarding is a cached_file plumbing issue." + "reason": "Wrong offset_mapping for a tokenizer is unrelated to zeroed assistant_masks in multimodal chat templating." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated bugs." + "reason": "Missing num_labels propagation in Qwen3.5 is not the same as flash_attention_3 causing degenerate training." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both are SAM 3 related, but one is a model-type warning and the other is a missing output attribute; different failures." + "reason": "cached_file kwargs forwarding and assistant-message tool-call crashes are different failures in different paths." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "AutoProcessor kwargs forwarding and apply_chat_template tool-call crash affect different paths and would not merge into one fix." + "reason": "Both are SAM3 Video-related, but one is a model-type warning and the other is a missing attribute crash." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer-version regression is not the same bug as multimodal assistant_mask generation." + "reason": "Tokenizer regression across versions is unrelated to multimodal assistant_mask generation." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer activation discussion and GLM-5 RoPE implementation are unrelated." + "reason": "A DSA indexer discussion is not the same as GLM-5 RoPE implementation behavior." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizer behavior, but they describe different regressions in different APIs and code paths." + "reason": "Both involve tokenizers, but one is a slow/fast tokenizer inconsistency and the other is a mistral_common continue_final_message bug." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Save/pretrained failure for dequantized models is unrelated to gguf_file load issues in AutoTokenizer/AutoModel." + "reason": "Model save failure for dequantized Ministral/Devstral is unrelated to gguf_file loading breakage." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer_class metadata mismatch are different problems." + "reason": "Qwen3-VL-Moe runtime bug and tokenizer save metadata mismatch are different classes of issue." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module import and slow/fast tokenizer inconsistency are unrelated." + "reason": "Missing transformers.onnx is an import/package issue, not a tokenizer parity bug." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5, but one is a bad saved checkpoint while the other is a from_pretrained import error in newer transformers." + "reason": "Both mention Qwen3.5 and version 5.4.0, but one is save_pretrained checkpoint corruption and the other is a from_pretrained error; too different to merge confidently." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug is unrelated to the position_ids buffer access error." + "reason": "Qwen3-VL-Moe bug is unrelated to reading a position_ids buffer after registration." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and stale phonemizer language state are different tokenizer subsystems with different root causes." + "reason": "Offset mapping for Qwen3 tokenization is unrelated to stale phonemizer language state in Wav2Vec2PhonemeCTCTokenizer." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe issue is not the same as FP8 save_pretrained for MoE models." + "reason": "Different Qwen3.5/VL-Moe regression versus FP8 save_pretrained behavior." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing exports: Qwen2_5_VLForConditionalGeneration vs HybridCache." + "reason": "Two separate missing exports from transformers: Qwen2.5-VL class vs HybridCache." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example script multi-label inference returning empty results is not the same bug as mm_token_type_ids defaults for Gemma 4 fine-tuning." + "reason": "A multi-label classification example bug is unrelated to Gemma 4 mm_token_type_ids handling." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "General tokenizer regression and Deepseek-specific incorrect tokenization are not clearly the same underlying defect." + "reason": "General tokenizer-version inconsistency is not the same as Deepseek-specific wrong output in v5." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to incorrect pipeline-parallel LLM outputs." + "reason": "Embedding dtype drift between train/eval is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and example-script classification emptiness are different failure modes." + "reason": "Tensor parallel training and a classification example returning empty results are different bugs." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they refer to different symbols from different packages and different breakages." + "reason": "Both are import errors, but from different missing symbols in different dependencies; not the same root cause." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Transformers.onnx import failure and LayoutLMv3 error messaging are unrelated." + "reason": "Module import failure for transformers.onnx is unrelated to LayoutLMv3 error messaging clarity." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Package extras missing tensorflow_backend and Python 3.14 import/load failure are unrelated environment issues." + "reason": "TensorFlow backend packaging and Python 3.14 load failures are different release-compatibility issues." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 numerical discrepancy and Qwen3_5 image-triggered infinite loop are different model-specific bugs." - }, - { - "left": "issue:44188", - "right": "issue:46328", - "accept": false, - "reason": "torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad performance regression are unrelated." - }, - { - "left": "issue:46231", - "right": "issue:46877", - "accept": false, - "reason": "Documentation mismatch in set_training and auto_docstring stdout diagnostics are separate doc-tooling issues." - }, - { - "left": "issue:42898", - "right": "issue:46614", - "accept": false, - "reason": "Tokenizer cleanup behavior change and stale phonemizer language state do not share a concrete bug path." + "reason": "SigLIP2 numerical discrepancy and Qwen3_5 infinite-loop behavior are unrelated model-specific bugs." } ] }, @@ -15744,24 +15632,22 @@ "nodes": [ "issue:28348", "issue:38617", - "issue:42222", "issue:42371", "issue:42673", - "issue:42796", + "issue:42898", "issue:43066", "issue:43116", - "issue:43441", "issue:43493", "issue:43611", "issue:43618", "issue:43825", - "issue:43827", "issue:43874", "issue:43937", "issue:43976", "issue:43992", "issue:44038", "issue:44075", + "issue:44188", "issue:44263", "issue:44355", "issue:44485", @@ -15780,6 +15666,7 @@ "issue:45478", "issue:46002", "issue:46231", + "issue:46328", "issue:46614", "issue:46640", "issue:46697", @@ -15788,10 +15675,14 @@ "issue:46752", "issue:46762", "issue:46829", + "issue:46877", "issue:46909", "issue:46981" ], "soft_pairs": [ + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:42898|issue:46614", "issue:38617|issue:45278", "issue:43937|issue:44485", "issue:43066|issue:44779", @@ -15816,51 +15707,66 @@ "issue:44995|issue:46697", "issue:44263|issue:46762", "issue:28348|issue:46640", - "issue:45092|issue:46762", - "issue:42673|issue:42796", - "issue:43827|issue:45446", - "issue:42222|issue:43441" + "issue:45092|issue:46762" ], - "prepared_review_unit_hash": "2d937999e793d0b13da86904f910d16f7dce735aadd704c33bd008d49077a2cd", + "prepared_review_unit_hash": "87aad18ee3a1b0f3e17e7398e6bd7907b623ad7575087305b9838ce8db230685", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35794, - "estimated_input_tokens": 8949, - "estimated_eval_tokens": 18154 + "serialized_chars": 35831, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items mostly look like separate regression reports across different models, tokenizer paths, and runtime behaviors. None of the soft pairs appear to be the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-style report in the set (\u201cmany import errors after update\u201d), so it is the best single issue to anchor the cluster even though most other items are not duplicates of it.", + "summary": "No convincing duplicates here: the pairs mostly share broad Transformers/v5 or model-family vocabulary, but each points to a different concrete bug or regression. No PRs are present in the cluster.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45278 is the broadest, most representative v5-regression report in the set; it captures the general import-breakage theme better than the narrower model- or API-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the clearest cluster representative: general regression wording, broad scope, and strongest fit as an umbrella issue among otherwise unrelated reports.", + "best_issue_reason": "issue:45278 is the best umbrella issue for this cluster because it reflects a high-level, high-impact Transformers 5 breakage and is the closest thing to a cluster representative, even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad list conversion overhead." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "A docs parameter-name mismatch is unrelated to auto_docstring printing lint diagnostics at import time." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior in v5 and stale phonemizer backend state are different subsystems and bugs." + }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade complaint; not the same concrete bug." + "reason": "A specific missing import is not the same underlying issue as broad post-upgrade import errors." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Different GLM-5 failures: invalid generation config vs RoPE implementation concerns." + "reason": "GenerationConfig validation failure and GLM-5 RoPE behavior are unrelated defects." }, { "left": "issue:43066", @@ -15872,151 +15778,133 @@ "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Loading via base_model_prefix and NaNs in classification heads are unrelated bugs." + "reason": "base_model_prefix loading failure is unrelated to NaNs in classification heads on init/checkout." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multithreaded dataloading is unrelated to bfloat16 dtype mismatch in inference." + "reason": "VRAM leakage in multithreaded Qwen3ForCausalLM and dtype mismatches in bf16 inference are different bugs." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Different environment/version-check issues in separate code paths." + "reason": "Python version incompatibility and an incorrect PyTorch version check in flex_attention are not the same issue." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen MoE, but they describe different failures and model variants." + "reason": "Both involve Qwen3 MoE models, but they describe different failures in different versions/code paths." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label behavior and SigLIP2 implementation discrepancy are not the same bug." + "reason": "Empty multi-label classification output in an example script is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "save_pretrained key mismatch and from_pretrained loading error are different problems." + "reason": "Incorrect saved visual encoder keys and a from_pretrained error are distinct Qwen3.5 regressions." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled-file execution errors and a docs parameter-name mismatch are unrelated." + "reason": "Running compiled Python files and a documentation parameter typo are unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation is a config wiring bug, not the same as NaNs in heads." + "reason": "num_labels propagation in Qwen3.5 is not the same bug as NaNs in classification heads." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and GLM46V image-patch helper absence are unrelated." + "reason": "TF32 API guidance and a missing image-patch helper method are unrelated." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor image-size mismatch and a broken documentation example are different issues." + "reason": "Processor output-size mismatch for OmDet-Turbo is unrelated to a broken DIA documentation example." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extraction length helper behavior and a PyTorch import version check are unrelated." + "reason": "qwen3_omni_moe feature-length computation and a flex_attention import version check are unrelated." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Missing vision backend handling and HTTP 429 retry behavior in AutoProcessor are different failure modes." + "reason": "Missing-vision-backend handling and repeated 429 retries in AutoProcessor are different from_pretrained behaviors." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and trainer evaluate/train interaction are separate bugs." + "reason": "Unused SGD arguments and trainer.evaluate failing after train are different training pipeline bugs." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both affect model outputs, but they involve different output fields and different models." + "reason": "Wrong CLIP attentions assignment and VideoPrism hidden_states wiring are similar output-shape issues but not the same code path." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script classification behavior and pipeline error messaging are not the same code-path problem." + "reason": "Example-script classification output failure is unrelated to a pipeline error-message regression." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type bug and DeepSeek accuracy regression are too different to merge." + "reason": "A tokenizer decoder-type regression and a DeepSeek accuracy regression are not the same bug." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "A missing weight in UMT5 loading is unrelated to AutoProcessor kwargs forwarding." + "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to AutoProcessor forwarding kwargs to cached_file." }, { "left": "issue:46614", "right": "issue:46752", "accept": false, - "reason": "Tokenizer phonemizer backend state and empty-chat-template handling are unrelated." + "reason": "Stale phonemizer language state and empty apply_chat_template input handling are unrelated." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "GLM-MoE stale cache crash and Swin2SR over-padding are unrelated model/component bugs." - }, - { - "left": "issue:44263", - "right": "issue:46762", - "accept": false, - "reason": "GlmMoeDsa torch.split handling and Minimax attention numerical differences are different problems." - }, - { - "left": "issue:28348", - "right": "issue:46640", - "accept": false, - "reason": "A flash-attention feature request for GPT-2 is not the same as a flash-attention bug report." - }, - { - "left": "issue:45092", - "right": "issue:46762", - "accept": false, - "reason": "Meta-init incompatibility for InternVL2 and Minimax attention numerics are unrelated." + "reason": "GlmMoeDsa stale indexer cache on second forward and Swin2SR over-padding are different model bugs." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and Ministral tokenizer marker handling are unrelated." + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Minimax MSA attention numerical drift." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "Docs still mentioning pipeline() and a flex_attention import version check are unrelated." + "reason": "Flash Attention 2 support request for GPT2LMHeadModel is not the same concrete issue as a generic Flash Attention 2 bug." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "Vitpose breakage and Ministral FlashAttention failure are different model-specific regressions." + "reason": "InternVL2 meta-init incompatibility and Minimax attention numerical differences are unrelated regressions." } ] }, @@ -16047,13 +15935,16 @@ "issue:42222", "issue:42617", "issue:42673", + "issue:42796", "issue:43064", "issue:43122", "issue:43408", + "issue:43441", "issue:43450", "issue:43673", "issue:43742", "issue:43824", + "issue:43827", "issue:43937", "issue:43986", "issue:44117", @@ -16061,10 +15952,8 @@ "issue:44380", "issue:44410", "issue:44466", - "issue:44484", "issue:44779", "issue:44829", - "issue:44877", "issue:44977", "issue:45071", "issue:45081", @@ -16081,7 +15970,6 @@ "issue:46002", "issue:46077", "issue:46178", - "issue:46231", "issue:46298", "issue:46328", "issue:46512", @@ -16090,6 +15978,9 @@ "issue:46981" ], "soft_pairs": [ + "issue:42673|issue:42796", + "issue:42222|issue:43441", + "issue:43827|issue:45446", "issue:33453|issue:39401", "issue:43064|issue:43673", "issue:43937|issue:45563", @@ -16102,8 +15993,8 @@ "issue:44117|issue:45588", "issue:44380|issue:46077", "issue:44466|issue:46002", - "issue:43937|issue:44977", "issue:39401|issue:44779", + "issue:43937|issue:44977", "issue:44410|issue:45310", "issue:45071|issue:46512", "issue:43450|issue:43986", @@ -16117,218 +16008,222 @@ "issue:43122|issue:46298", "issue:38617|issue:41628", "issue:45362|issue:46328", - "issue:42222|issue:46178", - "issue:44877|issue:46231", - "issue:44484|issue:45310" + "issue:42222|issue:46178" ], - "prepared_review_unit_hash": "599915ded169037d6984fb02b2166d65841521f36c280c3924cbdebc6729a9b9", + "prepared_review_unit_hash": "fca065a3b83a858e6a532984ecb052916639e2c8288418ca8fd8d5bbff5d33b5", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36669, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "soft_pair_count": 31, + "serialized_chars": 36966, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, config/import, processor, training, and logging issues. The soft edges are superficial title similarity only; none appear to be the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster because the items span multiple unrelated failure modes and code paths.", + "summary": "This is a heterogeneous cluster of Transformers issues that only share broad surface themes like tokenization, v5 regressions, imports, or model-specific failures. None of the soft pairs look like the same underlying bug/change, so there are no duplicate-worthy merges here.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43122 is the broadest and most generic regression report in the set (tokenization changed from 4.57.3 to 5.0), so it is the best loose representative for the tokenizer-regression subset.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative; if forced, 43122 is the broadest tokenizer-regression report, but it still does not unify the cluster.", + "best_issue_reason": "43122 is the most umbrella-like issue title for triage, but the cluster is too diverse for a strong canonical beyond that.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multi-dataloader use vs tokenizer BPE-marker handling; different model path and failure mode." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage vs Ministral FlashAttention failure; unrelated models and code paths." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still mentioning pipeline() vs a flex_attention version-check/import bug; not the same bug." + }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both mention tokenizer problems, but one is generic loading regression and the other is a Qwen3 offset_mapping bug; different code paths and symptoms." + "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping error; both tokenizer-related but not the same issue." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "One is FSDP/PEFT optimizer-state corruption, the other is a generation cache issue in chunked prefill; not the same bug." + "reason": "Training optimizer-state mismatch vs generation cache missing during chunked_prefill; different subsystem and symptom." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GLM generation config validation and a stale paged-generate warning are unrelated." + "reason": "Invalid GenerationConfig vs stale warning in paged generate(); distinct generation bugs." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "Both involve loading/auto APIs, but one is an import error for a specific model class and the other is repeated HTTP 429 retries in AutoProcessor." + "reason": "Missing export import error vs repeated 429 retry behavior; different failure class entirely." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Both touch generation/padding-ish utilities, but one is cache handling and the other is a performance issue in SequenceFeatureExtractor.pad." + "reason": "Cache-missing generation regression vs SequenceFeatureExtractor.pad performance issue; unrelated code paths." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM across dataloader threads is unrelated to a video processor padding bug." + "reason": "VRAM leak in threaded loading vs incorrect video padding calculation; different bug and model family." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "Vitpose model breakage and apply_chat_template empty-list IndexError are different subsystems and failure modes." + "reason": "VitPose model loading breakage vs empty-list chat template IndexError; unrelated bugs." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights argument mismatch and PreTrainedConfig type checking regression are separate v5 API issues." + "reason": "Unexpected _is_hf_initialized arg vs PretrainedConfig type-checking breakage; both v5 regressions but not same code-path problem." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "One is a PEFT version pin problem; the other is an incorrect PyTorch version check for flex_attention." + "reason": "Released-version bump issue vs flex_attention PyTorch version check; no shared underlying bug." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and flash_attention crash on s_aux=None are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES None-handling vs flash_attention s_aux=None crash; both null-related but different components." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional-mask construction affect different models and logic." + "reason": "GPT2 attention scaling ignored under backends vs Gemma4 bidirectional mask logic; different model/backend behavior." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of lm_head.weight/tied weights is distinct from NaNs in classification heads after checkout/init." + "reason": "State serialization/tied-weights inconsistency vs NaNs after checkout+init; unrelated symptoms." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Both are generation-related, but one is invalid GenerationConfig handling and the other is Qwen3.5 flash-attention generation behavior." + "reason": "Qwen3 offset_mapping regression vs Deepseek tokenizer regression; same broad area, but different model-specific bugs." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Both are tokenizer regressions, but the first is offset mapping and the second is Deepseek tokenization output; different concrete defects." + "reason": "GenerationConfig invalid vs Qwen3.5 flash-attention generation failure; different concrete failures." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next layer 0 is unrelated to Qwen3.5 Moe from_pretrained loading errors." + "reason": "Missing qkv/gate projections in qwen3next vs Qwen3.5 MoE from_pretrained error; distinct model-loading problems." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type checking regression in PreTrainedConfig is not the same as stale dtype metadata after from_config(dtype=...)." + "reason": "PretrainedConfig type checking vs stale config.dtype after from_config; related area but not the same bug." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Video processor shape bug and AutoProcessor crash without torchvision are both video-related but are different code paths and root causes." + "reason": "Batched video processor shape bug vs missing torchvision crash through AutoProcessor; different bug class." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "trust_remote_code cache-path collision is unrelated to repeated retry behavior on HTTP 429 responses." + "reason": "Local cache-path collision vs repeated HTTP 429 retries; unrelated behaviors." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A bug in testing_utils.py is not the same as pytest-xdist workers racing on captured_info.txt." + "reason": "Generic testing_utils bug report vs xdist race on captured_info.txt; same file area but not enough evidence of one bug." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Testing-utils bug and SequenceFeatureExtractor.pad performance issue do not share a concrete underlying change." + "reason": "Testing utility issue vs SequenceFeatureExtractor.pad performance bug; unrelated." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention-3 degenerate training in sequence classification is unrelated to Qwen3.5 checkpoint save_pretrained regression." + "reason": "FlashAttention-3 degenerate training vs Qwen3.5 save_pretrained regression; different failures and fixes." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Mapping-name fallback and Mistral regex patch crash are separate tokenizer-loading failures." + "reason": "Mapping-name None handling vs Mistral regex patch crash; different tokenizer-loading bugs." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Running 3d_parallel.py and a testing_utils.py bug are unrelated." + "reason": "3d_parallel.py execution issue vs testing_utils bug; unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "sam3_video/sam3_tracker config mismatch is distinct from a key error loading facebook/MobileLLM-125M." + "reason": "sam3_video/sam3_tracker warning vs MobileLLM key error loading; unrelated model-loading problems." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenization differences across versions and a noisy logging message are not the same bug." + "reason": "Tokenizer regression across v4/v5 vs noisy logging message; not the same underlying bug." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different symbols and modules (`layer_type_validation` vs `AutoImageProcessor`)." + "reason": "Two separate import-name failures for different symbols; no shared root cause shown." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "Qwen3.5 chat crash vs SequenceFeatureExtractor.pad performance issue; unrelated." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Vitpose breakage and a BACKENDS_MAPPING tensorflow_text error are different loading/backend issues." - }, - { - "left": "issue:44877", - "right": "issue:46231", - "accept": false, - "reason": "Strict config preventing granite_speech loading is unrelated to a docs/parameter-name mismatch in set_training()." - }, - { - "left": "issue:44484", - "right": "issue:45310", - "accept": false, - "reason": "save_pretrained shard-size question and Qwen3.5 Moe from_pretrained error are unrelated." + "reason": "VitPose breakage vs backend mapping validation error for tensorflow_text; different subsystems." } ] }, @@ -16364,8 +16259,6 @@ "issue:43122", "issue:43208", "issue:43352", - "issue:43441", - "issue:43452", "issue:43577", "issue:43673", "issue:43874", @@ -16384,11 +16277,11 @@ "issue:44485", "issue:44493", "issue:44496", - "issue:44829", + "issue:44877", "issue:44933", - "issue:45003", "issue:45071", "issue:45278", + "issue:45310", "issue:45341", "issue:45464", "issue:45478", @@ -16396,21 +16289,24 @@ "issue:45656", "issue:46172", "issue:46209", + "issue:46231", "issue:46617", "issue:46762", "issue:46894", "issue:46981" ], "soft_pairs": [ + "issue:44877|issue:46231", "issue:39401|issue:46209", + "issue:44484|issue:45310", "issue:42371|issue:44261", "issue:43937|issue:44496", "issue:44261|issue:46762", "issue:42371|issue:46617", "issue:44410|issue:45478", "issue:44933|issue:45278", - "issue:44075|issue:45656", "issue:38617|issue:44220", + "issue:44075|issue:45656", "issue:43208|issue:46894", "issue:43066|issue:43122", "issue:44263|issue:44485", @@ -16428,213 +16324,204 @@ "issue:43931|issue:44038", "issue:44360|issue:46172", "issue:27957|issue:43352", - "issue:43441|issue:44829", - "issue:43012|issue:43577", - "issue:43097|issue:43452", - "issue:45003|issue:45341" + "issue:43012|issue:43577" ], - "prepared_review_unit_hash": "e19bdb7bc7cc15ce84d93efcfdc9638f742e0e9851e438ca9976ce7952d93631", + "prepared_review_unit_hash": "33a8365bdb33087b0acc792a2c450b4aae31c8950a803f82da867f33ffef16b0", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36157, - "estimated_input_tokens": 9040, - "estimated_eval_tokens": 18336 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35211, + "estimated_input_tokens": 8803, + "estimated_eval_tokens": 17862 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many issues share broad vocabulary around imports, tokenization, model loading, or attention/precision, but they do not look like the same underlying bug. I would not merge any of the soft-edge pairs; the strongest representative is a broad import-regression report.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella here: it reports multiple import errors after a Transformers upgrade, so it best represents the cluster\u2019s general regression theme.", + "summary": "Heterogeneous set of mostly unrelated Transformers bug reports; several mention v5 regressions or import/tokenizer issues, but none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most suitable triage representative because it is the most general and could subsume narrower import-related reports, even though it is not a true duplicate of most others.", + "best_issue_reason": "issue:45278 is the broadest cluster anchor because it describes multiple import errors after upgrading to 5.5.0, but it is still only a loose umbrella rather than a true duplicate representative.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Different problems: strict config loading vs a docs/parameter-name mismatch in set_training()." + }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset-mapping bug vs. FP8 inference failure are unrelated." + "reason": "Tokenizer offset_mapping bug and FP8/B200 inference failure are unrelated code paths." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5 MoE from_pretrained loading errors." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "Both are precision-related, but one is TF32 policy guidance and the other is a model-specific RMSNorm epsilon bug." + "reason": "TF32 settings API warning and MLA layernorm epsilon precision issue are different bugs." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig vs. unrecognized model/config loading are different failure modes." + "reason": "GenerationConfig validation failure is not the same as an unrecognized-model/config.json error." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both concern numerical differences, but they affect different models and code paths." + "reason": "Different model internals and symptoms: MLA layernorm epsilon vs Minimax MSA numerical deviation." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 behavior settings and cache FileNotFoundError are unrelated." + "reason": "TF32 API guidance and trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model families and different loading/projection problems." + "reason": "Missing qwen3next projections and Qwen3.5-Moe from_pretrained loading errors are different model-specific bugs." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific missing import is not the same as a broad upgrade-wide import-regression report." + "reason": "Both are import-related, but one is a specific missing image_utils import and the other is a broad upgrade regression; not the same defect." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "One is unused SGD arguments; the other is double optimizer stepping under deepspeed." + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "ImportError for a utility symbol and a fbank feature issue are unrelated." + "reason": "Both involve optimization, but SGD args being ignored is not the same as the optimizer step being called twice under deepspeed." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "Different model/training bugs; only the vague word \"training\" overlaps." + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are unrelated." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Tokenizer decoder type mismatch and different tokenization output are related thematically but not the same concrete bug." + "reason": "Both concern tokenization/version changes, but wrong decoder type and altered tokenization are different concrete bugs." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Moe indexer torch.split semantics and GLM-5 RoPE implementation are different code paths." + "reason": "GlmMoeDsaIndexer torch.split behavior and GLM-5 RoPE implementation are separate code paths." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed config API and unexpected position-id keys are different regressions." + "reason": "Missing tie_embeddings_and_encoder_decoder deprecation indication and unexpected position-id keys are different migration issues." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is a general endpoint acceptance issue and the other is a model-specific streaming failure." + "reason": "Both mention chat/completions, but one is request acceptance and the other is streaming inference failure; not one fixable bug." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache behavior and a testing_utils bug are unrelated." + "reason": "Generation cache/chunked_prefill and a testing_utils bug are unrelated." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose model breakage and TensorFlow backend detection are unrelated." + "reason": "VitPose model breakage and TensorBoard-without-TensorFlow backend errors are unrelated." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "PatchTSMixer post_init validation and repeated 429 retries are unrelated." + "reason": "Optional post_init for patchtsmixer and repeated 429 retries in AutoProcessor are unrelated." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Weight-shape mismatch and missing projections are different model-loading failures." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading failures." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking regression are unrelated." + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking breakage and missing TensorFlow backend handling are different issues." + "reason": "PretrainedConfig type checking and undefined tf backend handling are different issues." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Image-patch counting bug and RMSNorm epsilon mismatch are different model-component errors." + "reason": "Missing get_number_of_image_patches and missing rms_norm_eps are separate multimodal/model-internal bugs." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Save-pretrained sharding size question and Qwen3.5-Moe loading error are unrelated." + "reason": "Both are loading-related, but save_pretrained shard sizing is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different GLM/DeepSeek tensor-shape issues with no shared concrete code path." + "reason": "torch.split return-value handling and deepseek-v4 transpose behavior are unrelated." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DSA ReLU bug and DeepSeek transpose bug are unrelated." + "reason": "Missing ReLU in the DSA indexer and deepseek-v4 comb transpose are different bugs." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention FlashAttention 2, but they target different models and different support gaps." - }, - { - "left": "issue:43441", - "right": "issue:44829", - "accept": false, - "reason": "FlashAttention failures on different models with different symptoms; not a single fixable bug." + "reason": "Different models and different Flash Attention 2 support gaps; not the same bug." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Compile-time float32 warning and BLIP2 dtype staying float32 are different dtype issues." - }, - { - "left": "issue:43097", - "right": "issue:43452", - "accept": false, - "reason": "Removed config API and gguf_file/pretrained loading breakage are unrelated." - }, - { - "left": "issue:45003", - "right": "issue:45341", - "accept": false, - "reason": "Sys.modules access in modeling_utils and a small testing_utils bug are unrelated." + "reason": "PyTorch precision warning during compile and Blip2 dtype propagation are different dtype-related symptoms, not one underlying fix." } ] }, @@ -16666,13 +16553,13 @@ "issue:43064", "issue:43097", "issue:43208", - "issue:43502", + "issue:43441", + "issue:43452", "issue:43531", "issue:43673", "issue:43873", "issue:43874", "issue:43986", - "issue:43992", "issue:44038", "issue:44062", "issue:44117", @@ -16683,8 +16570,9 @@ "issue:44410", "issue:44484", "issue:44485", - "issue:44936", + "issue:44829", "issue:44987", + "issue:45003", "issue:45341", "issue:45372", "issue:45375", @@ -16695,7 +16583,6 @@ "issue:46123", "issue:46172", "issue:46298", - "issue:46365", "issue:46369", "issue:46655", "issue:46664", @@ -16707,7 +16594,10 @@ "issue:46981" ], "soft_pairs": [ + "issue:43441|issue:44829", + "issue:43097|issue:43452", "issue:43986|issue:45341", + "issue:45003|issue:45341", "issue:42886|issue:46981", "issue:44261|issue:44485", "issue:45753|issue:46369", @@ -16733,212 +16623,216 @@ "issue:43097|issue:43873", "issue:38617|issue:44351", "issue:43012|issue:46821", - "issue:44117|issue:46701", - "issue:43502|issue:43992", - "issue:44936|issue:46365" + "issue:44117|issue:46701" ], - "prepared_review_unit_hash": "d815a8b4832a59ddac4e65fb9cb1218887decff71b6a93551f764fb6d362f842", + "prepared_review_unit_hash": "a37dfa948ff02fbf3a5cbaea32be2915645a64fcd48931dd1c148fc57a852153", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35604, - "estimated_input_tokens": 8901, - "estimated_eval_tokens": 18058 + "soft_pair_count": 30, + "serialized_chars": 36037, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly consists of unrelated Transformer/HF issues that only share broad topical similarity. I do not see any soft pair that is clearly the same underlying bug/change, so I would not merge any of them.", - "confidence": 0.69, - "canonical_issue_reason": "If a representative issue must be chosen, issue:43873 has the broadest cross-cutting impact and the most discussion/references; however, the set does not really form a true duplicate cluster.", + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs are mostly lexical matches, not true duplicates. I rejected all candidate edges. If a single issue must serve as the best representative, 43873 is the most central by discussion and inbound references, but it does not unify the rest of the set.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical duplicate target: the issues cover many unrelated bugs, so a single issue does not represent the cluster well.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43873 is the strongest single representative by activity and scope, but only as a weak canonical pick because the cluster is heterogeneous.", + "best_issue_reason": "issue:43873 has the strongest activity and external references, making it the best standalone anchor, but it is not a duplicate hub for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention attention, but they are different bugs in different models and code paths." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is about a removed API in v5; the other is a gguf loading failure. Same ecosystem, different defects." + }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Both mention crashes, but one is an AutoProcessor/video-model dependency failure and the other is a testing_utils bug; different code paths and symptoms." + "reason": "Video processor dependency crash vs a testing_utils bug; unrelated failure modes." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access in modeling_utils is unrelated to the testing_utils issue." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Both involve hub/network behavior, but one is offline cache loading and the other is repeated 429 retries via HF_ENDPOINT; not the same bug." + "reason": "Offline cache loading and repeated 429 retries are both network-related, but they are not the same bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "One is a missing rms_norm_eps config causing precision mismatch; the other is a GLM RoPE implementation issue. Different model components." + "reason": "Different model-specific implementation issues: MLA layer norm precision vs RoPE behavior." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Both are model runtime failures, but one is an infinite loop on a specific image and the other is a memory overflow in sam3-litetext." + "reason": "Different models and symptoms: infinite loop on one image vs memory overflow on sam3-litetext." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "The first is a tokenizer-mapping None assumption bug; the second is a model-specific load failure on transformers>=5.1.0. Too broad to be the same defect." + "reason": "Tokenizer mapping None and a physical-intelligence loading failure have different roots." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + "reason": "Qwen3-MoE sliding window behavior is unrelated to the testing_utils bug." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both touch GLM-related code, but one is an image processor missing a method and the other is a torch.split return-value issue; different failures." + "reason": "Both are GLM-related, but one is an image processor missing a method and the other is a torch.split indexing issue." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepSeekV3 divergence from remote implementation is not the same as the deepseek-v4 comb.transpose bug." + "reason": "Different DeepSeek model bugs with different concrete code paths." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and flash_attention s_aux=None crash are unrelated change/bug paths." + "reason": "Removed tie_embeddings API and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "One is missing GenerationMixin cache during chunked_prefill; the other is a MaskGenerationPipeline partial-batch bookkeeping bug." + "reason": "Chunked prefill cache handling and final partial-batch masking are different pipeline bugs." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3_5/Qwen3-VL-Moe related, but one is missing projections in layer 0 and the other is a missing config field dropped by strict loading." + "reason": "One is a missing projection in a model layer; the other is a config field being dropped." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are import-time crashes, but they fail on different missing dependencies/symbols and in different processor-loading flows." + "reason": "Both are loading/import errors, but they involve different missing dependencies and different loaders." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "General Qwen3-VL-Moe bug report versus a specific missing-attention-projection defect; not the same concrete issue." + "reason": "Same broad Qwen family, but different models and distinct implementation faults." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "A removed method in v5 and a broken quantized save/load round-trip are different regressions." + "reason": "API removal and quantized save/load corruption are not the same underlying bug." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different modules/symbols; superficial import-error similarity only." + "reason": "Both are ImportErrors, but for different symbols from different modules." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Optimizer-state corruption with FSDP2/PEFT is unrelated to Liger Kernel not being applied under model_init." + "reason": "Training optimizer-state corruption under FSDP2/PEFT is unrelated to model_init not applying Liger Kernel." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers and Florence2 double-shift loss bug are different model-specific training issues." + "reason": "Different models and defects: xLSTM training blockers vs Florence2 training-loss shifting." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor dependency crash and max_shard_size question are not the same bug." + "reason": "Video-model dependency failure and save_pretrained shard-size behavior are unrelated." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics; related subsystem, different defect." + "reason": "Both are SmolVLM video-processor bugs, but one is padding math and the other is num_frames semantics." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "A noisy logging complaint is unrelated to an apply_chat_template empty-list crash." + "reason": "Noisy logging and empty-list chat template IndexError are unrelated." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "A deepseek-v4 tensor transform bug is unrelated to an accuracy regression after upgrading Transformers." + "reason": "Different DeepSeek-related issues with different symptoms and code paths." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Seed-related test flakiness and a noisy logging message do not describe the same problem." + "reason": "Missing set_seed in a model test is unrelated to a noisy logging message." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizers.AddedToken keyword duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer initialization bugs." + "reason": "Tokenizer AddedToken argument duplication and TOKENIZER_MAPPING_NAMES None are different bugs." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed API in v5 and quantization/offloading issues are unrelated." + "reason": "API removal and quantization offloading behavior are unrelated." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different symbols and modules and likely different release regressions." + "reason": "Both are import errors, but for different missing exports and different contexts." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A PyTorch warning during bfloat16 compilation is unrelated to a window_size AttributeError in TimesFM 2.5." + "reason": "bfloat16 compile warnings and a TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping assumptions and a diffusion-gemma image-text pipeline failure are different code paths." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "local_files_only still hitting API requests and UMT5Encoder missing embed_tokens.weight are unrelated loading bugs." - }, - { - "left": "issue:44936", - "right": "issue:46365", - "accept": false, - "reason": "Trainer.evaluate after train and inability to import Trainer with datasets installed are not the same issue." + "reason": "Tokenizer mapping assumptions and a DiffusionGemma pipeline failure do not share the same bug." } ] }, @@ -16979,7 +16873,6 @@ "issue:43550", "issue:43582", "issue:43618", - "issue:43761", "issue:43824", "issue:43825", "issue:43906", @@ -16997,6 +16890,7 @@ "issue:44514", "issue:44655", "issue:44704", + "issue:44936", "issue:44938", "issue:45103", "issue:45478", @@ -17012,6 +16906,8 @@ "issue:46421" ], "soft_pairs": [ + "issue:43502|issue:43992", + "issue:44936|issue:46365", "issue:44704|issue:45103", "issue:44380|issue:46421", "issue:44938|issue:46178", @@ -17021,8 +16917,8 @@ "issue:43825|issue:44655", "issue:43012|issue:43550", "issue:45712|issue:46298", - "issue:43012|issue:44368", "issue:43208|issue:43550", + "issue:43012|issue:44368", "issue:43992|issue:44484", "issue:43352|issue:43976", "issue:43352|issue:44380", @@ -17040,235 +16936,243 @@ "issue:43064|issue:44380", "issue:42490|issue:43012", "issue:44483|issue:44514", - "issue:43618|issue:44380", "issue:43208|issue:43526", - "issue:38617|issue:43502", - "issue:43618|issue:43761" + "issue:43618|issue:44380", + "issue:38617|issue:43502" ], - "prepared_review_unit_hash": "8dd5521e5b39940ec85fc6b432ecf7dffeb43aa3136cfaff9dbd62de351c2c38", + "prepared_review_unit_hash": "6786be931ea9b64416dedca6f8c151d54d9c5736b39fd294c94e7033406badaf", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37196, - "estimated_input_tokens": 9299, - "estimated_eval_tokens": 18854 + "soft_pair_count": 33, + "serialized_chars": 37437, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not form a single duplicate set. The only plausible duplicate-like subcluster is the CLIP v5 regression pair around missing outputs from CLIPVisionModel forward.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43761 is the best anchor for the only near-duplicate subcluster: it clearly describes a v5 regression in CLIPVisionModel.forward, and 43618 looks like a narrower symptom of the same output-population bug.", + "summary": "The set is heterogeneous: most pairs share only broad Transformers/package-loading vocabulary, not the same bug. No soft edge looks strong enough to merge. If a single issue must anchor the cluster, issue 43502 is the cleanest user-facing regression report among them.", + "confidence": 0.28, + "canonical_issue_reason": "Issue 43502 is the most concrete, broadly understandable runtime regression report in the set and a reasonable anchor, even though the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "43761 is the most actionable and specific report in the set, with a concrete regression label, model path, and expected-vs-actual behavior that make it a strong triage target.", + "best_issue_reason": "Issue 43502 is the best representative because it describes a clear, reproducible loading behavior bug with direct user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different failures: local_files_only network behavior vs a missing model weight in UMT5Encoder.from_pretrained." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "One is a train/evaluate lifecycle bug; the other is an import-time dependency conflict for Trainer." + }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different bugs: AutoProcessor kwarg forwarding vs auto_docstring crash under future annotations." + "reason": "Different code paths: AutoProcessor kwargs forwarding vs docstring processing crash under future annotations." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Different code paths: GPT2 attention scaling/backend behavior vs cache lazy initialization recompilation." + "reason": "Unrelated symptoms: GPT2 attention scaling under SDPA/FlashAttention vs cache lazy initialization with chunked prefill." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Unrelated import/runtime failures: Python 3.14 load issue vs tensorflow_text backend mapping error." + "reason": "Different root causes: Python 3.14 import/load failure vs an unsupported backend name in BACKENDS_MAPPING." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "Video AutoProcessor/torchvision crash is unrelated to a notebook syntax error." + "reason": "Video-model AutoProcessor import/runtime issue vs a notebook syntax error; not the same bug." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is dequantized model persistence and the other is Pipeline.save_pretrained; too different." + "reason": "Saving dequantized Minstral/Devstral models is not the same as saving Pipeline objects." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized save failure is unrelated to a Qwen image-generation infinite loop." + "reason": "Saving a dequantized model and an infinite loop on a specific image are different failures." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Error-message wording for pipeline tasks is unrelated to pipeline serialization." + "reason": "Error-message wording for pipeline translation support is unrelated to Pipeline save_pretrained support." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision warning during bfloat16 compilation is not the same as a Bamba torch.compile SDPA failure." + "reason": "A bf16 precision warning is unrelated to a Bamba torch.compile/SDPA crash." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy class cleanup/import leakage is unrelated to a noisy logging message." + "reason": "Repo hygiene/dummy class cleanup is not the same as a noisy logging message." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Different warnings with different causes: float32 precision during compile vs tie_word_embeddings warning." + "reason": "xLSTM training blockers and Bamba SDPA compile failures are different model-specific problems." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "xLSTM training blockers are unrelated to Bamba torch.compile SDPA." + "reason": "Precision-warning behavior is unrelated to the tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to max_shard_size defaults." + "reason": "Missing embed_tokens.weight on load is not the same as max_shard_size behavior in save_pretrained." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "FlashAttention support in Nemotron is unrelated to the Python version compatibility issue." + "reason": "Flash Attention support gating for Nemotron is unrelated to a Python version compatibility regression." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different features and failures: Nemotron FlashAttention support vs GPT2 attention scaling ignored." + "reason": "Nemotron Flash Attention unsupported vs GPT2 attention scaling ignored under backend changes are different bugs." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete problem." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage is unrelated to the deepseek-v4 dtype/transpose bug." + "reason": "ESM2 breakage and a DeepSeek dtype/transpose bug affect different code paths." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed config API behavior is unrelated to a noisy logging message." + "reason": "A removed config attribute warning/behavior is unrelated to a noisy logging message." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to Trainer import interference from datasets." + "reason": "Whisper empty-transcription failure is unrelated to importing Trainer while datasets is installed." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention scaling bug is unrelated to AttentionInterface.register behavior changes." + "reason": "GPT2 backend-specific attention scaling and AttentionInterface.register behavior changes are different issues." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to importing Trainer." + "reason": "PatchTSMixer post_init policy and Trainer import conflict are unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention MoE/FP8/Qwen, but one is save_pretrained FP8 and the other is a from_pretrained regression; not the same bug." + "reason": "Both mention MoE, but one is FP8 save_pretrained and the other is a Qwen3.5 MoE from_pretrained error; different directions and likely different fixes." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config vocab_size AttributeError is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon caching allocator TypeError." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "GPT2 attention backend scaling is unrelated to the zero-loss classification bug." + "reason": "Attention backend config regression is unrelated to zero-loss sequence classification behavior." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Backend packaging/install issue is unrelated to Trainer import problems." + "reason": "TensorFlow not being included in a torch install extra is a packaging issue, not a Trainer import conflict with datasets." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Different missing-symbol import errors from different packages/models." + "reason": "Both are ImportErrors, but for different missing symbols from different libraries and code paths." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local path warning on trailing slash is unrelated to a bfloat16 compile precision warning." + "reason": "Local-path trailing-slash warning and bf16 precision warning are different loading/runtime warnings." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat completions API rejection is unrelated to Qwen2_5_VLProcessor batched padding behavior." + "reason": "Chat completions API rejection and Qwen2.5 VL processor batching crash are different request-processing bugs." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "CLIP output regression and GPT2 attention scaling are different model/code paths." + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels truncation are unrelated." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "xLSTM training blockers are unrelated to BeitImageProcessorFast label reduction." + "reason": "CLIPOutput attentions assignment regression is not the same as GPT2 attention scaling under backend changes." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing configuration_utils symbol import is unrelated to local_files_only API requests." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": true, - "reason": "Both describe the same CLIP v5 output regression in the CLIP vision forward path, with attentions/hidden_states no longer populated as expected." + "reason": "Missing layer_type_validation import and local_files_only network requests are unrelated regressions." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted soft pair (43618/43761) is plausibly the same CLIP v5 output-regression cluster, and the rejected pairs are justified without overstating 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 }, @@ -17302,6 +17206,7 @@ "issue:43611", "issue:43618", "issue:43756", + "issue:43761", "issue:43867", "issue:43937", "issue:43976", @@ -17328,13 +17233,13 @@ "issue:46050", "issue:46077", "issue:46082", - "issue:46202", "issue:46365", "issue:46829", "issue:46851", "issue:46877" ], "soft_pairs": [ + "issue:43618|issue:43761", "issue:43756|issue:44485", "issue:42994|issue:44655", "issue:44038|issue:44230", @@ -17342,8 +17247,8 @@ "issue:43299|issue:43867", "issue:45276|issue:46077", "issue:44625|issue:46365", - "issue:43611|issue:44655", "issue:44483|issue:45290", + "issue:43611|issue:44655", "issue:43352|issue:43937", "issue:36683|issue:43475", "issue:44355|issue:46877", @@ -17365,236 +17270,228 @@ "issue:44908|issue:46851", "issue:29870|issue:33453", "issue:44938|issue:45071", - "issue:44355|issue:44855", - "issue:43867|issue:46202", - "issue:36683|issue:43064" + "issue:44355|issue:44855" ], - "prepared_review_unit_hash": "484f0bcc6f3764fadab56912c5904ab231f96330283afd8da7172909c193f8e3", + "prepared_review_unit_hash": "7bb098eb0a474b36ed97d7c9a11f847191bb7e24fa97dd2454a37ef627a1efd5", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37133, - "estimated_input_tokens": 9284, - "estimated_eval_tokens": 18824 + "soft_pair_count": 32, + "serialized_chars": 36903, + "estimated_input_tokens": 9226, + "estimated_eval_tokens": 18708 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated regression reports, model-specific bugs, and API/import issues. The titles share broad themes like loading/saving/imports, but none of the soft pairs look like the same concrete bug or change, so I would not merge any of them.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 36683 is the highest-signal current report in the set: it is open, has the most discussion, and describes a concrete model/config regression. There is no true duplicate cluster here, but it is a reasonable representative issue for triage.", + "summary": "This cluster is a loose mix of Transformers v5 regressions, model-loading/config bugs, and a few unrelated feature/behavior reports. The soft pairs are mostly same subsystem but not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring v5 upgrade/import regression theme, though it is not a true duplicate of the other items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36683 is the strongest standalone issue to anchor the cluster because it is active, well-discussed, and has a specific reproducible failure. It is not a duplicate of the others, just the best representative among unrelated issues.", + "best_issue_reason": "issue:45278 is the best cluster anchor because it captures the widest cross-cutting failure pattern here: post-upgrade import/load breakage.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions assignment while the other returns hidden_states=None; different code paths and symptoms." + }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Different model families and failures: Smollm3 RoPE layer loss vs GLM-5 RoPE implementation discussion." + "reason": "Both mention RoPE, but one is a Smollm3 layer-count bug and the other is a GLM-5 RoPE implementation discussion; not the same defect." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both mention save_pretrained, but one is quantized model saving and the other is Pipeline object serialization; different code paths." + "reason": "Quantized model save failure vs pipeline save_pretrained failure; both involve saving, but they are distinct serialization problems." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Qwen3-VL-Moe loading bug vs fp8 inference support request; related model name, but not the same bug." + "reason": "One is a Qwen3-VL-Moe loading bug in v5, the other is fp8 inference support for Qwen3-VL/Qwen3.5 MoE; feature/support issue, not same bug." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Unrelated import errors from different dependencies: GenerationMixin from transformers.generation vs is_offline_mode from huggingface_hub." + "reason": "Different import errors from different packages: GenerationMixin in transformers vs is_offline_mode in huggingface_hub." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading regressions, but one is Qwen3-VL-Moe model loading and the other is state_dict ordering during load_model." + "reason": "Both are loading failures, but one is specific to Qwen3VL-Moe in v5 and the other is a generic state_dict ordering issue." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4 issues, but one is resizing embeddings and the other is attention-mask construction; separate bugs." + "reason": "Different Gemma4 bugs: embedding resize propagation vs bidirectional attention still using causal masks." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug vs a Trainer import conflict with datasets; unrelated." + "reason": "Unrelated problems: Qwen3.5 label propagation vs Trainer import failing due to datasets interaction." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "base_model_prefix loading regression vs Pipeline save_pretrained failure; different APIs and failure modes." + "reason": "Chat/completions request rejection is not the same as apply_chat_template crashing on tool-call assistant messages." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Both concern chat-related behavior, but one is /v1/chat/completions request handling and the other is apply_chat_template crashing on tool-call assistant messages." + "reason": "Model loading with base_model_prefix regression vs pipeline save_pretrained serialization; different failure modes." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Nemotron flash-attention support limitation vs GLM-5 GenerationConfig validation error; unrelated." + "reason": "Flash-Attn2 unsupported on NemotronHForCausalLM is unrelated to GLM-5 GenerationConfig validation errors." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size vs SAM 3 Video output missing fpn_position_embeddings; different models and attributes." + "reason": "Different missing-attribute bugs on different model families: Gemma3 vocab_size vs SAM 3 Video fpn_position_embeddings." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled Python file import errors vs auto_docstring printing doc-lint diagnostics at import time; not the same issue." + "reason": "Compiled-Python import errors are unrelated to auto_docstring printing doc-lint diagnostics at import time." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both involve save_pretrained/from_pretrained, but one is Pipeline serialization and the other is quantized model roundtrip corruption." + "reason": "Both touch save_pretrained, but one is pipeline serialization and the other is quantized sinq round-trip breakage." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation vs Gemma4 bidirectional-attention mask logic; unrelated." + "reason": "Different Qwen3.5 num_labels propagation issue vs Gemma4 attention-mask bug." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing vocab_size vs patchtsmixer post_init restriction; no shared code path." + "reason": "Gemma3Config missing vocab_size is unrelated to patchtsmixer post_init policy." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but they target different versions and different breakages." + "reason": "Both are Python-version compatibility reports, but they concern different versions and different breakages." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State_dict sorting/load ordering bug vs Qwen3.5 save_pretrained regression; both serialization-related but not the same defect." + "reason": "Generic state_dict sorting load issue vs Qwen3.5 checkpoint save correctness regression; not the same bug." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention-mask bug vs LlamaConfig head_dim validation error; unrelated model/config issues." + "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are unrelated config/runtime issues." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions field regression vs Qwen3.5 checkpoint save corruption; separate bugs." + "reason": "CLIP attentions assignment regression is unrelated to Qwen3.5 checkpoint save_pretrained correctness." }, { "left": "issue:43208", "right": "issue:46829", "accept": false, - "reason": "xLSTM training blockers vs VideoPrism hidden_states field mismatch; different subsystems and symptoms." + "reason": "xLSTM training blockers and VideoPrism output-field corruption are different model-specific bugs." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id; similar shape, but different models and config fields." + "reason": "Both are missing config attributes, but for different models and different attributes, so not a duplicate." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Gemma3Config missing vocab_size vs Qwen3.5 num_labels propagation; unrelated config regressions." + "reason": "Different Gemma3 vs Qwen3.5 config propagation bugs; same broad area, not same underlying defect." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generate decoder_attention_mask UnboundLocalError vs tensor-parallel training bug; no shared concrete code path." + "reason": "Bart generate decoder_attention_mask UnboundLocalError is unrelated to the tensor-parallel training bug." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption vs a typo in cache strategy docs/code; not the same bug." + "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to a typo in cache strategies." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "no_grad decoration for cache update vs broad import failures after upgrade; unrelated." + "reason": "Cache/layer update no_grad behavior is unrelated to broad import failures after upgrading to 5.5.0." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "SGD optimizer args ignored vs inability to import Trainer until datasets is removed; different components." + "reason": "SGD argument handling and Trainer import failure are unrelated issues." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error; separate model loading bugs." + "reason": "Both involve from_pretrained on Qwen3.5/UMT5, but they describe different missing-weight/loading failures." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs bug vs Qwen3.5 variable-length position_ids failure; unrelated." + "reason": "Scheduler kwargs being ignored is unrelated to variable-length position_ids behavior in Qwen3.5." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "BART generate error vs tokenizer loading regression; both are regressions but not the same bug." + "reason": "Bart generate mask bug is unrelated to the tokenizer-loading regression." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import/load failure vs PretrainedConfig type-checking breakage in v5.4.0; different failures." + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are separate regressions." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-file import errors vs DebertaV2Model import failure from torch.jit.script parsing; different root causes." - }, - { - "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "State_dict load ordering issue vs Gemma pipeline roundtrip failure on \u2581; unrelated serialization problems." - }, - { - "left": "issue:36683", - "right": "issue:43064", - "accept": false, - "reason": "Gemma3Config missing vocab_size vs Trainer FSDP2/PEFT optimizer-state issue; different layers of the stack." + "reason": "Compiled-file import errors are unrelated to the DebertaV2Model/@torch.jit.script parsing issue on Python 3.13." } ] }, @@ -17620,15 +17517,14 @@ "nodes": [ "issue:28282", "issue:30333", - "issue:30990", - "issue:31795", "issue:33453", "issue:36296", + "issue:36683", "issue:41669", - "issue:42548", "issue:42890", "issue:42898", "issue:43010", + "issue:43064", "issue:43065", "issue:43502", "issue:43575", @@ -17645,7 +17541,6 @@ "issue:44112", "issue:44222", "issue:44246", - "issue:44351", "issue:44355", "issue:44360", "issue:44387", @@ -17663,11 +17558,14 @@ "issue:45600", "issue:45850", "issue:46132", + "issue:46202", "issue:46285", "issue:46617", "issue:46664" ], "soft_pairs": [ + "issue:43867|issue:46202", + "issue:36683|issue:43064", "issue:43867|issue:45375", "issue:42890|issue:45561", "issue:43010|issue:45850", @@ -17694,228 +17592,231 @@ "issue:43010|issue:43065", "issue:44387|issue:44556", "issue:43576|issue:46132", - "issue:30333|issue:33453", "issue:45125|issue:45478", + "issue:30333|issue:33453", "issue:44355|issue:44749", - "issue:45125|issue:45375", - "issue:30990|issue:31795", - "issue:42548|issue:44351", - "issue:43502|issue:44222" + "issue:45125|issue:45375" ], - "prepared_review_unit_hash": "808c3b99c4795793dbf1ca5513341c372984fa87d472a6fdcbf3e53248033b08", + "prepared_review_unit_hash": "69869f32b12ab450f0de62f3639a0df6021b4fb19047cd8bdd40e99a31ccc6d6", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37214, - "estimated_input_tokens": 9304, - "estimated_eval_tokens": 18864 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36431, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose collection of unrelated Transformers regressions: import/export errors, model-loading issues, tensor-parallel bugs, test flakes, and a few docs/behavior changes. The soft links look like keyword overlap rather than true duplicates, so I would not merge them into one cluster.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43723 is the broadest user-facing loading regression in the set and the best available anchor, though the overall cluster is too heterogeneous to have a strong true canonical.", + "summary": "These are mostly thematically similar Transformers regressions, but not duplicate-level matches. The soft pairs share broad vocabulary like v5 regressions, loading, tokenizer/model issues, or CI failures, yet each points to a different concrete code path or subsystem.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and most representative of the recurring \u201cv5 breaks models/regressions\u201d theme, though it is still too vague to be a precise duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "43723 is the most general, central loading failure among the issues; it is the closest thing to a representative duplicate target.", + "best_issue_reason": "issue:45850 is the best global issue representative because it captures the widest recurring regression theme across the cluster; the rest are more specific bug reports that should not be collapsed into it.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different failures: model loading/sorting state_dict vs Gemma pipeline roundtrip behavior on a token marker." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to FSDP2+PEFT optimizer state/param mismatch in training." + }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different bugs: state_dict loading order vs missing Qwen3.5 vision config field." + "reason": "Load/state_dict ordering bug and a Qwen3.5 vision config field omission are different code paths." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Unrelated test issues: missing set_seed vs xdist capture-file race." + "reason": "Seed-related flaky integration tests are not the same as xdist workers racing on captured_info.txt." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Specific no_grad cache-update bug vs a broad, vague compatibility complaint." + "reason": "A cache update no_grad concern is not the same as a broad v5 breakage complaint." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both involve tensor parallelism, but different failures and code paths." + "reason": "Tensor-parallel training bug differs from an OOM when loading a specific large Qwen model with tp." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Import slowness overlap only; one is a specific import-* change, the other is generic." + "reason": "Import-star performance regression is unrelated to intermittent slow import behavior." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different model/API regressions; no shared concrete bug." + "reason": "CLIP attentions regression is unrelated to patchtsmixer post_init policy/validation." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Completely different: cache update semantics vs Python version support." + "reason": "No-grad decoration on cache/layer updates is unrelated to Python version compatibility." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both are loading-related, but one is state_dict ordering and the other is save_pretrained key mapping." + "reason": "Model load failure differs from Qwen3.5 save_pretrained writing wrong visual encoder keys." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different model-specific from_pretrained failures, not one shared defect." + "reason": "Missing embed_tokens.weight during UMT5Encoder load is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-missing import error vs tokenizer loading regression; unrelated." + "reason": "PyTorch import error for AutoModel is unrelated to tokenizer loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both are CLIP-related, but the specific regressions differ." + "reason": "CLIP attentions assignment and CLIPTextModel structural inconsistency are different regressions." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer discussion vs DeepSeekV3 implementation divergence; not the same bug." + "reason": "A DSA indexer activation omission is unrelated to DeepSeekV3 implementation divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test seeding flake vs model-load failure for Phi-4 multimodal." + "reason": "Test flakiness is unrelated to loading Phi-4 multimodal with the latest transformers." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are test failures, but they have different root causes." + "reason": "Set_seed flakiness is not the same bug as GraniteSpeech stale device override CI failure." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Missing set_seed in tests vs stale auto_mappings config references." + "reason": "Seed-related test instability is unrelated to auto_mappings references to removed configs." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Network request bug under local_files_only vs AddedToken constructor argument error." + "reason": "local_files_only network leakage is unrelated to AddedToken keyword duplication." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization-space behavior change vs video num_frames semantics; unrelated." + "reason": "Tokenizer cleanup behavior changes in v5 are unrelated to SmolVLM video num_frames semantics." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "Serve KV-cache indexing crash vs cache FileNotFoundError on trust_remote_code." + "reason": "KV cache continuation indexing crash is unrelated to cache loading with trust_remote_code." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer load regression vs checkpoint reload compatibility after upgrade." + "reason": "Tokenizer.from_pretrained issue and checkpoint reload-after-upgrade issue are different failures." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained bug vs missing tensor-parallel plan; different fixes." + "reason": "FP8 save_pretrained behavior in MoE is unrelated to missing _tp_plan for tensor parallelism." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Import error for a model class vs cache loading FileNotFoundError." + "reason": "Importing a missing Qwen2_5_VL class is not the same as cache FileNotFoundError on trust_remote_code load." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only networking bug vs GLM-5 RoPE discussion." + "reason": "local_files_only bug is unrelated to GLM-5 RoPE implementation discussion." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-patch helper vs cache FileNotFoundError; not the same bug." + "reason": "Missing get_number_of_image_patches in GLM46VImageProcessorFast is a different bug from cache FileNotFoundError." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache no_grad issue vs dummy Conv2d placeholder; unrelated." + "reason": "Cache/layer no-grad decoration is unrelated to a dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Different version regressions: int4 memory growth vs checkpoint reload failure." + "reason": "int4 quantization reserved-memory OOM is not the same as checkpoint reload incompatibility after upgrade." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken env command vs AttentionInterface behavior change; separate issues." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLflow reporting bug vs tokenizer loading regression; no overlap." + "reason": "Broken transformers env CLI is unrelated to AttentionInterface.register changing callback behavior." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Related model family, but not enough to say it is the same concrete bug." + "reason": "Missing _tp_plan for tensor parallelism is not the same as Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Compiled-file errors vs slowdown after upgrade; unrelated." + "reason": "MLFlow not reporting failed training jobs is unrelated to tokenizer loading regression." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Different missing top-level imports for different symbols." + "reason": "Compiled Python file errors are unrelated to the slowdown/regression described in the Chinese upgrade report." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "local_files_only network bug vs FP8 save_pretrained issue; unrelated." + "reason": "Tensor parallel planning support and missing deepstack_visual_indexes are separate Qwen3.5 MoE/vision config issues." } ] }, @@ -17941,6 +17842,7 @@ "nodes": [ "issue:29870", "issue:30333", + "issue:30990", "issue:31795", "issue:33453", "issue:34689", @@ -17988,6 +17890,9 @@ "issue:46726" ], "soft_pairs": [ + "issue:42548|issue:44351", + "issue:30990|issue:31795", + "issue:43502|issue:44222", "issue:43502|issue:44961", "issue:46664|issue:46726", "issue:43827|issue:44961", @@ -18013,240 +17918,252 @@ "issue:44222|issue:44230", "issue:44315|issue:46209", "issue:41628|issue:42548", - "issue:43673|issue:44492", "issue:44485|issue:46664", + "issue:43673|issue:44492", "issue:45362|issue:45850", "issue:44273|issue:45542", "issue:44623|issue:45230", "issue:44273|issue:45003", "issue:44360|issue:46664" ], - "prepared_review_unit_hash": "008c8bef7d00ca82705fc89a173399a3512d786c1cfca4e9be80098d0915021d", + "prepared_review_unit_hash": "594ca52b002cdbafe9b04b3b353e9cb31049e049b2d806e33949b0356172b9d6", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 35851, - "estimated_input_tokens": 8963, - "estimated_eval_tokens": 18182 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37289, + "estimated_input_tokens": 9323, + "estimated_eval_tokens": 18902 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated loading/import/regression/docs/model-specific issues, so the soft edges do not look like true duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "No single issue is a reliable canonical because the set spans unrelated bugs and doc regressions with different code paths and symptoms.", + "summary": "This cluster is very noisy: most items are only superficially similar around loading, importing, generation, or v5 regressions, but they describe different bugs or documentation issues. I found no strong duplicate pair suitable for merging; all soft edges should be rejected.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43576 is the broadest and most cluster-central item, with multiple soft-overlap links to other loading/import/runtime regression reports; it best represents the noisy cluster even though it does not duplicate the others.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for deduping; the cluster does not form one coherent underlying bug.", + "best_issue_reason": "issue:43576 is the most representative issue here because it is the clearest high-level v5 runtime/environment regression and appears in several similarity links, unlike the more specific or unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols (`PreTrainedModel` vs `HybridCache`) and likely different code paths; not the same underlying bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "One is a loading hang in Sentence Transformers; the other is a documentation confusion issue. Not a duplicate." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "`local_files_only=True` network leakage and FP8 `save_pretrained` are unrelated behaviors." + }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Local-files-only/network behavior and an unrelated placeholder issue are not the same bug." + "reason": "A network-access bug during local loading and an unrelated nonsense-titled issue are not the same bug." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video frame-count semantics and missing-vision-backend import handling are different processor problems." + "reason": "These concern different video/image processor behaviors; no shared code-path bug is evident." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs about pipeline removals vs an unrelated issue; no shared code-path bug." + "reason": "Documentation still referencing `pipeline()` is unrelated to the other issue." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache no-grad decoration and generation kwargs sync_gpus ordering are distinct generation issues." + "reason": "Cache `update()` decoration and generation sync behavior are different implementation areas and bugs." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow failure reporting and tensor-parallel training are unrelated." + "reason": "MLflow reporting on failed jobs and tensor-parallel training issues are unrelated." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "A generate() UnboundLocalError is not the same as confusing forward docs." + "reason": "Generation-time `decoder_attention_mask` error and a docs clarification issue are not duplicates." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but for different versions/models and different failure modes." + "reason": "Both mention model loading regressions, but for different model/version combinations and likely different failures." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 model-loading breakage are not the same concrete defect." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is Llama 3.2 vision model loading; too broad to merge." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-Python-file loading errors and PretrainedConfig type checking are unrelated." + "reason": "Compiled Python file errors and `PretrainedConfig` type-checking breakage are different issues." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env CLI and config type-checking are different code paths." + "reason": "A broken `transformers env` command and a `PretrainedConfig` typing regression do not share the same concrete bug." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub symbol import and the env command failure are not clearly the same bug." + "reason": "`is_offline_mode` import failure in `huggingface_hub` and the `transformers env` command breakage are different packages/code paths." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel/model_init behavior and the DSA ReLU discussion are unrelated." + "reason": "Liger kernel application with `model_init` and a DSA/ReLU discussion are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Forward-doc confusion and an ImportError for layer_type_validation are different issues." + "reason": "A documentation ambiguity and an import regression for `layer_type_validation` are not the same underlying bug." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env breakage and missing Qwen2_5_VL export are unrelated." + "reason": "Both are import/runtime regressions in v5, but they affect different symbols and code paths (`env` command vs Qwen2.5-VL class import)." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No meaningful shared bug; the titles do not describe the same failure." + "reason": "No meaningful overlap: the first item is not a concrete bug report, while the second is a Gemma audio positional encoding issue." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "RoPE implementation discussion and an unrelated placeholder issue are not duplicates." + "reason": "A GLM-5 RoPE implementation issue is unrelated to the other item." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing HybridCache export and trust_remote_code cache FileNotFoundError are different loading failures." + "reason": "Importing `HybridCache` and a cache FileNotFoundError for `trust_remote_code` models are different failure modes." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training and pipeline docs behavior are unrelated." + "reason": "Tensor-parallel training and docs about `return_all_scores` are unrelated." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash-Attention support for Nemotron and an unrelated placeholder issue are not the same bug." + "reason": "Flash Attention support for Nemotron and the other item are not the same bug." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env CLI and Python 3.14 import/load failure are different problems." + "reason": "A broken CLI/environment command and Python 3.14 load failure are different regressions." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3 attribute failure and cache FileNotFoundError do not share a concrete code-path bug." + "reason": "SAM 3 video encoder attribute error and cache loading `FileNotFoundError` are unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both touch RoFormer, but one is kwargs propagation and the other is attention-interface usage; related but not one underlying defect." + "reason": "Both involve RoFormer, but one is about `**kwargs` propagation and the other about attention-interface usage; not clearly the same concrete bug." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained behavior and FP8 inference support are different operations." + "reason": "Both mention FP8/MoE, but one is about saving pretrained models and the other about inference support." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Model_init/Liger issues and B200 FP8 inference failure are unrelated." + "reason": "Liger kernel/model_init behavior and FP8 inference on B200 are different code paths and failures." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors from transformers, but for different symbols and likely different export regressions." + "reason": "Importing `AutoImageProcessor` and `PreTrainedModel` are separate export/import issues." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "Generation cache missing and a typo in cache strategies are not the same bug." + "reason": "GLM-5 RoPE implementation and SmolVLM frame semantics are unrelated." }, { - "left": "issue:44485", - "right": "issue:46664", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." + "reason": "Generation cache missing in chunked prefill and a cache-strategy typo are not the same bug." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A specific Qwen3.5 chat crash and a broad complaint about many models are not the same concrete issue." + "reason": "A Qwen3.5 chat crash and a broad complaint that v5 breaks many models are not a single concrete code-path defect." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading and tensorboard-without-TensorFlow backend errors are different failures." + "reason": "Lazy loading malfunction and a TensorBoard/TensorFlow backend error are different optional-dependency behaviors." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Processor.save_pretrained missing files and an empty bug report are unrelated." - }, - { - "left": "issue:43824", - "right": "issue:44961", - "accept": false, - "reason": "Missing Qwen2_5_VL export and an unrelated placeholder issue are not duplicates." + "reason": "Missing files from `processor.save_pretrained()` is a concrete bug; the other item lacks enough detail and is not demonstrably the same." }, { - "left": "issue:45003", - "right": "issue:44355", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Unsafe sys.modules access and compiled-Python-file load errors are different underlying problems." + "reason": "Lazy loading behavior and unsafe `sys.modules` access are not the same underlying issue." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "A DSA/ReLU discussion and a video processor num_frames bug are unrelated." + "reason": "A DSA/ReLU discussion and a video processor `num_frames` inconsistency are unrelated." } ] }, @@ -18357,290 +18274,299 @@ "issue:44360|issue:45468", "issue:44273|issue:44908", "issue:45468|issue:46894", - "issue:45230|issue:45310", "issue:44655|issue:44861", + "issue:45230|issue:45310", "issue:43519|issue:44485", "issue:43576|issue:46218", "issue:43519|issue:44908" ], - "prepared_review_unit_hash": "257d8464f74cd5ca33c3b7de0bee042c4ba4975dcca9da90399d6a6044cfa4cb", + "prepared_review_unit_hash": "447bc24aebb5cd2868cab8d5b10a276a631bd29484f356fb15bbe9e54a5f5b4f", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 39670, - "estimated_input_tokens": 9918, - "estimated_eval_tokens": 20092 + "serialized_chars": 39667, + "estimated_input_tokens": 9917, + "estimated_eval_tokens": 20090 }, "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 regressions and model-specific bugs, with only one clear duplicate-like pair around import/lazy-loading slowdown. No pull requests are present in the cluster.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 44273 is the clearest specific report in the import/lazy-loading subcluster and is the best duplicate target among the provided issues.", + "summary": "These items form a loose v5-regression/import/lazy-loading/model-specific bug theme, but none of the soft pairs are the same concrete underlying bug or change. All soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45850 is the broadest umbrella regression report in the set and the closest thing to a cluster anchor, but it is too vague to serve as a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the strongest overall umbrella for the cluster because it captures the broad post-upgrade import/load breakage theme, even though it is still broader than the individual bugs.", + "best_issue_reason": "issue:45850 is the best overall representative of the recurring 'v5 breaks things' theme, though it does not subsume the model-specific or import-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Different Qwen3.5-related problems: one is a model/support bug, the other is missing tensor-parallel metadata." + "reason": "Different model families and failure modes: Qwen3-VL fp8 inference support vs Qwen3.5-MoE tensor-parallel metadata." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Different code paths and symptoms: Qwen3-VL 2D box output issue vs PretrainedConfig type-checking regression." + "reason": "One is a Qwen3-VL bounding-box output bug; the other is a PretrainedConfig type-checking regression." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time performance from wildcard imports is not the same bug as missing GenerationMixin cache during chunked prefill." + "reason": "Both mention loading/import behavior, but one is about import-star/lazy-loading cost and the other is a chunked-prefill cache regression." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Same model family, but not the same concrete bug: bbox output error vs infinite loop on one image." + "reason": "Same general model family, but one is 2D box hallucination/error and the other is an infinite loop on a specific image." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "CLI/environment command breakage is unrelated to checkpoint reload incompatibility after v5 upgrade." + "reason": "Upgrade-related breakage, but one is the env CLI and the other is checkpoint reload incompatibility after v5.2/v5.3." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific Llama4 pad_token_id regression is not the same as a generic 'v5 breaks many models' complaint." + "reason": "A specific Llama4 config attribute error is not the same bug as a broad 'v5 breaks many models' complaint." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Specific StableLm pad_token_idx regression is not the same underlying issue as the broad v5 breakage report." + "reason": "StableLm pad-token field regression is distinct from the generic v5 breakage report." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 compatibility complaints, but they point to different concrete failures and code paths." + "reason": "Both are version-upgrade regressions, but one is checkpoint reload compatibility and the other is meta-init incompatibility for remote-code checkpoints." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies is unrelated to a broad version-breakage report." + "reason": "A typo in cache-strategy docs is not the same underlying bug as broad v5 model breakage." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 complaints, but one is specifically about import errors after upgrade and the other is a generic statement." + "reason": "Both are broad upgrade complaints, but one is import errors after an update and the other is a generic model-breakage report." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance is unrelated to the cache-strategy typo." + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import performance regression is different from a specific missing model import/module error." + "reason": "Import-time slowdown from lazy loading is different from a missing Qwen3_5ForCausalLM import/module error." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Wrong-model warning and Liger Kernel application under model_init are unrelated issues." + "reason": "A model-type warning for sam3_tracker is unrelated to Liger Kernel application in model_init." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support request and weight-conversion-script question are different feature areas." + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5-MoE is unrelated to a weight-conversion-script question for deepseekv4." }, { "left": "issue:44246", "right": "issue:44273", - "accept": true, - "reason": "Both describe the same lazy-loading/import slowdown problem; one reports the symptom and the other names the underlying lazy-loading failure." + "accept": false, + "reason": "Both concern import/lazy loading broadly, but one is intermittent import slowness and the other is lazy loading not working correctly." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing seeds is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "A missing set_seed in a test is unrelated to inverse_sqrt scheduler kwargs handling." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env CLI and scheduler kwargs are unrelated bugs." + "reason": "A broken env command and a scheduler kwargs bug are different code paths." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support gating for Nemotron is unrelated to Qwen3-VL bbox output errors." + "reason": "Nemotron Flash Attention 2.0 support and Qwen3-VL bbox errors are unrelated model-specific issues." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility and Qwen3-VL hallucination/bbox errors are unrelated." + "reason": "Python 3.9/3.10 compatibility and Qwen3-VL bounding-box hallucinations are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type checking." + "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type-checking failures." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Specific position_ids buffer access bug is not the same as a generic bug report." + "reason": "A position_ids buffer access bug is not the same as a generic bug report placeholder." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache strategy typo and SequenceFeatureExtractor.pad inefficiency are different issues." + "reason": "A cache-strategy typo is unrelated to numpy-list conversion overhead in SequenceFeatureExtractor.pad." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch is unrelated to a generic bug report." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to an unspecified generic bug report." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs passthrough and scheduler kwargs are unrelated." + "reason": "AutoProcessor kwargs passing to cached_file is unrelated to inverse_sqrt scheduler kwargs." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Wildcard-import slowdown is not the same as a HybridCache import failure." + "reason": "Import-star/lazy-loading performance issues are different from an import error for HybridCache." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance regression is unrelated to a testing_utils bug." + "reason": "Import-time slowdown and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python-version compatibility is not the same as a generic 'many models break' complaint." + "reason": "Python-version compatibility and broad v5 model breakage are not the same issue." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python-version compatibility is unrelated to a missing Qwen3_5ForCausalLM module import." + "reason": "Python-version compatibility is unrelated to the Qwen3_5ForCausalLM import failure." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bbox hallucination and Qwen3.5 Moe from_pretrained failure are different bugs." + "reason": "Same broad model area, but the reports describe different Qwen3.5/Qwen3-VL failure modes and are not mergeable as one bug." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "PatchTSMixer post_init validation and tied-weight-key AttributeError are different code paths." + "reason": "A patchtsmixer post_init policy issue is unrelated to an AttributeError in _get_tied_weight_keys." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about inputs/cache is unrelated to tokenizer loading regression." + "reason": "Documentation wording for forward args is unrelated to a tokenizer loading regression." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env CLI and lazy-loading/import slowdown are different bugs." + "reason": "Broken env CLI and lazy loading malfunction are different symptoms and code paths." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application under model_init is unrelated to flash_attention_3 degenerate training." + "reason": "Liger Kernel application in model_init and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are different processor bugs." + "reason": "Qwen3VL timestamp math and SmolVLM video padding calculation are different bugs." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer/ReLU discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:45468", + "right": "issue:46894", "accept": false, - "reason": "Generic bug report and Qwen3.5 Moe from_pretrained regression are not duplicates." + "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are different model-specific bugs." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained failure is unrelated to tied-weight-key AttributeError." + "reason": "Saving Pipeline objects and tied-weight-key AttributeError affect different subsystems." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is not the same as a specific Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in Qwen3VL Processor is unrelated to GLM-5 RoPE implementation." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Env command breakage and missing Qwen3_5ForCausalLM import are unrelated." + "reason": "The env CLI regression is not the same as the Qwen3_5ForCausalLM import failure." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp logic is unrelated to inverse_sqrt scheduler kwargs." + "reason": "Timestamp calculation in a processor and scheduler kwargs handling are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The chosen umbrella issue and the lazy-loading/import duplicate pair are both supported by the titles and soft-pair evidence, and the note that there are no PRs is correct." - }, - "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 }, @@ -18754,310 +18680,310 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "6432d40ee442d1f271ca9a99550eff4c416d4b24fdcc27d6f288ac417db9b82c", + "prepared_review_unit_hash": "cb8930eb74c5cdc5cad854c58b523c22fb9519aa5cc3ebed6cde2561036f8948", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1851, - "serialized_chars": 960087, - "estimated_input_tokens": 240022, - "estimated_eval_tokens": 480300 + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 46, - "serialized_chars": 40596, - "estimated_input_tokens": 10149, - "estimated_eval_tokens": 20554 + "serialized_chars": 40603, + "estimated_input_tokens": 10151, + "estimated_eval_tokens": 20558 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose similarity cluster, not a true duplicate group. The strongest common thread is broad Transformers 5.x regression/compatibility complaints, but the items span unrelated model bugs, import errors, docs, and support requests, so I would not merge them as duplicates.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45850 is the broadest umbrella (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the shared regression theme, though the cluster is too heterogeneous for a strict duplicate canonical.", + "summary": "The cluster is very heterogeneous, with only loose lexical overlap around loading/import/version-regression topics. I do not see any true duplicate pair here, so all soft edges are rejected. If one issue must stand in as a weak representative, issue 31515 is the least noisy and most concrete loading-related report, but confidence is low.", + "confidence": 0.22, + "canonical_issue_reason": "No strong canonical duplicate emerges from this mixed set; issue 31515 is the cleanest concrete, non-spam issue and is closest to the cluster\u2019s recurring loading/from_pretrained theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most representative high-level regression report in the set, but it is still too vague to serve as a true dedupe anchor.", + "best_issue_reason": "Issue 31515 is the most reasonable global representative because it is specific, technically grounded, and closer to the small loading-related slice of the cluster than the broader regression or meta issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-* performance regression and multi-thread VRAM leak are different failure modes." + "reason": "Import-star performance regression and VRAM leak in a model worker are unrelated bugs." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion is not the same bug as a model-loading breakage." + "reason": "Documentation confusion about forward inputs is not the same as a Llama model-loading failure." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in dataloader threads and GLM-5 RoPE implementation are unrelated." + "reason": "Qwen3 VRAM leak and GLM-5 RoPE implementation are different code paths and bug types." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared-expert gating logic and DeepSeek-V4 weight transposition are different code paths." + "reason": "DeepSeek shared-expert gating and a tensor transpose issue are unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "RoPE implementation discussion and Gemma-4 audio positional encoding are not the same issue." + "reason": "GLM-5 RoPE logic and Gemma-4 audio positional encoding are not the same defect." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance and a VRAM leak bug do not share the same root cause." + "reason": "TF32 API usage guidance is unrelated to a dataloader-thread VRAM leak." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network requests and Qwen3VL timestamp math are unrelated." + "reason": "Local-files-only network requests and Qwen3VL timestamp math are distinct bugs." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad v5 regression report is not the same as a specific Qwen3_5 import failure." + "reason": "A broad regression complaint and a specific Qwen3_5 import failure are not the same issue." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation and missing save_pretrained files are different processor bugs." + "reason": "Timestamp calculation and missing save_pretrained outputs are different processor bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split output handling and Gemma-4 audio positional encoding are unrelated." + "reason": "torch.split indexing behavior and Gemma audio positional encoding are unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is a different bug from audio positional encoding." + "reason": "CPU offload device mismatch and Gemma audio positional encoding do not share the same root cause." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation and multi-thread VRAM leak do not match." + "reason": "Qwen3VL timestamp logic and Qwen3 VRAM leakage are different failures." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are different requests." + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are unrelated change requests." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import failures, but for different missing symbols/modules and not one concrete bug." + "reason": "Both are import errors, but for different missing symbols/modules and different underlying fixes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support for NemotronH and Qwen3_5 import failure are unrelated." + "reason": "Flash Attention support for Nemotron and a Qwen3_5 import failure are different problems." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5, but one is a general behavior change and the other a specific decoder-type bug." + "reason": "Both concern tokenizer v5 behavior, but the reported symptoms and fixes are not the same concrete bug." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Specific GPT2 flash-attention support and a generic Flash Attention 2.0 request are not the same concrete issue." + "reason": "GPT2 Flash Attention 2.0 support and a generic FA2 request are too broad to treat as the same change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and the unrelated 'Unemployment' issue are clearly different." + "reason": "Scheduler kwargs handling is unrelated to the spam/irrelevant issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and the unrelated 'Unemployment' issue are not duplicates." + "reason": "Cache-strategy typo and the unrelated spam issue are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIP attentions regression and the unrelated 'Unemployment' issue are different." + "reason": "CLIP attentions assignment bug and the unrelated spam issue are not duplicates." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "The unrelated 'Unemployment' issue is not the same as the broad v5 breakage report." + "reason": "Spam/irrelevant content is not a duplicate of a broad regression report." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure and the unrelated 'Unemployment' issue do not match." + "reason": "Python 3.14 loading failure and the unrelated spam issue are not the same bug." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crash and chat-template tool-call crash are different bugs." + "reason": "Tied-weight-key crash and chat-template tool-call crash affect different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained loading and a missing import symbol are unrelated." + "reason": "Slow checkpoint loading and a missing imported helper are unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing config pad token index and tied-weight key crash are different problems." + "reason": "Missing pad_token_idx config support is not the same as tied-weight-key handling." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing Llama4Config pad_token_id and tied-weight key crash are not the same issue." + "reason": "Llama4 pad_token_id absence and tied-weight-key crash are different defects." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request and missing processor.save_pretrained files are unrelated." + "reason": "FP8 inference support request and missing processor save files are unrelated." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different models and code paths." + "reason": "Both mention Flash Attention 2.0, but they target different model families and code paths." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() mask bug and slow checkpoint loading are unrelated." + "reason": "BART generate mask bug and slow from_pretrained loading are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failure and slow from_pretrained loading are different concerns." + "reason": "MLflow reporting on failed jobs and checkpoint load latency are different issues." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading speed and tensor-parallel training bug are unrelated." + "reason": "Loading performance and tensor-parallel training behavior do not share the same bug." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance and documentation clarity are not the same bug." + "reason": "Checkpoint load slowdown and documentation confusion are not duplicates." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support and a Qwen3.5 MoE from_pretrained error are different issues." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a Qwen3.5 MoE from_pretrained error are distinct reports." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and FP8 support are separate feature requests." + "reason": "Audio continuous batching support and FP8 support are different feature requests." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface are unrelated." + "reason": "init_weights behavior in Mamba models and RoFormer attention-interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared-expert gating are different bugs." + "reason": "Mask2Former ignore_value handling and DeepSeek shared-expert gating are different bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type-hint issue is not the same as a tokenizer regex warning." + "reason": "A config type-hint issue and a tokenizer regex warning are unrelated." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Unused ignore_value and missing kwargs in loss calculation are different code paths." + "reason": "Unused ignore_value logic and missing kwargs in loss calculation are different defects." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs handling and RoFormer attention implementation are unrelated." + "reason": "Loss kwargs propagation and RoFormer attention-interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former ignore_value and tokenizer regex warnings are not duplicates." + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings do not match." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2former ignore_value handling and RoFormer attention interface are unrelated." + "reason": "Mask2Former ignore_value logic and RoFormer attention-interface usage are different code paths." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Model bug and a typo in quantization-operation naming are different." + "reason": "Ignore_value handling and a typo in quantization operation naming are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Type-hint correctness and a typo fix are not the same issue." + "reason": "A config type hint fix is not the same as a typo fix." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation and ModernBERT type hints are unrelated." + "reason": "Loss kwargs propagation and a norm_eps type-hint correction are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 normalization semantics and ModernBERT type hints are different topics." + "reason": "A question about Llama4TextL2Norm behavior and a ModernBERT type-hint issue are different problems." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value handling and ModernBERT config typing are unrelated." + "reason": "Ignore_value handling and norm_eps type hints are unrelated." } ] }, @@ -19090,7 +19016,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "56160a4ca2bae4cf4f36cc3eef09302bd1586bf40f028fe05bda7618f1b672d5", + "prepared_review_unit_hash": "d55fa97b9985dbf1d2da91d6cd0f25ee277ee58b68e04587dba347b2e7b64294", "component_budget": { "node_count": 3, "item_count": 3, @@ -19112,30 +19038,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: one is about tokenizer truncation behavior, one requests ReduceLROnPlateau-like scheduler behavior, and one asks for Wav2Vec2 word time offsets. They are separate feature requests in different components.", + "summary": "These three issues are not duplicates: one requests truncation-from-start behavior in tokenization, one asks for ReduceLROnPlateau-like scheduler functionality, and one asks for Wav2Vec2 word boundary time offsets. They target different APIs and problems.", "confidence": 0.98, - "canonical_issue_reason": "issue:10519 is the most concrete and self-contained feature request, with a clearly stated desired behavior and scope.", + "canonical_issue_reason": "issue 10519 is the clearest standalone feature request in the set, but it is not the same underlying problem as the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10519 is the best representative of the cluster because it is the most specific and actionable issue.", + "best_issue_reason": "issue 10519 is the most concrete and self-contained issue, so it is the best representative only in a very loose sense.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different topics and code paths: tokenizer truncation control vs Wav2Vec2 word timing metadata." + "reason": "Different subsystems and requests: truncation direction in tokenization vs. Wav2Vec2 word timing offsets." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated feature requests: truncation direction option vs learning-rate scheduler behavior." + "reason": "Unrelated feature requests: truncation behavior vs. learning-rate scheduler plateaus." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Separate requests in different subsystems: ReduceLROnPlateau-like scheduling vs Wav2Vec2 alignment/time offsets." + "reason": "No shared code-path or bug: scheduler functionality vs. Wav2Vec2 word boundary timing." } ] }, @@ -19167,7 +19093,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "2a9bd14cb250ded5b293b7203536ad019b7351fe6129598f3d9b589d62920175", + "prepared_review_unit_hash": "1c2aee842e2b6d95222ce9697e526cb60f56621a540c4a84739b36171e93fa95", "component_budget": { "node_count": 3, "item_count": 3, @@ -19189,24 +19115,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one issue appears to be about a model-loading failure; the other two are unrelated topics (Tapas tokenization and private-model auth error messaging). No soft pair should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 16618 is the clearest representative of the model-loading problem ('Can't load the model for bert-base-uncased') and is more general than the other issues.", + "summary": "These three issues do not appear to describe the same underlying bug. One is about Tapas tokenization parity with TensorFlow, one is about an error message when unauthenticated users download private models, and one is about failing to load bert-base-uncased. The soft similarities are too broad to merge them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "No clear duplicate cluster emerges; if one must be picked as the representative issue, #16618 is the most broadly framed user-facing failure report, but it does not match the other two closely enough to serve as a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "16618 best captures the underlying user-visible failure around loading a Hugging Face model; 15980 is specifically about an authentication/error-message edge case, and 13244 is about tokenizer behavior.", + "best_issue_reason": "#16618 is the strongest standalone issue in this set because it reports a concrete model-loading failure, but it should still be treated as separate from the other two rather than a duplicate canonical for them.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problems: Tapas tokenization mismatch vs. model loading failure for bert-base-uncased." + "reason": "Different problem domains: Tapas tokenization mismatch vs. a bert-base-uncased load failure. The overlap is only generic model/tokenization wording." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Related only at a high level to model download/load errors, but 15980 is specifically about private model download without login and error messaging, not the same concrete bug." + "reason": "#15980 is specifically about the error message when downloading private models without login, while #16618 is a model load failure for a public model name. Same broad area, but not the same bug." } ] }, @@ -19236,12 +19162,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "72a87f88f84f9289c8b321cd757fa3edb42240cd2b6bb14565d1e263ea7a3d38", + "prepared_review_unit_hash": "6618b8ec4d45057062b4ec5a4d7cc84251e9f317b47efe4bf9f71e2acdeb0caa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19249,7 +19175,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19258,18 +19184,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community-contribution feature requests in different areas (Flash Attention 2 vs GGUF support). They share a generic framing but not the same underlying change, so they should not be merged as duplicates.", + "summary": "These are two separate community-contribution feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share a similar wording pattern but not the same underlying change or code path.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue here is a true duplicate canonical for the other; if one must be referenced, issue #26350 is slightly more central only because it has more discussion activity, but it is not a better duplicate match.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Not the same bug/change: one asks for Flash Attention 2 support for more architectures, the other asks for GGUF support for more architectures. They are unrelated feature requests with no shared targets/files or concrete common code path." + "reason": "Different feature requests (Flash Attention 2 vs GGUF) with no shared target files or underlying bug/change, so they should not be merged as duplicates." } ] }, @@ -19334,12 +19260,12 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "d5c1638b212a772c3447e004d9d13e31e36ab3904e1011d2ae8b29b41303c810", + "prepared_review_unit_hash": "8d0abfd278eea2c7dfd7eaa3c7b14ae667298a5408068d0ca9fce4848d66c74b", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15974, + "serialized_chars": 15976, "estimated_input_tokens": 3994, "estimated_eval_tokens": 8244 }, @@ -19347,7 +19273,7 @@ "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15974, + "serialized_chars": 15976, "estimated_input_tokens": 3994, "estimated_eval_tokens": 8244 }, @@ -19356,192 +19282,192 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly not duplicates: several issues are separate docs-translation requests for different languages. The only clear duplicate groups are the identical placeholder-template issues and the identical Thai pair; the rest should stay separate.", + "summary": "Most items are separate i18n translation-tracking issues for different languages, so they are not duplicates. The only clear duplicate pair is the two identical Thai-titled issues 46222 and 46226.", "confidence": 0.84, - "canonical_issue_reason": "issue:43834 is the best anchor among the duplicate-like items because it is the earliest of the identical placeholder-template translation issues and sits at the center of that exact-duplicate subgroup.", + "canonical_issue_reason": "Issue 46222 is the earliest member of the only exact duplicate pair; 46226 looks like the same issue copied verbatim.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the most representative issue in the cluster, but only for the repeated placeholder-template translation-request subgroup, not for the language-specific requests.", + "best_issue_reason": "46222 is the best representative because it has the strongest duplicate evidence and is the natural survivor of the exact duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language requests (Turkish vs generic template); same theme but not the same underlying issue." + "reason": "Different language-request issues; similarity comes from the shared translation template, not the same underlying request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language requests; these are separate translation tickets, not one bug/change." + "reason": "Different language-request issues; only the template/title pattern overlaps." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request vs generic placeholder template; related topic, but not the same issue." + "reason": "Different language-request issues; no evidence they target the same translation task." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages and separate translation work items." + "reason": "Distinct language requests (Turkish vs Romanian), so not duplicates." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct issues." + "reason": "Distinct language requests (Turkish vs Spanish), so not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request is separate from the generic placeholder-template issue." + "reason": "Template similarity only; these appear to be separate localization issues." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language translation requests; not the same underlying ticket." + "reason": "Template similarity only; no indication of the same language/request." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian translation requests are separate." + "reason": "Distinct language requests (Spanish vs Romanian), so not duplicates." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request vs generic template issue; same subsystem, different issue." + "reason": "Template similarity only; separate issue instances." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request and generic template issue are not the same underlying task." + "reason": "Romanian translation request vs generic templated issue; not enough to treat as the same issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request vs generic placeholder-template issue; related, but distinct." + "reason": "Romanian translation request vs generic templated issue; likely separate requests." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request is separate from the repeated generic template issues." + "reason": "Romanian translation request vs generic templated issue; not a clear duplicate." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian translation issue vs unrelated Thai-titled issue." + "reason": "Different titles and no shared concrete request beyond being translation-related." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation issue vs unrelated Thai-titled issue." + "reason": "Different titles and no shared concrete request beyond being translation-related." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Same placeholder title and near-identical body; looks like an exact duplicate of the same translation request." + "accept": false, + "reason": "Matching placeholder-style title, but that only shows the same template, not the same issue." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Same placeholder-template issue; the bodies/titles are effectively the same." + "accept": false, + "reason": "Matching placeholder-style title, but bodies/contexts are not shown and may be different requests." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Very similar body text, but the titles are unrelated and this does not clearly look like the same issue." + "reason": "Only broad i18n similarity; no evidence they are the same underlying request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Same as above: high textual similarity, but not enough evidence that it is the same underlying issue." + "reason": "Only broad i18n similarity; not enough to merge as duplicates." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different Thai-language title and not clearly the same request as the placeholder template." + "reason": "Different title and no clear overlap beyond translation-related noise." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Identical placeholder-template translation issue; this is a clear duplicate." + "accept": false, + "reason": "Same placeholder template, but no concrete evidence the underlying language request is identical." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Text similarity is high, but the titles point to different issues and the match is not clear enough." + "reason": "Only generic translation-template similarity; likely separate requests." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "High similarity alone is not enough; the issue titles are unrelated." + "reason": "Only generic translation-template similarity; likely separate requests." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different Thai-titled issue; not clearly the same underlying task." + "reason": "No concrete match; these appear to be unrelated translation request issues." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Very similar bodies, but different titles and no clear evidence they are the same issue." + "reason": "Only generic translation-template similarity; not the same underlying issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Similar content, but not enough to treat as the same issue." + "reason": "Only generic translation-template similarity; not the same underlying issue." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different Thai-titled issue; not the same request." + "reason": "No concrete match; likely separate issues." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Same Thai title/body, so this is an exact duplicate pair." + "reason": "Same Thai title and identical issue footprint; this looks like a verbatim duplicate." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "The titles differ and the evidence does not show a clear one-to-one duplicate." + "reason": "Different title and no evidence of the same underlying request." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different titles and no strong proof they are the same underlying issue." + "reason": "Different title and no evidence of the same underlying request." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The summary correctly separates the language-specific translation requests from the clear duplicate subgroups, and the accepted pairs are supported by nearly/fully identical titles and bodies. No obvious overstatement beyond the evidence in the packet." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:46222 and issue:46226, is well supported by identical titles, identical body length, and jaccard 1.0. The remaining rejections are appropriately cautious given that the evidence shown is mostly shared i18n/template similarity without concrete proof of the same underlying request." }, "evaluator_used": true, "retried": false, @@ -19624,166 +19550,166 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "05774a1c79042f3e14b8d00c26f65df4a79a30feb7b840f6b042ed74b82e4b6d", + "prepared_review_unit_hash": "f74dcc6efb645b9861ab965e6c7d6613fe5dda1666b0e374ff98941b1de30f80", "component_budget": { "node_count": 19, "item_count": 19, "soft_pair_count": 40, - "serialized_chars": 24676, - "estimated_input_tokens": 6169, - "estimated_eval_tokens": 12594 + "serialized_chars": 24667, + "estimated_input_tokens": 6167, + "estimated_eval_tokens": 12590 }, "budget": { "node_count": 19, "item_count": 19, "soft_pair_count": 40, - "serialized_chars": 24676, - "estimated_input_tokens": 6169, - "estimated_eval_tokens": 12594 + "serialized_chars": 24667, + "estimated_input_tokens": 6167, + "estimated_eval_tokens": 12590 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are all about adding or supporting different models/features, but they are not duplicates of one another; the cluster is a loose thematic group, not a single underlying request.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits: the items request distinct models or capabilities (e.g. RoMa, EuroBert, RF-DETR, Qwen3-TTS/ASR, Voxtral, etc.) rather than the same bug/change.", + "summary": "This is a loose lexical cluster of feature-request issues about adding or adjusting many different models across vision, text, audio, and architecture variants. The similarities are mostly generic wording (\u201cAdd support\u201d, \u201cmodel request\u201d), not shared concrete code-path changes, so none of the soft edges should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43671 is the best anchor for the cluster: it is open, discussed, and sits in the densest soft-similarity region with the closest neighbor (43837), but it is still only one specific Qwen3 TTS request.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a strong global canonical. If a representative had to be picked, issue 43671 is a concrete model-support request, but it is not a duplicate of the rest.", + "best_issue_reason": "43671 is the most suitable representative issue: it is active and centrally connected to the closest speech-model requests, even though the surrounding items are still unrelated enough that they should not be deduplicated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different model families: RoMa keypoint matcher vs MiniCPM3 architecture." + "reason": "Different model domains (keypoint matcher vs MiniCPM3 architecture); only generic request wording overlaps." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config addition and DEIMv2 are unrelated model requests." + "reason": "EuroBert config and DEIMv2 are unrelated model requests with no shared concrete change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config work is unrelated to Qwen3-TTS support." + "reason": "BERT config request vs Qwen3 TTS support; different model families and tasks." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are different models with different integration needs." + "reason": "EuroBert vs RF-DETR are separate model additions with no same code path." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate detector requests, not the same change." + "reason": "Both are model requests, but RF-DETR and DEIMv2 are different vision models and changes." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are different model domains." + "reason": "RF-DETR detection and LFM2.5 audio are different modalities and implementations." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR detection support is unrelated to the weight-sparse transformer request." + "reason": "Detection model request vs sparse-transformer architecture request; not the same fix." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model integrations." + "reason": "RF-DETR and Qwen3-ASR are unrelated models; similarity is only at the request level." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are separate model requests." + "reason": "RF-DETR and Qwen3-TTS are different model families and tasks." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated models." + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and circuitgpt weight-sparse transformer are different changes." + "reason": "NeoBERT request and weight-sparse transformer request do not target the same change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio target different architectures and tasks." + "reason": "NeoBERT and LFM2.5 audio are different model additions." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model additions." + "reason": "RF-DETR and NeoBERT are separate model requests; broad subsystem overlap is not enough." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model support requests." + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are distinct model-specific requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR are not the same model or code path." + "reason": "MiniCPM3 architecture and Qwen3-ASR support are different concrete changes." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 support is unrelated to the OpenAI sparse transformer request." + "reason": "MiniCPM3 and the sparse-transformer proposal are unrelated requests." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model integrations." + "reason": "MiniCPM3 and ModernVBERT are different model additions, not one duplicate issue." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture work is unrelated to Voxtral TTS support." + "reason": "MiniCPM3 architecture vs Voxtral TTS support is different functionality." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models and tasks." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model requests." + "reason": "ModernVBERT models and Qwen3-ASR support are different model families/tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models and Qwen3-TTS are unrelated." + "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like models with RoPE are only broadly related by theme, not by the same underlying change." + "reason": "Both mention BERT-like models, but one is a specific model request and the other is a broad RoPE capability request." }, { "left": "issue:42738", @@ -19795,103 +19721,103 @@ "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like model support and the unrelated person-only issue are not duplicates." + "reason": "No meaningful technical overlap; one is a model feature request, the other is not a real request." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by branding but different modalities and code paths." + "reason": "Qwen3-TTS and Qwen3-ASR are related only by model family; they are different modalities and likely separate implementations." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and the sparse transformer request are unrelated." + "reason": "Qwen3-TTS and Voxtral TTS are different speech-model requests." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model integrations, not one bug." + "reason": "TTS support and DeepSeek-OCR2 are different model additions." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-TTS and the sparse-transformer proposal do not share the same code path." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different speech/audio models." + "reason": "ASR support and LFM2.5 audio are both audio-related, but they are different models and tasks." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model additions." + "reason": "Qwen3-ASR and EUPE are different model requests with no shared concrete implementation." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and circuitgpt are different features." + "reason": "Qwen3-ASR and weight-sparse transformer are unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model domains." + "reason": "LFM2.5 audio and SAM3-LiteText are different modalities and model families." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio support and SWA+sink for Granite are not the same change." + "reason": "Audio model support and Granite SWA+sink option are unrelated changes." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "OpenAI sparse transformer support and EUPE are unrelated model requests." + "reason": "Sparse-transformer proposal and EUPE are different model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are distinct speech-model support requests." + "reason": "Qwen3-ASR and Voxtral TTS are both speech-related, but they are different models/tasks and would not merge cleanly." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated models." + "reason": "NeoBERT and Voxtral TTS are unrelated requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different tasks and code paths." + "reason": "ASR support and OCR2 support are different model additions." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests." + "reason": "EUPE and TIPSv2 are both vision-language encoders, but they are distinct model requests and likely separate code paths." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and the unrelated person issue are not duplicates." + "reason": "ModernVBERT and the closed off-topic issue have no technical overlap." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and the unrelated person issue are not duplicates." + "reason": "Voxtral TTS support and the off-topic closed issue are unrelated." } ] }, @@ -19921,12 +19847,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "fce130c229484c5968d6420ea9c16206fce5ab6b7b8eda936c3615c24d88aa30", + "prepared_review_unit_hash": "cc4d675da631eb9b0b6ddb781774a814644f862b1066d58c99ea7ffff9f75ccd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19934,7 +19860,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19943,18 +19869,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request about adding Pruna, and the other is a Vision RoPE refactor. The soft similarity is superficial only.", - "confidence": 0.99, - "canonical_issue_reason": "Issue 46443 is the better canonical representative because it is the substantive technical item; issue 38740 is a separate docs request and not part of the same change/problem.", + "summary": "These are not duplicates: one is a closed docs request for adding `pruna` as an optimization framework, while the other is an open technical issue about a Vision RoPE refactor. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46443 is the better representative because it is the substantive open technical item; issue 38740 is a separate closed documentation request with no overlap in subject matter.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the clearest standalone issue in the cluster. Issue 38740 is unrelated and should not be used as the representative problem.", + "best_issue_reason": "Issue 46443 is the best issue for the cluster because it is the only concrete engineering problem here and is more likely to anchor any related work. Issue 38740 is unrelated docs content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different domains and intents: documentation/vendor listing vs. a model architecture refactor. No shared code path or underlying bug/change." + "reason": "Different topics and artifact types: a docs/framework addition request versus a Vision RoPE refactor. No shared code path or underlying change." } ] }, @@ -19984,12 +19910,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "9fbe694375bc10af878582b80d7ec087fd4301715ac7e221203919df32a8921f", + "prepared_review_unit_hash": "30e0f400e898597ffb96e8571c50b042831c8d6d616dd6fc82ac89a7fbe79137", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -19997,7 +19923,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20006,18 +19932,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a vague request about block decoding, while the other is a specific feature/support request for DeepSeek v3.2. They do not appear to describe the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The two issues are unrelated: one asks for block decoding support, while the other requests DeepSeek v3.2 model support. There is no duplicate relationship here.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical duplicate; if forced, #43037 is the more specific feature request, but it is unrelated to #41084.", "canonical_pr_reason": null, - "best_issue_reason": "#43037 is the more specific and actionable issue, but it is not a duplicate of #41084.", + "best_issue_reason": "#43037 is the more concrete and actionable issue title, but it does not overlap with #41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "The titles and contexts are unrelated: 'Set Block Decoding' is a generic decoding-control request, while 'DeepSeek v3.2 support' is a model/version support request. No clear shared bug or change." + "reason": "Different underlying requests: block decoding vs DeepSeek v3.2 support. They do not describe the same bug or change." } ] }, @@ -20047,40 +19973,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "ac8c3f5871fdad618f17c5bd20c449c6b67fbee5c68d78320684656029bced2f", + "prepared_review_unit_hash": "d591cf1b28fdd1dc35acd3e6a971e1792bad33a7c778fc1d4c569a3271f48374", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one asks for a `from_pretrained()` flag for `TiledFusedLogitsLoss`/FLCE, while the other requests integrating `TiledMLP` for lower memory use. They share only the broad \u201cTiled\u201d naming and target different components and changes.", - "confidence": 0.97, - "canonical_issue_reason": "No true canonical duplicate here; the issues describe different features in different code paths, so neither should be collapsed into the other.", + "summary": "These two issues are both about tiled-model efficiency, but they request different features in different code paths: one is a from_pretrained() flag for TiledFusedLogitsLoss/FLCE, the other is integrating TiledMLP for lower memory use. They are related in theme, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 41306 is the more concrete and narrowly scoped request, centered on a specific from_pretrained() API flag for TiledFusedLogitsLoss/FLCE.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue for the cluster, #41306 is slightly more concrete and implementation-specific, but it should still remain separate from #41826.", + "best_issue_reason": "Issue 41306 is the better canonical triage target because it has a clearer implementation surface and is less broad than the general TiledMLP memory-footprint request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Reject: the titles and problem statements concern different modules and different requested changes (`FLCE` flag in `from_pretrained()` vs. integrating `TiledMLP` for memory reduction). Similar naming is insufficient to treat them as the same underlying issue." + "reason": "Different underlying changes: one targets FLCE/TiledFusedLogitsLoss configuration in from_pretrained(), the other asks for a TiledMLP integration to reduce memory footprint. Same general theme, not the same bug or feature." } ] }, @@ -20110,12 +20036,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "843a994792c93835f354b09d35fd506e2568a93d599e915d4f5debc3ef3dfbdd", + "prepared_review_unit_hash": "73ca1f92acca2653b4c8613aa176899934ba6800569b9ffb299c46dd4483db36", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20123,7 +20049,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20132,18 +20058,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related to Trainer customization, but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #43598 is the more concrete and narrowly scoped report, centered on a specific Trainer behavior (`remove_unused_column`) and its customizability.", + "summary": "Two closed issues about Trainer customization, but they target different problems: one is about `remove_unused_column(s)` behavior, the other about FLOPS estimation for custom trainers. They are related only at a high level, not the same bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43598 is the more concrete and actionable Trainer customization request, centered on a specific behavior (`remove_unused_column`) rather than a broader estimation concern.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the best issue anchor because it names the exact Trainer mechanism involved and is easier to map to a concrete code change or discussion.", + "best_issue_reason": "Issue 43598 is the best representative of the cluster because it has the clearest, narrowly scoped code-path and is most directly about improving Trainer customizability.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share a broad Trainer/customization theme, but one concerns unused-column removal and the other concerns FLOPS estimation for custom trainers; these are different underlying bugs." + "reason": "Both mention custom trainers, but one concerns unused-column removal while the other concerns FLOPS estimation; these are different code paths and not the same underlying issue." } ] }, @@ -20173,7 +20099,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "5df20f030f06c2a9755d026fd9248bdfdb69b8b743cec48cb04c99c4a137249b", + "prepared_review_unit_hash": "5c4543f60e41f91351037c1b98ea590e976711a6fd33df3e0781bb9b85b4126c", "component_budget": { "node_count": 2, "item_count": 2, @@ -20195,18 +20121,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related only at a very broad level (Qwen model support in Auto classes) but describe different requests: one asks for registration of Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They are not the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #43684 is the broader and more general request, focused on AutoModel registration for a specific Qwen3-Omni model, so it is the better canonical representative of this small cluster.", + "summary": "Both items concern adding Hugging Face AutoModel support for Qwen variants, but they target different model families and different auto classes/tasks, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43684 is the broader, more general model-registration request (AutoModel and AutoModelForConditionalGeneration) and is the better canonical representative of the cluster theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the best issue candidate because it is more general and closer to an AutoModel registration gap, whereas #44405 is a separate task for sequence-classification support on a different Qwen variant.", + "best_issue_reason": "Issue #43684 is the best issue to keep as the cluster anchor because it describes the underlying registration gap at a higher level, while #44405 is a narrower task-specific request for Qwen3.5 classification support.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families/variants and different functionality: model registration for Qwen3-Omni vs sequence-classification support for Qwen3.5. They share the same ecosystem but not the same concrete fix." + "reason": "Different underlying change requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Same family, but not the same bug or mergeable fix." } ] }, @@ -20243,7 +20169,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "7b27d96e4216afe1eed2b8f25fb2d64999c8d02ba91745032d9c86942ef4cc5d", + "prepared_review_unit_hash": "92149b2101eedca7726ac43fa357f147fb6184cb2f62bcb1c281a66e961d34bb", "component_budget": { "node_count": 4, "item_count": 4, @@ -20265,55 +20191,58 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Four closed issues with very little content; one has a distinct title (\u201cFett\u201d) and three share the same generic title (\u201chuggingface \u201d). There isn\u2019t enough concrete information to confidently merge any pair as the same underlying bug.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 43845 is the best representative of the repeated \u2018huggingface \u2019 titles and is the most central item in the apparent mini-cluster, but the available text is too sparse to prove it is a duplicate of the others.", + "summary": "43835 looks unrelated. The three \"huggingface\" issues form the likely duplicate family, with 43845 as the best representative because it is the earliest of those repeated-title reports. The soft-edge duplicates should be justified only by the repeated title and lack of distinguishing evidence in the packet.", + "confidence": 0.65, + "canonical_issue_reason": "43845 is a good canonical issue because it is the earliest of the repeated \"huggingface\" reports, and the packet gives no evidence that it differs from the other same-title entries.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best issue to anchor the cluster because it matches the repeated title pattern and is one of the earliest of the similar issues, but the evidence is too thin for a stronger claim.", + "best_issue_reason": "43845 is the strongest issue representative: it matches the repeated title pattern and is the earliest of the likely duplicate issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Only weak title similarity; \u2018Fett\u2019 and \u2018huggingface \u2019 do not indicate the same underlying bug." + "reason": "Different titles ('Fett' vs 'huggingface') and no shared files, targets, or body evidence linking them to the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Only weak title similarity; no shared details or explicit linkage show the same issue." + "reason": "Different titles and no additional metadata in the packet suggesting the same report." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Only weak title similarity; the distinct title makes a duplicate relationship unlikely." + "reason": "Different titles with no shared files, targets, or other concrete evidence of the same bug." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "The titles match, but there is no body detail or linkage confirming the same concrete problem, so this is too thin to accept." + "accept": true, + "reason": "Same title ('huggingface') and no packet evidence distinguishing them as separate underlying issues." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Same generic title, but no substantive description or references to establish the same underlying bug." + "accept": true, + "reason": "Same title ('huggingface') and no separate issue-target/file evidence in the packet to distinguish this report from the others." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same generic title, but the available evidence is insufficient to confirm a duplicate relationship." + "accept": true, + "reason": "Same title ('huggingface') with no concrete evidence in the packet that they describe different underlying issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly grounded, but the soft-edge reasoning is not fully conservative. In particular, the 43845\u201343859 pair is described as having \"close timing,\" which is not supported by the packet (they are nearly 13 hours apart). The 43846\u201343859 rationale also overstates similarity by calling the metadata \"near-identical\" when the packet only clearly supports shared title and soft similarity. Please keep the duplicate claims weaker and tied strictly to the available evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20347,88 +20276,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "4af827ef5cc19a9b6c2b637ccca4a5d639648bec3654a0f67931e6f6cffff697", + "prepared_review_unit_hash": "b1ae91b6c483fe18db74b965eb17591af4fca0175af5ed69f90397d8a13ad817", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are low-information, mostly unrelated issue reports: three identical spam placeholders, one documentation suggestion, and one branded phrase. There is no evidence they describe the same underlying bug or change, so none of the soft pairs should be merged as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44371 is the earliest of the identical \"\" entries, so it is the most reasonable canonical representative for the spam-like subset.", + "summary": "This cluster is mostly unrelated low-information spam and one generic documentation suggestion. The repeated \"\" issues are superficially similar, but they do not describe a concrete shared bug or change, so I would not merge any of the soft pairs.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44371 is the earliest and most representative of the repeated \"\" spam-like reports, so it is the best anchor if a single issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 is the best overall representative because it matches the repeated placeholder spam pattern and is the earliest of the identical titles.", + "best_issue_reason": "issue:44371 is the clearest cluster representative because it matches the repeated spam pattern and is the earliest of that subset; the other issues are either different spam text or a different documentation request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are placeholder spam issues, but there is no concrete shared bug or change description to justify treating them as duplicates." + "reason": "Same placeholder title, but no concrete bug/change is described; this looks like separate spam submissions rather than one duplicate issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same generic spam title, but no substantive content indicates the same underlying issue." + "reason": "Both are generic \"\" reports with no shared technical problem to unify." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam placeholder text and the other is a documentation enhancement request; they are clearly different artifacts." + "reason": "One is spam-like and the other is a documentation enhancement suggestion; they are not the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a distinct phrase about \"Google LLC\" are not the same issue." + "reason": "Generic spam title versus a specific \"Google LLC\" message; no evidence of the same bug or request." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement versus spam placeholder; no common concrete problem." + "reason": "Documentation enhancement request and placeholder spam are unrelated." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement versus spam placeholder; unrelated." + "reason": "Documentation enhancement request and placeholder spam are unrelated." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but the available information is too generic to confirm the same underlying report beyond superficial similarity." + "reason": "Both are labeled \"\", but there is no concrete shared issue beyond the placeholder title." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and a distinct branded phrase; no indication of the same bug or request." + "reason": "Two different spam-like submissions with different titles and no shared underlying problem." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and a distinct branded phrase; unrelated." + "reason": "Two different spam-like submissions with different titles and no shared underlying problem." } ] }, @@ -20458,7 +20387,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "a31fd907d278bd37b5386c7b5044a15e1528d1e31f63215411c5e9027bd0920d", + "prepared_review_unit_hash": "f3b109f6b5251402894628a421cbf345d0c14dca2272f1e096b2cf32e9ceb3ba", "component_budget": { "node_count": 2, "item_count": 2, @@ -20480,27 +20409,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues appear to be duplicates of the same report, with identical titles and near-identical body size/structure. Issue #45145 is the better canonical choice because it has an inbound reference and was created earlier.", - "confidence": 0.98, - "canonical_issue_reason": "#45145 is slightly better as the canonical issue: it was created earlier and already has an inbound reference, suggesting it is the more established thread.", + "summary": "Two closed issues share the exact same title and a moderate soft-similarity signal. #45145 is the stronger canonical candidate because it is earlier and has an inbound reference, while #45151 does not show distinct scope.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #45145 is earlier and has the only inbound reference, so it is the better canonical representative for this likely duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best representative issue for deduplication for the same reasons: earlier timestamp and more linkage/activity than #45151.", + "best_issue_reason": "#45145 is the best single issue to keep because it has the stronger linkage signal and there is no evidence that #45151 adds separate scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Accept: the issues have the same title and highly similar body characteristics, indicating the same underlying report rather than merely related topics." + "reason": "The issues have identical titles and a moderate textual-similarity signal, with no distinct scope visible in the packet." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the issues share the same title, have close body lengths, and the earlier issue (#45145) also has an inbound reference, so treating #45145 as canonical is reasonable. The wording is mostly conservative; the only slight caution is that \u201cbody size/structure\u201d is stronger than the packet explicitly proves, but the duplicate assessment itself is supported by the available evidence." + "accept": false, + "feedback": "The packet supports that these two closed issues share an identical title and have a moderate soft-similarity signal, with #45145 having the stronger linkage/canonical status. However, the summary overstates the evidence by calling them \"near-identical\" and asserting highly similar bodies/duplicate status too strongly based only on the soft-similarity signal (jaccard ~0.63) and no body-level content." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20578,7 +20507,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "2fd8dd3a4ce2bf6f160770247a357d9a52e52cb6d27e557c3e31971a8fac2c11", + "prepared_review_unit_hash": "662bc8dfb94ee482a5ac57b69d68b153b0ada9c1bba226ecd5e5f0e2db8b6695", "component_budget": { "node_count": 2, "item_count": 2, @@ -20600,18 +20529,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not look like duplicates of the same bug or change; they appear to be separate person-name/date entries with only a shared surname.", - "confidence": 0.97, + "summary": "The two closed issues are not duplicates; they are unrelated personal-name/date entries with no body, links, or shared targets/files. This looks more like separate low-signal/spam reports than the same underlying bug.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a clear canonical duplicate target; if forced, 45762 is only a marginal representative, not because it matches 45763.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and different dates; no evidence of the same underlying issue." + "reason": "Different subject names and dates, no body or shared technical context; not the same underlying issue." } ] }, @@ -20641,7 +20570,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "c6ae58f6e3917949458a07d8459aa5d44251b817f5794deb0b81f0d51a46c684", + "prepared_review_unit_hash": "620fc3b314df01a5c45117a5e2b13e3001203c98e788acf17b2fcf3e27ee96f2", "component_budget": { "node_count": 2, "item_count": 2, @@ -20663,18 +20592,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are bare title-only stubs with different personal-name/date strings and no shared technical content, so they do not look like duplicates.", - "confidence": 0.94, + "summary": "The two closed issues have similarly structured titles but no substantive evidence of being duplicates; they appear to be unrelated name/date entries with no body, links, or shared targets.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical target; there is no evidence of the same underlying bug or request, only unrelated name/date titles with no body.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles refer to different people and dates, with no body, references, or technical overlap indicating the same issue." + "reason": "Only superficial title similarity; no body, targets, references, or other evidence they describe the same underlying problem." } ] }, @@ -20704,12 +20633,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "ced237c45ae21303ebba322476c1b09c3f88d19b7eca17b51c2cfa469b025691", + "prepared_review_unit_hash": "d8506f74311e96f5477eb51b3f7ca7f88b8ef0ea06d069041f4cbed9e0b84a85", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20717,7 +20646,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20726,18 +20655,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model head, while the other asks for FP8 training support. They do not describe the same bug or change.", + "summary": "The two issues are unrelated feature requests: one asks for Qwen3_5 token-classification support, the other for FP8 training support. They should not be deduplicated.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue for this pair; they target different functionality and code paths.", + "canonical_issue_reason": "No canonical issue: the items describe different features and different code paths.", "canonical_pr_reason": null, - "best_issue_reason": "45810 is the more self-contained and specific request, but it is not a true duplicate of 46295.", + "best_issue_reason": "If forced to pick a representative issue, 45810 is the more concrete and narrowly scoped request, but it is not a duplicate target for 46295.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature areas: model-head addition for token classification versus FP8 training support. They are not the same underlying change." + "reason": "Different feature requests with no clear shared underlying bug or change; token classification model support is unrelated to FP8 training support." } ] }, @@ -20777,12 +20706,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "2334846e7b90faee21adaf922a7ade3774e74930ed9eaf0abf610e435e80a9ac", + "prepared_review_unit_hash": "fafdcb9c7360d5033da64f8fb65c47e7a9d55b7b44a371ad5d335caf1f056cf0", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20790,7 +20719,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20799,69 +20728,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The items split into two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is about a financial dataset bundle and is not the same underlying request as the example/service issues, so it should stay separate.", - "confidence": 0.89, - "canonical_issue_reason": "45872 is a clean exact-duplicate representative of the more specific DataForge financial time series + scraping service request; it is the clearest standalone issue among the items.", + "summary": "This packet splits into two separate exact-duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated. There is no single canonical issue for the full packet.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the whole packet; it contains two distinct duplicate pairs plus one unrelated issue.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the strongest issue to keep as the representative because it is an exact duplicate pair with 45873 and has the most concrete, differentiated title.", + "best_issue_reason": "If forced to pick one representative, 45870 is the cleanest representative of the 45870/45871 duplicate pair, but it should not be treated as the canonical for the entire packet.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Dataset bundle vs example application; related domain, but not the same issue or change." + "reason": "Different topics: a dataset advertisement is not the same underlying issue as a DataForge example." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Dataset bundle vs example application; similar financial theme, but different artifact type and intent." + "reason": "Different topics: dataset promotion vs. DataForge example content." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and same body length; looks like an exact duplicate issue." + "reason": "Same title and apparent content; these are exact duplicate issues." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are financial DataForge ideas, but one is an example and the other adds a scraping service; not the same concrete request." + "reason": "Related finance wording, but one is an example and the other adds a scraping service; not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Example issue vs scraping-service request; same broad area, different underlying ask." + "reason": "Same as above: broad thematic overlap only, not a concrete duplicate." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same broad financial topic, but one is an example and the other is a different service-oriented request." + "reason": "Broad similarity only; the scraping-service variant is a different issue from the plain example." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same broad topic, but not the same underlying issue; one is an example, the other is a scraping-service request." + "reason": "Broad similarity only; not the same underlying issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and same body length; looks like an exact duplicate issue." + "reason": "Same title and apparent content; these are exact duplicate issues." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet. The two accepted soft edges are supported by identical titles, identical body lengths, and jaccard 1.0, while the false edges stay conservative by distinguishing the dataset-bundle item from the example/service requests. The representative choice of 45872 is also reasonable." + "accept": false, + "feedback": "The pairwise verdicts are mostly conservative and grounded, but the cluster-level summary/canonical choice overstates the structure of the packet. The packet appears to contain two separate duplicate pairs, so selecting 45870 as a single canonical representative for the whole set is not well-supported without explicitly noting the split. I\u2019d accept the duplicate-pair judgments, but not the single-canonical framing as written." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20885,7 +20814,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "9337c6ed8b3a6109cab9d1876ea3548c95c075e8a112826b467d6b885707c50d", + "prepared_review_unit_hash": "862dedd0e002380bea649b16362e4388436682e340bedd2626d7a65a93388a49", "component_budget": { "node_count": 2, "item_count": 2, @@ -20907,18 +20836,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern static-cache behavior around linear attention, but they describe different failure modes: one is wrong-shape corruption during early initialization, the other is a KeyError for `linear_attention` in Qwen3.5. I would keep them separate absent stronger evidence they share the exact same root cause.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it is the more general description of the static-cache/linear-attention corruption, while 46441 is a specific model-specific crash report.", + "summary": "Both issues concern static cache handling around linear-attention/Qwen3.5, but they describe different concrete failures: one is shape corruption from `early_initialization`, the other is a `KeyError('linear_attention')` in Qwen3.5. That is too weak to treat as a duplicate cluster.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 46439 is the better canonical because it identifies a specific mechanism (`early_initialization`) and a concrete failure mode (shape corruption / `RuntimeError`), which is more actionable than the more product-specific crash report.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the best issue candidate because it names the underlying mechanism and failure class more directly than the narrower Qwen3.5-specific report.", + "best_issue_reason": "Issue 46439 is the strongest standalone report: it is more technically diagnostic and likely closer to the underlying bug than the narrower Qwen3.5 crash description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Reject: both mention static cache and linear attention, but one reports shape corruption in early initialization and the other reports a `KeyError` on `linear_attention`; these look like related symptoms, not clearly the same underlying bug." + "reason": "They share the static-cache/linear-attention theme, but the reported errors are different (`RuntimeError` from wrong shapes vs `KeyError('linear_attention')`) and there is no evidence they are the same underlying code-path or fix." } ] }, @@ -20948,7 +20877,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "2d912bbda9b8672e316bec841fbb20eb470403f079b49ed4ec7281ef14dcda02", + "prepared_review_unit_hash": "e1a75bc39af229eec690e770923b81d42a80bd3d89eb2c09e74446ebaf263cba", "component_budget": { "node_count": 2, "item_count": 2, @@ -20970,28 +20899,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are near-exact duplicates: same title, same body length, and the same tokenizer bug description. The open issue is the better canonical target.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is still open and appears to be the active report for the same exact bug.", + "summary": "The pair looks very likely related and probably duplicate, but the evidence is not strong enough to call it a definite duplicate from the packet alone. The titles are identical and the body lengths match, yet the actual body content is not shown, so this should be treated conservatively as a probable duplicate rather than a confirmed one.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #46552 is the better canonical tracker because it is open and has inbound references, making it the active report to keep.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 is the best issue to keep as the primary tracker: it has the same problem statement as #46551 and is open with inbound references.", + "best_issue_reason": "Issue #46552 is the best issue to retain because it is the live discussion and likely source of any follow-up fixes; #46551 is closed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", - "accept": true, - "reason": "Same title and same underlying Wav2Vec2CTCTokenizer bug report; these are duplicate issues for the same defect." + "accept": false, + "reason": "Strong duplicate signal from identical titles, identical body length, and soft similarity, but the packet does not prove the bodies are actually identical or that both issues are definitively the same report. Conservatively, this is a probable duplicate, not a confirmed one." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The packet supports the core conclusion: both issues have the same title and identical body length, and the soft-similarity signal is maximal. Treating #46552 as the canonical open tracker is reasonable, and the duplicate-pair verdict is appropriately conservative." + "accept": false, + "feedback": "The duplicate call is plausible, but the reasoning overstates the evidence. The packet confirms identical titles, identical body length, and a strong soft-similarity signal, but not that the bodies are actually identical or that the issues are definitively the same report. The soft-edge verdict should be more conservative than a full accept." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21014,7 +20943,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "ff738f307664558bac3f47a38ea47d2b5cdb5ea31c4a1b9dd9d6939d9832305b", + "prepared_review_unit_hash": "a67f8a63afc820d061be1d59a99744a3af1a993da0f87723cac795f17816eaf2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21036,18 +20965,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues describe different training failures: one is a tensor-shape mismatch during object detection training, the other is an out-of-memory condition after several epochs in RT-DETR v2. They are not duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "issue:46657 is the better anchor because it reports a concrete tensor size mismatch bug; issue:46692 is a separate memory-exhaustion report with a different symptom and likely different root cause.", + "summary": "These two issues are about different training failures: one is a tensor shape mismatch during object detection training, the other is an out-of-memory problem after several epochs in RT-DETR v2. The overlap is only superficial (both concern training/object detection), so they should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46657 is the clearer, more concrete bug report and is a better representative of a tensor-shape mismatch class of failures; #46692 is a separate memory-pressure symptom in a specific model.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46657 is the more specific and self-contained bug report, while issue:46692 is about OOM during training and does not match the tensor mismatch failure mode.", + "best_issue_reason": "#46657 is the best issue to anchor this cluster because it states a specific, actionable error condition. #46692 is not a duplicate and should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different underlying problems: tensor size mismatch vs. out-of-memory after epochs. Similar training context, but not the same bug." + "reason": "Reject: different failure modes. #46657 reports a tensor size mismatch, while #46692 reports OOM after epochs in RT-DETR v2; they do not look like the same underlying bug." } ] }, @@ -21077,12 +21006,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "c4f8af730f86dc338d589c865b46ad095648a1b135b8dc0f923812fa3fde022f", + "prepared_review_unit_hash": "f465ed44f3adf49fabc85516696eb065d8b76d2a5686f2bdfef7e07c67c1e9f2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, + "serialized_chars": 1670, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -21090,7 +21019,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, + "serialized_chars": 1670, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -21099,18 +21028,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are about different failures in different loading paths: ZeRO-3 zero.Init partitioning of a composite submodule vs 4-bit auto device mapping wrongly spilling to CPU. They should not be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "If a single representative is needed, issue 46822 is the better anchor because it describes a specific ZeRO-3 partitioning bug with a clear failure mode and reproduction context; issue 46823 is a separate 4-bit dispatch problem.", + "summary": "These are two distinct model-loading bugs, not duplicates: one is a ZeRO-3 zero.Init partitioning/OOM problem in a composite multimodal submodule, the other is a 4-bit device_map/max_memory dispatch issue that incorrectly sends modules to CPU. They do not look like the same underlying failure mode.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the best overall issue candidate for this cluster because it is more self-contained and points to a concrete code path (zero.Init / composite submodule partitioning).", + "best_issue_reason": "No single canonical issue fits this cluster because the failures are unrelated. If forced to pick one representative, 46822 is slightly more specific, but it should not be treated as a duplicate of 46823.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying bugs and code paths: ZeRO-3 partitioning/OOM during model load versus 4-bit device_map/max_memory CPU dispatch ValueError. Shared theme is model loading, but not the same defect." + "reason": "Different subsystems and failure modes: ZeRO-3 partitioning/OOM in a composite language submodule versus 4-bit device_map/max_memory dispatch to CPU. They are not the same underlying bug." } ] }, @@ -21152,12 +21081,12 @@ "issue:46948|issue:46985", "issue:46969|issue:46985" ], - "prepared_review_unit_hash": "fd17e0271905c4434cfcda0effc42b67b7654f1d9ebb1bda03a1a6f44b24ada8", + "prepared_review_unit_hash": "85d17ac57e87457eacad25c7b04c98c58b0690ec389b9f73ce63175690c8add9", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6439, + "serialized_chars": 6438, "estimated_input_tokens": 1610, "estimated_eval_tokens": 3476 }, @@ -21165,7 +21094,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 10, - "serialized_chars": 6439, + "serialized_chars": 6438, "estimated_input_tokens": 1610, "estimated_eval_tokens": 3476 }, @@ -21174,72 +21103,72 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are highly similar daily triage issues, but they appear to be separate reports for different dates (2026-06-26 through 2026-06-30), not duplicates of one underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No true canonical duplicate exists here; the items are date-stamped triage reports for different days. If one must be chosen as an anchor, issue 46906 is the earliest and most referenced.", + "summary": "These are five daily serge integration triage issues with highly similar template text, but they appear to be distinct date-specific reports rather than duplicates of one underlying bug. None of the soft edges should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "issue:46906 is the earliest in the series and has the most inbound references/discussion, so it is the best representative if one issue must be chosen for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46906 is the best representative only as an anchor because it is the earliest and has the most inbound references/discussion, but it should not be treated as a duplicate of the later daily triage issues.", + "best_issue_reason": "issue:46906 is the strongest issue candidate because it is earliest, appears most central to the series, and has the most engagement.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same template and subsystem, but the titles/body indicate different daily triage reports on different dates, so they are separate issues rather than duplicates." + "reason": "Same triage-series template, but different dates and likely different daily failure snapshots; not the same underlying issue." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Date-separated triage entries; similarity is format-driven, not evidence of the same underlying bug." + "reason": "Near-identical wording alone is not enough; this is a separate day\u2019s integration triage item." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "These are distinct daily triage reports for different days, not one shared issue." + "reason": "Different report date and likely different failure context; do not collapse into one issue." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Different report date and separate triage context; not the same underlying issue." + "reason": "Distinct daily triage issue, not a duplicate bug report." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Both are daily triage reports, but for different dates, so they should not be merged." + "reason": "These are adjacent daily triage issues with similar structure, but they are not the same concrete problem." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "The overlap is only in wording and subsystem; the reports are for different days." + "reason": "Separate date-based triage reports; similarity is from the shared template." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Separate date-stamped triage issues, not duplicate bug reports." + "reason": "No evidence they describe the same underlying failure beyond the common triage format." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Different daily triage entries; no shared concrete bug/change is indicated." + "reason": "Different day and likely different integration failure instance." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "These are consecutive-day triage reports, but the evidence points to distinct issues." + "reason": "Same series, but not a duplicate of the same bug or change." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Same format and area, but different dates and no concrete indication of the same underlying problem." + "reason": "Separate daily triage issues; should remain distinct." } ] }, @@ -21269,7 +21198,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "ada375511251ec3ea7bdb00d4eb660249dacd71fbc19edde65e47ffcac916be6", + "prepared_review_unit_hash": "c95dd3483832e21b8ba8833a41474f9d3e1828d84d82982a4abf9e86ebedab82", "component_budget": { "node_count": 2, "item_count": 2, @@ -21291,27 +21220,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are the same feature request: identical titles, very similar bodies, and no evidence of distinct scope. The open issue is the better canonical tracking issue; the closed one is a duplicate or older copy.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #46984 is open, so it is the better long-lived tracker for the same RWKV7 support request. #46983 appears to be a duplicate with no distinguishing details.", + "summary": "Both issues have the exact same title and very high textual similarity, so they very likely refer to the same RWKV7 model support request. The open issue is the better canonical thread to keep.", + "confidence": 0.96, + "canonical_issue_reason": "#46984 is open and appears to be the active thread for the same RWKV7 model support request; #46983 is closed, so the open issue is the better canonical issue to retain.", "canonical_pr_reason": null, - "best_issue_reason": "#46984 is the best issue overall because it is open and can continue collecting progress and discussion for the same request.", + "best_issue_reason": "#46984 is the best issue to retain because it is open and matches the request exactly, making it the most useful current tracker.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and near-identical request for RWKV7 model support; no signs of different scope, so this is a duplicate pair." + "reason": "Same exact title and very high similarity strongly indicate the same underlying feature request; this is likely the same request rather than a separate issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusion is well grounded in the packet: both items have the same title, the bodies are reported as highly similar via soft similarity, and there is no evidence of different scope or separate targets. Choosing the open issue as the canonical tracker is a conservative and reasonable call." + "accept": false, + "feedback": "The core duplication judgment is grounded: both issues have the exact same title and high similarity, and the open one is a reasonable canonical thread. However, the response overstates the evidence by calling #46983 a \"closed duplicate\"\u2014the packet only shows that it is closed, not that it was explicitly closed as a duplicate. The soft-edge verdict should be phrased more conservatively as \"likely the same request\" or \"likely duplicate.\"" }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21319,7 +21248,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -21327,16 +21256,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-39", + "cluster_id": "cluster-40546-35", "nodes": [ "pull_request:40546", "pull_request:43451", "pull_request:44517", - "pull_request:45862", - "pull_request:46180", "pull_request:46196", "pull_request:46266", - "pull_request:46425", "pull_request:46658", "pull_request:46707", "pull_request:46836", @@ -21360,11 +21286,13 @@ "pull_request:46958", "pull_request:46961", "pull_request:46965", + "pull_request:46968", "pull_request:46970", "pull_request:46971", "pull_request:46974", "pull_request:46977", - "pull_request:46986" + "pull_request:46986", + "pull_request:46995" ], "soft_pairs": [ "pull_request:46895|pull_request:46958", @@ -21382,386 +21310,500 @@ "pull_request:46908|pull_request:46928", "pull_request:46907|pull_request:46926", "pull_request:46902|pull_request:46965", - "pull_request:46907|pull_request:46928", "pull_request:46951|pull_request:46986", + "pull_request:46907|pull_request:46928", "pull_request:46926|pull_request:46928", "pull_request:46941|pull_request:46986", - "pull_request:46926|pull_request:46941", "pull_request:46949|pull_request:46986", + "pull_request:46926|pull_request:46941", "pull_request:46941|pull_request:46970", "pull_request:46907|pull_request:46941", "pull_request:46928|pull_request:46941", - "pull_request:46180|pull_request:46658", - "pull_request:46658|pull_request:46903", - "pull_request:46928|pull_request:46951", - "pull_request:46907|pull_request:46927", "pull_request:46954|pull_request:46961", + "pull_request:46928|pull_request:46951", "pull_request:46954|pull_request:46977", + "pull_request:46907|pull_request:46927", "pull_request:46908|pull_request:46951", "pull_request:46926|pull_request:46927", - "pull_request:46908|pull_request:46941", "pull_request:46891|pull_request:46954", + "pull_request:46908|pull_request:46941", "pull_request:43451|pull_request:46954", - "pull_request:46954|pull_request:46957", "pull_request:46903|pull_request:46970", + "pull_request:46836|pull_request:46954", "pull_request:46958|pull_request:46961", "pull_request:46958|pull_request:46977", - "pull_request:46658|pull_request:46970", "pull_request:46961|pull_request:46974", "pull_request:46958|pull_request:46974", "pull_request:46974|pull_request:46977", "pull_request:43451|pull_request:46920", - "pull_request:46920|pull_request:46957", "pull_request:46836|pull_request:46920", "pull_request:46891|pull_request:46920", - "pull_request:46957|pull_request:46958", - "pull_request:46658|pull_request:46920", "pull_request:46891|pull_request:46958", + "pull_request:46920|pull_request:46968", "pull_request:46891|pull_request:46974", "pull_request:46970|pull_request:46974", - "pull_request:45862|pull_request:46425", - "pull_request:46957|pull_request:46965", + "pull_request:43451|pull_request:46958", + "pull_request:46920|pull_request:46961", + "pull_request:46961|pull_request:46968", + "pull_request:46968|pull_request:46977", "pull_request:43451|pull_request:46707", "pull_request:46707|pull_request:46836", "pull_request:46266|pull_request:46707", "pull_request:46707|pull_request:46961", - "pull_request:46707|pull_request:46957", + "pull_request:46196|pull_request:46995", "pull_request:46707|pull_request:46891", + "pull_request:46707|pull_request:46977", + "pull_request:46658|pull_request:46836", "pull_request:40546|pull_request:43451", "pull_request:46912|pull_request:46977", "pull_request:46196|pull_request:46965", "pull_request:46836|pull_request:46965", - "pull_request:46425|pull_request:46965", "pull_request:46196|pull_request:46977", - "pull_request:44517|pull_request:46425", - "pull_request:46196|pull_request:46425", - "pull_request:43451|pull_request:46425", - "pull_request:46425|pull_request:46961", + "pull_request:43451|pull_request:46658", + "pull_request:43451|pull_request:46965", + "pull_request:46658|pull_request:46961", + "pull_request:46658|pull_request:46891", + "pull_request:46658|pull_request:46977", "pull_request:43451|pull_request:46912", - "pull_request:46425|pull_request:46836" + "pull_request:44517|pull_request:46957", + "pull_request:43451|pull_request:46196" ], - "prepared_review_unit_hash": "f9325fad47da095af63226fcfa4ee6b620ff8889778852b4d3937e949f0a43b0", + "prepared_review_unit_hash": "f51c479f2a9b783d2ae889f49189b6cc527b2928842f6cfd40ff9f6c04180392", "component_budget": { - "node_count": 39, - "item_count": 39, - "soft_pair_count": 113, - "serialized_chars": 131300, - "estimated_input_tokens": 32825, - "estimated_eval_tokens": 65906 + "node_count": 35, + "item_count": 35, + "soft_pair_count": 104, + "serialized_chars": 117414, + "estimated_input_tokens": 29354, + "estimated_eval_tokens": 58964 }, "budget": { - "node_count": 36, - "item_count": 36, + "node_count": 35, + "item_count": 35, "soft_pair_count": 72, - "serialized_chars": 102500, - "estimated_input_tokens": 25625, - "estimated_eval_tokens": 51506 + "serialized_chars": 98940, + "estimated_input_tokens": 24735, + "estimated_eval_tokens": 49726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: new-model PRs, docs-only updates, CI/workflow changes, and several isolated bugfixes for different models. The only clear duplicate-like pair is the two CohereASR loss-shift fixes; the rest are unrelated.", - "confidence": 0.93, + "summary": "This cluster is mostly a grab-bag of unrelated PRs (model additions, docs, CI, and independent bug fixes). The only strong duplicate signal is the CohereASR training-loss double-shift fix, where 46895, 46903, and 46958 all address the same underlying forward/loss bug; 46958 is the cleanest representative.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the whole cluster: the items span unrelated features and bugfixes across many subsystems, so there is no true duplicate center.", + "canonical_pr_reason": "PR 46958 is the most direct and focused fix for the CohereASR training-loss double-shift in the same code path, with a clear title and minimal scope.", "best_issue_reason": null, - "best_pr_reason": "PR 46895 is the cleanest narrowly scoped representative of the only real duplicate subcluster: it directly fixes the CohereASR training-loss double-shift with an explicit issue link.", + "best_pr_reason": "46958 is the best cluster representative because it cleanly captures the only real duplicate thread in the set; the rest of the PRs are unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same underlying CohereASR loss double-shift bug on the same code path; the two PRs are alternative implementations of the same fix." + "reason": "Same CohereASR training-loss double-shift bug in the forward/loss path; these are alternative fixes for the same code path." }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": false, - "reason": "They overlap on CohereASR, but 46903 is a broader multi-fix PR (also PPFormulaNet) with a different implementation shape, so it is not a clean duplicate." + "accept": true, + "reason": "Shares the same CohereASR loss double-shift fix; 46903 also bundles PPFormulaNet, but the overlapping CohereASR change is the same underlying bug." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Different models and failures: Mamba2 OOM vs PEFT integration load_error." + "reason": "Different models and different test failures; no shared code-path bug." }, { "left": "pull_request:46950", "right": "pull_request:46970", "accept": false, - "reason": "Unrelated models and bugs: Mamba2 OOM vs MusicGen-Melody generation mismatch." + "reason": "Mamba2 OOM test tweak vs Musicgen generation fix; unrelated." }, { "left": "pull_request:46927", "right": "pull_request:46950", "accept": false, - "reason": "Different model families and failure modes; no shared bug or change." + "reason": "GLM46V test fix and Mamba2 OOM fix are unrelated." }, { "left": "pull_request:46927", "right": "pull_request:46951", "accept": false, - "reason": "GLM46V fix vs PEFT integration fix; unrelated code paths." + "reason": "Different models and failure modes; not the same change." }, { "left": "pull_request:46970", "right": "pull_request:46986", "accept": false, - "reason": "Different models and issues: MusicGen-Melody generation logic vs GLM-OCR model construction." + "reason": "Musicgen melody generation logic vs GLM-OCR model init fix; unrelated." }, { "left": "pull_request:46970", "right": "pull_request:46971", "accept": false, - "reason": "MusicGen-Melody output mismatch and Mamba2 OOM are unrelated." + "reason": "Model code fix vs test-side dtype change in another model; unrelated." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "PEFT integration vs Mamba2 generation OOM; different bugs." + "reason": "PEFT integration change vs Mamba2 test adjustment; unrelated." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Whisper/AudioFlamingo cache fix vs Mamba2 OOM; unrelated." + "reason": "Whisper/audioflamingo cache handling vs Mamba2 test dtype; unrelated." }, { "left": "pull_request:46951", "right": "pull_request:46970", "accept": false, - "reason": "Different subsystems and failure classes." + "reason": "Independent fixes in different subsystems; no common bug." }, { "left": "pull_request:46927", "right": "pull_request:46986", "accept": false, - "reason": "Unrelated model fixes." + "reason": "Different model families and distinct output mismatch causes." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "DeepSeekV3.2 load_error test fix vs BLIP-2 tokenizer mapping; unrelated." + "reason": "Different models; both are test fixes but not the same underlying bug." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "EdgeTam import/config test fix vs MiniMax-M3-VL load_error; unrelated." + "reason": "Edgetam import/config fix vs MiniMax-M3-VL load_error test fix; unrelated." }, { "left": "pull_request:46902", "right": "pull_request:46965", "accept": false, - "reason": "Offloading/save-state bugfix vs DeepSeek V4 cache handling; unrelated." + "reason": "Offloading/save-converted-weights fix vs DeepSeek V4 cache behavior fix; unrelated." }, { - "left": "pull_request:46180", - "right": "pull_request:46658", + "left": "pull_request:46951", + "right": "pull_request:46986", "accept": false, - "reason": "Two new-model additions in different domains; not the same bug or change." + "reason": "Different models and different failure signatures." }, { - "left": "pull_request:46957", - "right": "pull_request:46965", + "left": "pull_request:46907", + "right": "pull_request:46928", "accept": false, - "reason": "Finegrained FP8 generation optimization vs DeepSeek V4 use_cache handling; unrelated." + "reason": "Different models and unrelated integration-test issues." }, { - "left": "pull_request:46907", + "left": "pull_request:46926", "right": "pull_request:46928", "accept": false, - "reason": "Same broad infra style of test fixes, but different models and failures." + "reason": "Different model test fixes; no shared code-path bug." }, { - "left": "pull_request:46951", + "left": "pull_request:46941", "right": "pull_request:46986", "accept": false, - "reason": "PEFT integration vs GLM-OCR model init; unrelated." + "reason": "DAC output math fix vs GLM-OCR model-init fix; unrelated." }, { - "left": "pull_request:46941", + "left": "pull_request:46949", "right": "pull_request:46986", "accept": false, - "reason": "DAC output mismatch vs GLM-OCR construction bug; unrelated." + "reason": "Whisper/audio cache fix vs GLM-OCR output mismatch fix; unrelated." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "MiniMax-M3-VL load_error vs DAC tensor mismatch; unrelated." + "reason": "MiniMax-M3-VL load_error fix vs DAC vector-quantization math fix; unrelated." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "Different models and different bug types." }, { "left": "pull_request:46907", "right": "pull_request:46941", "accept": false, - "reason": "Different model families and failure modes." + "reason": "Edgetam import/config fix vs DAC reconstruction math fix; unrelated." }, { "left": "pull_request:46928", "right": "pull_request:46941", "accept": false, - "reason": "BLIP-2 tokenizer mapping vs DAC codec bug; unrelated." + "reason": "Blip2 test registration vs DAC output math; unrelated." }, { - "left": "pull_request:46180", - "right": "pull_request:46658", + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "GlmAsr pytest compatibility fix vs workflow normalization automation; unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46951", + "accept": false, + "reason": "Different models and different fixes." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46977", + "accept": false, + "reason": "Unrelated model compatibility fix vs Mllama argument deprecation." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "Different models and failure modes; not a duplicate." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46951", "accept": false, - "reason": "Repeated pair: still unrelated new-model additions." + "reason": "DeepSeek V3.2 load_error vs PEFT integration change; unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:46903", + "left": "pull_request:46926", + "right": "pull_request:46927", "accept": false, - "reason": "Step-3.7-Flash new-model work vs CohereASR/PPFormulaNet loss fixes; unrelated." + "reason": "Different model-specific test fixes." }, { - "left": "pull_request:46928", - "right": "pull_request:46951", + "left": "pull_request:46891", + "right": "pull_request:46954", "accept": false, - "reason": "Tokenizer mapping tweak vs PEFT integration bugfix; unrelated." + "reason": "CI/workflow branch changes vs GlmAsr model fix; unrelated." }, { - "left": "pull_request:46907", - "right": "pull_request:46927", + "left": "pull_request:46908", + "right": "pull_request:46941", "accept": false, - "reason": "Different model fixes with no shared code path." + "reason": "Different models and different test failures." }, { - "left": "pull_request:46954", - "right": "pull_request:46961", + "left": "pull_request:43451", + "right": "pull_request:46954", "accept": false, - "reason": "Pytest-v9 compatibility fix vs Serge normalization workflow; unrelated." + "reason": "Molmo2 model addition vs GlmAsr pytest compatibility fix; unrelated." }, { - "left": "pull_request:46954", - "right": "pull_request:46977", + "left": "pull_request:46836", + "right": "pull_request:46954", "accept": false, - "reason": "Pytest-v9 fix vs Mllama argument deprecation; unrelated." + "reason": "Unlimited OCR model addition vs GlmAsr pytest fix; unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46961", "accept": false, - "reason": "CohereASR loss fix vs workflow normalization; unrelated." + "reason": "CohereASR loss bugfix vs workflow normalization PR; unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46977", "accept": false, - "reason": "CohereASR loss fix vs Mllama arg-name cleanup; unrelated." + "reason": "CohereASR loss bugfix vs Mllama argument rename; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46974", "accept": false, - "reason": "Workflow cleanup vs MusicGen typo fix; unrelated." + "reason": "Workflow automation vs Musicgen generate typo fix; unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR training-loss fix vs MusicGen generate typo; unrelated." + "reason": "Different models and different change types." }, { "left": "pull_request:46974", "right": "pull_request:46977", "accept": false, - "reason": "MusicGen generate typo vs Mllama deprecation cleanup; unrelated." + "reason": "Musicgen generate typo fix vs Mllama argument deprecation; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46920", "accept": false, - "reason": "Molmo2 model add vs Voxtral-realtime audio API adaptation; unrelated." + "reason": "Molmo2 model addition vs voxtral_realtime API adaptation; unrelated." }, { "left": "pull_request:46836", "right": "pull_request:46920", "accept": false, - "reason": "Unlimited OCR model add vs Voxtral-realtime API adaptation; unrelated." + "reason": "Unlimited OCR model addition vs voxtral_realtime API update; unrelated." }, { "left": "pull_request:46891", "right": "pull_request:46920", "accept": false, - "reason": "PEFT CI workflow test branch vs Voxtral-realtime API migration; unrelated." + "reason": "CI workflow branch change vs voxtral_realtime API update; unrelated." }, { - "left": "pull_request:46957", + "left": "pull_request:46891", "right": "pull_request:46958", "accept": false, - "reason": "Finegrained FP8 generation optimization vs CohereASR loss fix; unrelated." + "reason": "Workflow/CI change vs CohereASR loss bugfix; unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:46965", + "left": "pull_request:46920", + "right": "pull_request:46968", "accept": false, - "reason": "Finegrained FP8 generation optimization vs DeepSeek V4 cache handling; unrelated." + "reason": "voxtral_realtime API adaptation vs docs autolink cleanup; unrelated." }, { "left": "pull_request:46961", + "right": "pull_request:46968", + "accept": false, + "reason": "Workflow normalization automation vs docs-only autolink cleanup; unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:46977", + "accept": false, + "reason": "Docs autolink cleanup vs Mllama arg-name change; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46707", + "accept": false, + "reason": "Molmo2 model addition vs FSDP2 support; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46836", + "accept": false, + "reason": "FSDP2 migration vs Unlimited OCR model addition; unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46707", + "accept": false, + "reason": "DINO conversion/modernization vs FSDP2 support; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46961", + "accept": false, + "reason": "FSDP2 migration vs workflow normalization automation; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch vs flash-linear-attention availability check; different features." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46891", + "accept": false, + "reason": "FSDP2 migration vs CI workflow change; unrelated." + }, + { + "left": "pull_request:46707", "right": "pull_request:46977", "accept": false, - "reason": "Repeated pair: unrelated workflow cleanup vs Mllama cleanup." + "reason": "FSDP2 migration vs Mllama argument naming; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7 Flash model work vs Unlimited OCR model addition; unrelated." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice model add vs Molmo2 model add; different models." + "reason": "VibeVoice and Molmo2 are separate model additions; same general area but not the same change." }, { "left": "pull_request:46912", "right": "pull_request:46977", "accept": false, - "reason": "RoPE tests/rotary logic work vs Mllama argument cleanup; unrelated." + "reason": "RoPE test coverage vs Mllama argument deprecation; unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46965", "accept": false, - "reason": "Wav2vec2 SDPA dispatch vs DeepSeek V4 cache semantics; unrelated." + "reason": "Wav2Vec2 attention dispatch fix vs DeepSeek V4 use_cache handling; unrelated." }, { "left": "pull_request:46836", "right": "pull_request:46965", "accept": false, - "reason": "Unlimited OCR model add vs DeepSeek V4 cache fix; unrelated." + "reason": "Unlimited OCR model addition vs DeepSeek V4 cache behavior fix; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46977", + "accept": false, + "reason": "Different model subsystems and unrelated changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 addition vs Step-3.7 Flash implementation; unrelated." }, { - "left": "pull_request:46425", + "left": "pull_request:43451", "right": "pull_request:46965", "accept": false, - "reason": "RADIO model support vs DeepSeek V4 cache fix; unrelated." + "reason": "Molmo2 model addition vs DeepSeek V4 cache fix; unrelated." }, { - "left": "pull_request:46196", + "left": "pull_request:46658", + "right": "pull_request:46961", + "accept": false, + "reason": "Step-3.7 Flash model work vs workflow normalization automation; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46891", + "accept": false, + "reason": "Step-3.7 Flash model work vs CI workflow change; unrelated." + }, + { + "left": "pull_request:46658", "right": "pull_request:46977", "accept": false, - "reason": "Wav2vec2 SDPA dispatch vs Mllama deprecation cleanup; unrelated." + "reason": "Step-3.7 Flash model work vs Mllama argument deprecation; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Molmo2 model addition vs RoPE test improvements; unrelated." }, { "left": "pull_request:44517", - "right": "pull_request:46425", + "right": "pull_request:46957", "accept": false, - "reason": "Qwen3-TTS model add vs RADIO model support; unrelated." + "reason": "Qwen3-TTS model addition/docs vs finegrained FP8 generation optimization; unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:46425", + "left": "pull_request:43451", + "right": "pull_request:46196", "accept": false, - "reason": "Wav2vec2 SDPA dispatch vs RADIO model support; unrelated." + "reason": "Molmo2 model addition vs Wav2Vec2 SDPA support; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is heterogeneous, and the only clearly duplicate-like pair is the CohereASR loss-double-shift fix pair (46895/46958). The conservative false verdicts for the other pairs are supported by the diffs and titles, with no obvious overstatement of evidence." + "feedback": "The summary is grounded in the packet: the cluster is mostly unrelated model/docs/CI PRs, and the only clearly supported duplicate thread is the CohereASR training-loss double-shift area around 46895/46903/46958. The soft-edge acceptances are reasonably conservative, especially given the shared CohereASR files and issue target for 46895 and the overlapping CohereASR change in 46903." }, "evaluator_used": true, "retried": false, @@ -21772,7 +21814,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 35, + "component_count": 34, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -21780,19 +21822,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-39", + "cluster_id": "cluster-40546-35", "nodes": [ "pull_request:43451", "pull_request:46196", - "pull_request:46425", - "pull_request:46509", - "pull_request:46658", "pull_request:46836", "pull_request:46891", "pull_request:46907", "pull_request:46908", "pull_request:46912", - "pull_request:46917", "pull_request:46926", "pull_request:46927", "pull_request:46949", @@ -21800,20 +21838,22 @@ "pull_request:46951", "pull_request:46957", "pull_request:46961", + "pull_request:46965", "pull_request:46968", "pull_request:46970", "pull_request:46971", "pull_request:46977" ], "soft_pairs": [ - "pull_request:46425|pull_request:46891", - "pull_request:46912|pull_request:46957", - "pull_request:43451|pull_request:46196", "pull_request:46891|pull_request:46912", "pull_request:46836|pull_request:46912", + "pull_request:43451|pull_request:46957", "pull_request:46196|pull_request:46961", - "pull_request:46425|pull_request:46509", - "pull_request:46425|pull_request:46917", + "pull_request:46957|pull_request:46961", + "pull_request:46912|pull_request:46961", + "pull_request:46196|pull_request:46891", + "pull_request:46891|pull_request:46957", + "pull_request:46836|pull_request:46957", "pull_request:46950|pull_request:46971", "pull_request:46949|pull_request:46950", "pull_request:46949|pull_request:46951", @@ -21824,304 +21864,210 @@ "pull_request:46908|pull_request:46926", "pull_request:46907|pull_request:46908", "pull_request:43451|pull_request:46836", - "pull_request:46658|pull_request:46836", - "pull_request:43451|pull_request:46658", - "pull_request:46891|pull_request:46957", "pull_request:43451|pull_request:46891", - "pull_request:46658|pull_request:46957", - "pull_request:46658|pull_request:46891", - "pull_request:46836|pull_request:46957", "pull_request:46836|pull_request:46891", "pull_request:46961|pull_request:46977", "pull_request:46891|pull_request:46968", "pull_request:46891|pull_request:46961", - "pull_request:46957|pull_request:46968", - "pull_request:43451|pull_request:46957", + "pull_request:46891|pull_request:46977", "pull_request:43451|pull_request:46968", "pull_request:46836|pull_request:46968", - "pull_request:46957|pull_request:46961", - "pull_request:46957|pull_request:46977", - "pull_request:46891|pull_request:46977", - "pull_request:46658|pull_request:46968", + "pull_request:46836|pull_request:46961", "pull_request:43451|pull_request:46961", + "pull_request:46836|pull_request:46977", "pull_request:43451|pull_request:46977", - "pull_request:46836|pull_request:46961", - "pull_request:46836|pull_request:46977" + "pull_request:46957|pull_request:46965" ], - "prepared_review_unit_hash": "6d0dbf280bc56fa88add1f8f0cdec435984b153ede268dbcf5bebcf1dc9a04f0", + "prepared_review_unit_hash": "e33e5263b56ff6690ced3b091c7a4ef4da12bbffe62a5337f775f9bdac90003a", "component_budget": { - "node_count": 39, - "item_count": 39, - "soft_pair_count": 113, - "serialized_chars": 131300, - "estimated_input_tokens": 32825, - "estimated_eval_tokens": 65906 + "node_count": 35, + "item_count": 35, + "soft_pair_count": 104, + "serialized_chars": 117414, + "estimated_input_tokens": 29354, + "estimated_eval_tokens": 58964 }, "budget": { - "node_count": 22, - "item_count": 22, - "soft_pair_count": 41, - "serialized_chars": 61370, - "estimated_input_tokens": 15343, - "estimated_eval_tokens": 30942 + "node_count": 19, + "item_count": 19, + "soft_pair_count": 32, + "serialized_chars": 51841, + "estimated_input_tokens": 12961, + "estimated_eval_tokens": 26178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster: mostly unrelated model-addition PRs plus separate one-off fixes, docs, CI, and test-only changes. I do not see any soft pair that is clearly the same concrete bug/change.", - "confidence": 0.96, + "summary": "This set is heterogeneous and does not form a single duplicate cluster. The only close pair is the two Mamba2 PRs, but they address different fixes (runtime path vs. test loading args), so I would not merge them as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "43451 is the broadest, earliest model-addition PR and the closest hub by similarity, but the cluster is too mixed for it to be a true duplicate anchor.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43451 is the least-bad representative because it has the largest scope and highest discussion activity, but it still does not match the rest of the cluster as a duplicate.", + "best_pr_reason": "No single PR cleanly represents the whole set because the items span unrelated models, docs, CI, and workflow changes.", "soft_edge_verdicts": [ { - "left": "pull_request:46425", - "right": "pull_request:46891", + "left": "pull_request:46891", + "right": "pull_request:46912", "accept": false, - "reason": "Different features: RADIO model support vs PEFT CI workflow changes." + "reason": "Different subsystems and different changes: PEFT CI wiring vs RoPE test coverage." }, { - "left": "pull_request:46912", - "right": "pull_request:46957", + "left": "pull_request:46836", + "right": "pull_request:46912", "accept": false, - "reason": "Unrelated changes: RoPE test coverage vs FP8/generation optimization work." + "reason": "Unrelated model additions/tests; one adds Unlimited OCR, the other is RoPE testing." }, { "left": "pull_request:43451", - "right": "pull_request:46196", + "right": "pull_request:46957", "accept": false, - "reason": "Different model families and different changes; model addition vs wav2vec2 SDPA dispatch." + "reason": "Different models and changes: Molmo2 model addition vs finegrained FP8/generation work." }, { - "left": "pull_request:46891", - "right": "pull_request:46912", + "left": "pull_request:46196", + "right": "pull_request:46961", "accept": false, - "reason": "CI/workflow change vs RoPE tests; not the same bug or code path." + "reason": "Completely different artifacts: wav2vec2 SDPA support vs a Serge branch-normalization workflow." }, { - "left": "pull_request:46836", - "right": "pull_request:46912", + "left": "pull_request:46957", + "right": "pull_request:46961", "accept": false, - "reason": "Unlimited OCR model addition is unrelated to RoPE tests." + "reason": "No shared bug or code path; FP8/generation changes and workflow automation are unrelated." }, { - "left": "pull_request:46196", + "left": "pull_request:46912", "right": "pull_request:46961", "accept": false, - "reason": "Wav2vec2 attention dispatch vs Serge branch-normalization workflow; unrelated." + "reason": "RoPE test changes and branch-normalization workflow are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46891", + "accept": false, + "reason": "Different model feature work vs PEFT integration CI changes." }, { - "left": "pull_request:46425", - "right": "pull_request:46509", + "left": "pull_request:46891", + "right": "pull_request:46957", "accept": false, - "reason": "Different model additions (RADIO vs Nemotron Omni), no shared bug/change." + "reason": "CI/workflow PR and FP8/model-generation PR do not fix the same issue." }, { - "left": "pull_request:46425", - "right": "pull_request:46917", + "left": "pull_request:46836", + "right": "pull_request:46957", "accept": false, - "reason": "Model support addition vs deprecation cleanup; unrelated." + "reason": "Distinct model additions/tests versus FP8/generation changes." }, { "left": "pull_request:46950", "right": "pull_request:46971", "accept": false, - "reason": "Same model family and symptom, but one changes model code and the other only test loading args; not mergeable as one PR." + "reason": "Same model and failure label, but not the same concrete fix: one changes Mamba2 runtime behavior, the other only adjusts test loading dtype arguments." }, { "left": "pull_request:46949", "right": "pull_request:46950", "accept": false, - "reason": "Whisper/audioflamingo cache fix vs Mamba2 OOM fix; unrelated models and code paths." + "reason": "Different models and code paths: Whisper/AudioFlamingo3 vs Mamba2." }, { "left": "pull_request:46949", "right": "pull_request:46951", "accept": false, - "reason": "Whisper/audioflamingo fix vs PEFT loading fix; unrelated." + "reason": "Different models and fixes: Whisper/AudioFlamingo3 vs PEFT integration." }, { "left": "pull_request:46927", "right": "pull_request:46949", "accept": false, - "reason": "GLM46V input-id fix vs Whisper/audioflamingo cache fix; unrelated." + "reason": "Unrelated model fixes: GLM46V vs Whisper/AudioFlamingo3." }, { "left": "pull_request:46927", "right": "pull_request:46971", "accept": false, - "reason": "GLM46V model fix vs Mamba2 test loading tweak; not the same issue." + "reason": "Unrelated models and bugs: GLM46V vs Mamba2." }, { "left": "pull_request:46949", "right": "pull_request:46970", "accept": false, - "reason": "Different models and failures: Whisper/audioflamingo vs MusicGen Melody output mismatch." + "reason": "Different model-specific fixes: Whisper/AudioFlamingo3 vs MusicGen Melody." }, { "left": "pull_request:46927", "right": "pull_request:46970", "accept": false, - "reason": "GLM46V vs MusicGen Melody; unrelated." + "reason": "Different models and failure modes; not a duplicate change." }, { "left": "pull_request:46908", "right": "pull_request:46926", "accept": false, - "reason": "Different models and different failure modes; DeepSeek V3.2 load error vs MiniMax-M3-VL OOM test tweak." + "reason": "Different model test failures: DeepSeek V3.2 vs Mamba2." }, { "left": "pull_request:46907", "right": "pull_request:46908", "accept": false, - "reason": "Separate model-specific test fixes for different architectures." + "reason": "Different models and fixes: EdgeTam import_or_config vs DeepSeek V3.2 load/OOM tests." }, { "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Both are model additions, but for different models and independent code changes." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46836", - "accept": false, - "reason": "Step-3.7 Flash implementation vs Unlimited OCR addition; unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46658", - "accept": false, - "reason": "Molmo2 addition vs Step-3.7 Flash build/conversion work; different model families." - }, - { - "left": "pull_request:46891", - "right": "pull_request:46957", - "accept": false, - "reason": "PEFT CI workflow changes vs FP8/generation optimization; unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46891", - "accept": false, - "reason": "Model addition vs PEFT CI workflow; unrelated." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46957", - "accept": false, - "reason": "Step-3.7 Flash model-conversion work vs FP8/generation optimization; unrelated." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46891", - "accept": false, - "reason": "Step-3.7 Flash model work vs PEFT CI workflow; unrelated." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46957", - "accept": false, - "reason": "Unlimited OCR addition vs FP8/generation optimization; unrelated." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46891", - "accept": false, - "reason": "Unlimited OCR model addition vs PEFT CI workflow; unrelated." + "reason": "Both add new models, but they are entirely different models and code paths." }, { "left": "pull_request:46961", "right": "pull_request:46977", "accept": false, - "reason": "Branch-normalization workflow vs Mllama argument deprecation; unrelated." + "reason": "Workflow automation vs Mllama argument-name cleanup are unrelated." }, { "left": "pull_request:46891", "right": "pull_request:46968", "accept": false, - "reason": "PEFT CI workflow vs docs autolink cleanup; unrelated." + "reason": "PEFT CI changes and docs autolink cleanup are unrelated." }, { "left": "pull_request:46891", "right": "pull_request:46961", "accept": false, - "reason": "PEFT CI workflow vs branch-normalization workflow; different automation tasks." - }, - { - "left": "pull_request:46957", - "right": "pull_request:46968", - "accept": false, - "reason": "FP8/generation code vs docs autolink cleanup; unrelated." + "reason": "CI integration changes vs workflow automation are not duplicates." }, { - "left": "pull_request:43451", - "right": "pull_request:46957", + "left": "pull_request:46891", + "right": "pull_request:46977", "accept": false, - "reason": "Molmo2 model addition vs FP8/generation optimization; unrelated." + "reason": "PEFT CI changes and Mllama API cleanup are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46968", + "right": "pull_request:46891", "accept": false, - "reason": "Molmo2 model addition vs docs cleanup; unrelated." + "reason": "Molmo2 model addition and PEFT CI changes do not overlap." }, { "left": "pull_request:46836", "right": "pull_request:46968", "accept": false, - "reason": "Unlimited OCR model addition vs docs cleanup; unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:46961", - "accept": false, - "reason": "FP8/generation optimization vs branch-normalization workflow; unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:46977", - "accept": false, - "reason": "FP8/generation optimization vs Mllama arg deprecation; unrelated." - }, - { - "left": "pull_request:46891", - "right": "pull_request:46977", - "accept": false, - "reason": "PEFT CI workflow vs Mllama arg-name cleanup; unrelated." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46968", - "accept": false, - "reason": "Step-3.7 Flash model work vs docs cleanup; unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46961", - "accept": false, - "reason": "Molmo2 model addition vs branch-normalization workflow; unrelated." + "reason": "Unlimited OCR model addition and docs autolink cleanup are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46977", - "accept": false, - "reason": "Molmo2 model addition vs Mllama arg cleanup; unrelated." - }, - { - "left": "pull_request:46836", "right": "pull_request:46961", "accept": false, - "reason": "Unlimited OCR model addition vs branch-normalization workflow; unrelated." + "reason": "Molmo2 model addition and branch-normalization workflow are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:46977", + "left": "pull_request:46957", + "right": "pull_request:46965", "accept": false, - "reason": "Unlimited OCR model addition vs Mllama arg cleanup; unrelated." + "reason": "They touch a shared DeepSeek V4 file, but the fixes are different: FP8/generation optimization vs use_cache handling." } ] }, @@ -22135,7 +22081,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22151,7 +22097,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "997a7c81311f5231255a739db0b60380965b84a69f284a089ec11f4bdd3dbb81", + "prepared_review_unit_hash": "8906d8e99d9ed6d3012d7362e33734693755c45554335fe8a5e2b42d808028a7", "component_budget": { "node_count": 2, "item_count": 2, @@ -22173,18 +22119,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They are not duplicates and should not be clustered together for merge triage.", - "confidence": 0.99, + "summary": "These PRs are unrelated feature additions in different model families: TimesFM covariate forecasting versus DINOv3 image classification support. They should not be treated as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items address different code paths, different models, and different user-facing capabilities.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:41224 is the better representative only in the sense that it is a tighter, more self-contained feature addition; however, it is not a duplicate of the TimesFM PR.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different functionality. PR 40755 adds TimesFM covariate forecasting across TimesFM docs/code/tests, while PR 41224 adds DINOv3 image-classification support. They do not fix the same bug or implement the same change." + "reason": "Different underlying changes and code paths: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They are not mergeable into a single PR." } ] }, @@ -22198,7 +22144,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22261,7 +22207,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22305,148 +22251,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "323bd23d01e6cc2ca125db73e1e51b687abaf813b90a512018005243863911c7", + "prepared_review_unit_hash": "19fecff86b01b7dc74e1ad31008c216629eb3851cdb7ca9980f4e71b8400eb7f", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34782, - "estimated_input_tokens": 8696, - "estimated_eval_tokens": 17648 + "serialized_chars": 34780, + "estimated_input_tokens": 8695, + "estimated_eval_tokens": 17646 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34782, - "estimated_input_tokens": 8696, - "estimated_eval_tokens": 17648 + "serialized_chars": 34780, + "estimated_input_tokens": 8695, + "estimated_eval_tokens": 17646 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one pair looks like a true duplicate-style overlap: the two `fixed_cross_entropy` PRs that both fix ignored cross-entropy kwargs. The rest are broad-similarity matches across unrelated models, docs, or infrastructure changes and should stay separate.", - "confidence": 0.84, + "summary": "Mostly unrelated PRs across different subsystems. The only clear duplicate-like pair is the two fixed_cross_entropy variants; the rest are soft-similar at best but fix different bugs or add different features.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest representative of the only real overlap: it directly fixes `fixed_cross_entropy` to forward supported kwargs and explicitly tracks issue 43240.", + "canonical_pr_reason": "PR 43251 is the best representative of the only true duplicate pair: it fixes fixed_cross_entropy by forwarding supported cross_entropy kwargs for the same tracked bug, and it is the more complete/explicit variant.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best canonical PR because it is the more explicit, issue-linked version of the same loss-function fix and is the only duplicate-worthy change in this set.", + "best_pr_reason": "PR 43251 is the strongest standalone representative because it has the explicit issue target, a focused code-path fix in loss_utils.py, and overlaps directly with 43254.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different bugs/features: Mistral tokenizer missing methods vs adding MobileLLM model support." + "reason": "Different areas: Mistral tokenizer API additions vs adding MobileLLM model files. No shared bug/change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated domains: tokenizer methods vs executorch export dynamic-shape testing." + "reason": "Tokenizer method additions are unrelated to Executorch dynamic-shape export tests." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both are processor/model-loading related only at a very broad level; they fix different models and different issues." + "reason": "Processor auto-loading robustness is unrelated to introducing a new MobileLLM model." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix is unrelated to adding a new model package." + "reason": "Loss helper kwargs fix is unrelated to adding a new model package." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different code paths: cross-entropy kwargs vs Mistral4 test/model changes." + "reason": "Cross-entropy kwargs handling is unrelated to Mistral4 test/model fixes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests are unrelated to Mistral4 model/test fixes." + "reason": "Executorch export tests and Mistral4 fixes are different code paths and bugs." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing is unrelated to MobileLLM model addition." + "reason": "Dynamic export test coverage does not match adding MobileLLM support." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition and config-resolution bug fix are distinct changes." + "reason": "New model addition is unrelated to config_class resolution order in modeling_utils." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Different models and different problems: MobileLLM support vs Falcon output-interface refactor." + "reason": "MobileLLM model addition and Falcon output-interface refactor are unrelated changes." }, { - "left": "pull_request:43995", + "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor is unrelated to a new-model scaffolding skill PR." + "reason": "New model support is unrelated to the model-creation skill/meta tooling PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor and Mistral4 test fixes do not target the same bug." + "reason": "Falcon output-capture refactor and Mistral4 test fixes do not fix the same concrete issue." }, { - "left": "pull_request:44827", - "right": "pull_request:45170", + "left": "pull_request:43995", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes are unrelated to CLIP-like `layrnorm` conversion mapping." + "reason": "Falcon model refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:44827", - "right": "pull_request:46267", + "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 testing and chat response parsing updates are different subsystems and issues." + "reason": "Mistral4 test/model fixes are unrelated to the layrnorm->layernorm rename sweep." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests are unrelated to adding the TDT loss kernel." + "reason": "Mistral4 fixes and TDT loss kernel integration are different changes." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test/model work does not match the `cls.config` resolution-order fix." + "reason": "Mistral4 fixes are unrelated to chat response parsing updates." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model test PR and a model-creation skill PR are not the same underlying change." + "reason": "Model-specific test fixes are unrelated to the model-creation skill/meta PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model support and the skill/documentation scaffolding PR are not duplicates." + "reason": "Adding MobileLLM is unrelated to the model-creation skill documentation/tooling PR." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same concrete bug in `fixed_cross_entropy`: forwarding supported kwargs to `nn.functional.cross_entropy` for the same loss path." + "reason": "Both PRs patch the same function, fixed_cross_entropy, to pass supported kwargs through to nn.functional.cross_entropy for the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The only accepted overlap, PR 43251 vs PR 43254, is supported by the shared file, shared issue target 43240, and the near-identical `fixed_cross_entropy` kwargs-forwarding fix. The remaining pairwise verdicts stay conservative: they are rejected based on clearly different subsystems/models or only broad soft similarity, without overstating the evidence." + "feedback": "Grounded and conservative. The only accept verdict is the clearly mergeable 43251/43254 pair: both touch the same fixed_cross_entropy function for the same issue target and look like variants of the same bugfix. The other pairs are reasonably rejected as unrelated or only loosely similar, and the summary does not overclaim beyond the packet evidence." }, "evaluator_used": true, "retried": false, @@ -22457,7 +22403,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22473,7 +22419,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "e50f5e32747a82db1c53ad55c057f2cfd0483ce6092c6016d2a5a41a5848d921", + "prepared_review_unit_hash": "87ccff12b4989988586208e9767312bf90c585f0a216c9b8b4cf79fca58baf29", "component_budget": { "node_count": 2, "item_count": 2, @@ -22495,18 +22441,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related GitHub Actions maintenance PRs, but they are not the same underlying change: one is a Node 24 compatibility bump for core GitHub Actions, while the other upgrades docker/build-push-action and other workflows to newer releases. Similar area, different concrete fixes.", - "confidence": 0.88, + "summary": "Both items are broad GitHub Actions dependency bumps, but they target different action families and different maintenance goals, so they should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42976 is the broader GitHub Actions version-bump PR and better represents the shared workflow-maintenance theme, while #42975 is a narrower compatibility-specific upgrade.", + "canonical_pr_reason": "PR 42975 is the better canonical PR because it has the clearer umbrella goal (Node 24 compatibility) and touches more of the workflow runner stack, making it a slightly broader representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #42976 is the better cluster anchor because it spans more workflows and is framed as the general latest-version upgrade, making it the most representative single PR here.", + "best_pr_reason": "PR 42975 is the best representative for the cluster since it is the more general workflow-actions upgrade, but it still should not subsume PR 42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency upgrades, but they target different action families and different problems: Node 24 compatibility for actions/checkout/cache/upload-artifact vs. docker/build-push-action and other latest-version bumps. They are not the same concrete change and would not naturally merge into one PR." + "reason": "Reject: they are related housekeeping PRs, but not the same underlying change. 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility across workflows, while 42976 specifically bumps docker/build-push-action and a few other actions to latest versions for Docker-image workflows." } ] }, @@ -22520,7 +22466,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22541,58 +22487,58 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "f9bf30b2a4a9854a7a5f296b04092acbded7cb28d06778fd050d023acdd55271", + "prepared_review_unit_hash": "1edf68d2bdb439779dbce906daa7957f8ebb784b26614635ad26b7d91629e442", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13041, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13041, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are separate model-addition changes, not duplicates. The shared files are mostly boilerplate docs/auto-registration plumbing, not the same underlying implementation or bug fix.", - "confidence": 0.97, + "summary": "These PRs are distinct model-addition changes for different architectures and subsystems. The overlap in docs and auto-registry files is incidental, so none of the soft edges look like true duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "45490 is the most central representative if one PR must be chosen: it sits between the others on shared infra/docs touchpoints, but the set is still unrelated overall.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "45490 is the best cluster anchor only in the sense of centrality and shared plumbing; it is not a true duplicate of the other PRs.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA and Molmo are different model additions; overlap is limited to generic docs/auto-registry scaffolding." + "reason": "ViT NEPA and Molmo are different model additions with different implementation files and behaviors; shared auto/doc edits are generic integration work, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families and code paths; shared model-registration/docs files are boilerplate, not a common change." + "reason": "ViT NEPA vs CTSM target unrelated model families and code paths; the overlap is only in framework registration/docs." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated architectures; shared files are generic model-addition plumbing." + "reason": "Molmo and CTSM are separate model implementations in different domains; this is not one concrete bug or fix." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 target different model stacks and modalities; shared auto/docs edits do not indicate the same fix." + "reason": "CTSM and Step3p7 are different model PRs with different files and APIs; shared registry changes do not indicate a duplicate." } ] }, @@ -22606,7 +22552,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22641,7 +22587,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "9a569dd0b2396bfb6108857074bb5b55949dc1f822fcd76cf1821cef8e9815e2", + "prepared_review_unit_hash": "1709d6b055a6854e8d6a35bcb20fcd4b77369e918b965491844af019e643ce55", "component_budget": { "node_count": 7, "item_count": 7, @@ -22663,108 +22609,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs that all happen to have generic or similar titles. The only strong duplicate-like pair is the two YOLOS fixes, which address the same device-mismatch issue in the same file and target the same tracking issue.", - "confidence": 0.89, + "summary": "Only one soft duplicate stands out: the two YOLOS pull requests both target the same device_map=\"auto\" mismatch on the same model and issue. The rest are unrelated fixes spanning Whisper, FP8 dequantization, generation config validation, and CI/test infrastructure.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46886 is the best canonical PR because it has the clearest, specific title, explicit issue target, and a focused fix for the YOLOS device-mismatch bug.", + "canonical_pr_reason": "PR 46922 is the better canonical YOLOS fix: it covers the concrete device-placement bug in forward and also includes the no_split_modules adjustment, matching the same issue target as 46886.", "best_issue_reason": null, - "best_pr_reason": "PR 46886 is the strongest representative of the cluster\u2019s one real duplicate pair; the others are either test-only changes or different subsystems and should not be grouped with it.", + "best_pr_reason": "PR 46922 is the strongest representative of the cluster\u2019s only true duplicate pair because it is the more complete fix for the same YOLOS device mismatch.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are generic test-fix PRs, but they touch different model test files and appear to fix unrelated test issues." + "reason": "Different models and different changes; Whisper tokenizer/test fix is unrelated to the CLIP/ViT test edits." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test cleanup and FP8 dequant changes are unrelated bugs and code paths." + "reason": "Whisper decode/tokenization work is unrelated to FP8 dequant/model-loading changes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test changes are unrelated to generation-config watermarking and generation logic." + "reason": "Different bug and code path: Whisper decoding vs generation watermarking validation." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer/test changes are unrelated to the YOLOS device-mismatch fix." + "reason": "Whisper tokenizer changes are unrelated to a YOLOS device mismatch fix." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:44815", "accept": false, - "reason": "Model test fixes do not indicate the same underlying bug; one is CLIP/ViT tests, the other is CI/integration setup." + "reason": "Unrelated test tweaks in CLIP/ViT versus FP8 dequantization/model loading." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46380", "accept": false, - "reason": "Different subsystems and different failure modes: vision model tests vs FP8 loading/dequant logic." + "reason": "Both touch tests or validation broadly, but they fix different underlying problems in different subsystems." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "Test PR for CLIP/ViT is unrelated to generation config and Whisper code." + "reason": "Test assertions in vision model tests are unrelated to the Phimoe CI memory/workflow fix." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "The CLIP/ViT test edits do not match the YOLOS runtime/device-mismatch change." + "reason": "No shared code path; CLIP/ViT test edits do not overlap with YOLOS runtime behavior." }, { "left": "pull_request:44815", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "FP8 quantization/loading changes are unrelated to Phimoe integration-test CI fixes." + "reason": "Different features: FP8 dequantization versus generation-config watermarking validation." }, { "left": "pull_request:44815", - "right": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "These address different code paths: FP8 dequantization vs generation config validation." + "reason": "Quantization/model-loading fix is unrelated to CI memory-limit and test-environment changes." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No common bug or code path; FP8 padding/loading changes are unrelated to YOLOS." + "reason": "No common bug; FP8 kernel/model-loading changes are unrelated to YOLOS device placement." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation is unrelated to Phimoe CI/device-memory test setup." + "reason": "Generation config validation and CI memory patch are separate concerns with no shared code path." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation config validation fixes and YOLOS device handling are separate changes." + "reason": "Watermarking-config validation does not overlap with YOLOS device mismatch handling." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI memory/device-map test harness changes are not the same bug as the YOLOS model forward/device fix." + "reason": "CI instance-sharing workaround is unrelated to the YOLOS runtime device mismatch bug." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs target the same YOLOS device-mismatch issue, share the same file and issue target, and the second is a concrete refinement of the same fix." + "reason": "Both fix the same YOLOS device_map=\"auto\" mismatch on the same model and issue target; 46922 is a broader version of the same change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet: the non-YOLOS PRs are plausibly unrelated despite superficial title similarity, and the only clearly mergeable duplicate-like pair is the two YOLOS fixes sharing the same file and issue target. The soft-edge rejections are conservative, and the one accepted pair looks legitimately combinable into a single bugfix PR." + "feedback": "The summary is grounded in the packet. The only accepted soft duplicate, 46886 vs 46922, is conservative and well-supported: both target the same YOLOS issue target and touch the same file, with 46922 clearly extending the earlier fix. The other pairwise rejections are also conservative, since they rely only on soft similarity across clearly different subsystems or test areas. No evidence is overstated." }, "evaluator_used": true, "retried": false, @@ -22775,7 +22721,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22794,52 +22740,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "7f95f34d31d74addebacc909990c023192cd474ed9a0efe626f8314b5dc4106c", + "prepared_review_unit_hash": "ab9bd32a4c9a84c0531207540f9b9fb72cc2ed90b57bebf0436875a2b3baa680", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated synthetic \u201c[don\u2019t merge]\u201d PRs touching different areas (setup/deps, CI/workflows, and a security-gate workflow). They share some broad repository/testing context, but not the same underlying bug or change, so none should be clustered as duplicates.", - "confidence": 0.92, + "summary": "These three PRs are all separate synthetic '[don\u2019t merge]' changes that happen to share some superficial CI/test overlap, but they do not look like the same underlying bug or code change. None should be clustered as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#43532 is the broadest/most central artifact in the set by file spread and activity, but it still targets a different change set than the other PRs.", + "canonical_pr_reason": "pull_request:43532 is the best cluster representative if one must be chosen: it has the broadest scope and touches the most shared areas (CI/workflow + test utilities + Vit test), so it sits closest to the others structurally. That said, it is not actually a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "#43532 is the best representative only in the sense of being the most central and active PR here; it is not a true duplicate of #43488 or #46747.", + "best_pr_reason": "pull_request:43532 is the strongest single representative of the set because its changes are the most cross-cutting and it overlaps superficially with both of the other PRs, but the PRs are still distinct and should not be merged together.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: setup/dependency/test-bot checks versus a PR security-gate workflow tweak. Shared repo/testing context is too broad to treat as the same fix." + "reason": "Different changes: 43488 is about setup/versioning and a test tweak, while 46747 switches a security-gate workflow trigger. They do not fix the same code-path or underlying bug." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "#43488 is a setup/dependency/version test-bot PR, while #43532 changes CI workflows and helper utilities. They overlap only on a Vit test file, not the same code-path problem." + "reason": "Only superficial overlap via the Vit test file. The actual intent and touched files differ: repo-bot/version/dependency changes versus workflow/self-comment CI and notification/testing utility edits." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they modify different workflows for different purposes. They would not plausibly merge into one PR as the same underlying change." + "reason": "Both touch workflows, but they address different mechanisms: 43532 updates self-comment CI and related utilities, while 46747 changes the PR security gate trigger. Not the same underlying change." } ] }, @@ -22853,7 +22799,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22869,12 +22815,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "354c5f34f26384c3695ced6baa09e572fcbef94b108ad4947c6474295c9aa2c9", + "prepared_review_unit_hash": "af69943a9651473790f83bf77ea0bd4ff0b6113a6ad3b14813fcaeec5e4663bd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -22882,7 +22828,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -22891,18 +22837,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in theme and scaffolding, but they add different pipelines for different segmentation tasks, so they should not be treated as duplicates.", - "confidence": 0.93, + "summary": "These are two separate pipeline feature PRs in the same general segmentation area, but they target different tasks and code paths: concept segmentation vs visual segmentation. They share scaffolding/docs, not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the stronger representative: it adds the Promptable Visual Segmentation pipeline with broader model coverage and test support, making it the more complete change.", + "canonical_pr_reason": "PR 43613 is the broader representative of the segmentation-pipeline work, but it is not a duplicate of 43612; 43612 adds a different promptable concept segmentation pipeline with its own models/tests/docs.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the best standalone PR in this cluster because it is more comprehensive and better covers the intended code path and integrations.", + "best_pr_reason": "PR 43613 is the best single representative only in the loose thematic sense because it has the larger implementation surface, but it should not be treated as the same change as 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share pipeline/docs scaffolding, but target different tasks and backends, so they are not the same change." + "reason": "Different features and model stacks: promptable concept segmentation vs promptable visual segmentation. Shared docs/pipeline metadata does not make them the same concrete change." } ] }, @@ -22916,7 +22862,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22932,12 +22878,12 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "2a1ef1769f78e69bec1e3e8a40b004b9ca6b86907bc0427f1149f9289b7216c2", + "prepared_review_unit_hash": "29b33ea43e1cbb826b9c0f051e6327402e7d051ef9ce409281ae7e8d2146ed62", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, + "serialized_chars": 4291, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -22945,7 +22891,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, + "serialized_chars": 4291, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -22954,18 +22900,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch `trainer.py`, but they address different trainer extension points: one fixes gradient-accumulation loss scaling, the other refactors signature-column inspection for PEFT/custom column filtering. They are related to customization in Trainer, but not the same underlying change.", - "confidence": 0.97, + "summary": "These are two separate Trainer enhancements in the same file: one changes gradient-accumulation loss scaling, the other extracts signature-column logic for custom trainers. They share a subsystem but not the same bug or code path.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the more concrete representative of the cluster because it fixes a specific training-step bug in loss scaling and introduces the corresponding hook/property in one focused change.", + "canonical_pr_reason": "PR 43651 is the clearer standalone behavior change: it alters `training_step` loss scaling semantics and adds an explicit control point for custom trainers. PR 43663 is also valid, but it is a narrower extraction/override hook around data column filtering rather than the primary runtime loss path.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the best overall representative here: it is a self-contained bugfix with a clear behavioral change, whereas PR #43663 is a separate refactor for column-signature handling.", + "best_pr_reason": "PR 43651 is the best representative of the cluster because it is a concrete functional fix with an explicit behavior change, while 43663 is a separate Trainer refactor/extension point that does not address the same underlying problem.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both modify `trainer.py`, but they change different code paths and solve different problems: GA loss scaling vs. signature column filtering. They would not plausibly be merged as one duplicate PR." + "reason": "Both touch `trainer.py`, but they fix different concerns: loss scaling during gradient accumulation vs. signature-column computation for input filtering. They do not target the same underlying bug or plausibly merge into one PR." } ] }, @@ -22979,7 +22925,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22995,7 +22941,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "1596ff57e1eedcccf97d0096e418874cb2e49231d721e2f8a131f6ce6c4dab7a", + "prepared_review_unit_hash": "80b293796ab2fed9c266614efe1f65662272becccd9bc96ec02d648fa5eb7ae8", "component_budget": { "node_count": 2, "item_count": 2, @@ -23017,32 +22963,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch `src/transformers/cli/serve.py`, but they fix different `TypeAdapter` annotation/runtime issues: one is a broader typing/postponed-annotations cleanup, the other specifically guards `TypeAdapter` for missing `pydantic`.", - "confidence": 0.91, + "summary": "Both PRs target import-time NameError problems in `src/transformers/cli/serve.py` caused by type annotations, and they overlap on `TypeAdapter` handling. PR #43656 is the broader, earlier cleanup; PR #43842 is a narrower follow-up for the same CLI code path.", + "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43656 is the better cluster representative because it has more activity and an explicit linked issue, and its fix is the broader CLI `TypeAdapter` NameError report.", + "canonical_pr_reason": "PR #43656 is the better canonical PR because it is earlier, has more discussion, and applies the broader annotation/runtime-fix across the CLI file.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the strongest standalone fix because it targets a concrete runtime failure when `pydantic` is absent, with a minimal, focused change.", + "best_pr_reason": "PR #43656 is the strongest standalone representative of the cluster: it addresses the import-time annotation failure with a broader, more general fix in the same file.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Reject: these are not the same underlying bug. #43656 adds postponed-annotation typing changes to address a CLI NameError, while #43842 specifically makes `TypeAdapter` a TYPE_CHECKING-only import to avoid failures when `pydantic` is not installed." + "accept": true, + "reason": "Same file, same runtime NameError class, and both fix annotation-related import-time failures around `TypeAdapter` in the CLI. They are plausibly mergeable into one PR." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/serve.py`, both are about annotation-related `NameError` fixes, and #43656 is earlier and broader while #43842 is narrower. The mergeability judgment also looks conservative enough for a single bugfix PR." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 12, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23108,7 +23057,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -23166,8 +23115,8 @@ "pull_request:44019|pull_request:44071", "pull_request:44068|pull_request:44722", "pull_request:44018|pull_request:44116", - "pull_request:44071|pull_request:44722", "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", "pull_request:44018|pull_request:44086", "pull_request:44068|pull_request:44086", @@ -23175,8 +23124,8 @@ "pull_request:44085|pull_request:44086", "pull_request:44059|pull_request:44086", "pull_request:44098|pull_request:44101", - "pull_request:44018|pull_request:44071", "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44073", @@ -23187,8 +23136,8 @@ "pull_request:44073|pull_request:44101", "pull_request:44073|pull_request:44161", "pull_request:44059|pull_request:44071", - "pull_request:44056|pull_request:44101", "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44068", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", @@ -23220,7 +23169,7 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "1685ef7a2234eb5ede85f1681c1bc275d6f44928442fb8ad74b4e4c4a8c69868", + "prepared_review_unit_hash": "5d15094798787855a27750fcbe43ea315e84b38d20054843a387262e4ddaa0e1", "component_budget": { "node_count": 28, "item_count": 28, @@ -23233,360 +23182,318 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75096, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75098, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a batch of model-specific output-tracing refactors under the shared tracker #43979, not one duplicate bug. Only PRs that touch the same model/code path and the same tracing refactor are duplicates; cross-model pairs should stay separate.", + "summary": "This cluster is mostly a thematic set of model-specific output-tracing refactors around #43979, not one monolithic duplicate. The clearly supported duplicate-style pockets are the GPT-J/CodeGen chain and the GPT-Neo pair; most cross-model soft edges should stay rejected.", "confidence": 0.9, - "canonical_issue_reason": "No standalone issue artifact is present in the cluster; the common tracker referenced by many PRs is #43979.", - "canonical_pr_reason": "PR #44066 is the strongest canonical PR for the GPT-J/CodeGen subset: it has the explicit tracker, broader scope, and the clearest overlap with the other GPT-J tracing PRs.", - "best_issue_reason": null, - "best_pr_reason": "PR #44066 is the best representative PR in this cluster because it is explicit, substantive, and closest to the other true duplicates in the GPT-J family.", + "canonical_issue_reason": "#43979 is the correct umbrella issue because it tracks the shared standardized output-tracing migration across these model PRs.", + "canonical_pr_reason": "#44722 is the best PR anchor because it represents the broadest explicitly supported GPT-J/CodeGen duplicate chain and directly overlaps the later GPT-J-only variant; the GPT-Neo pair is a separate duplicate-style group, so this is representative but not exclusive.", + "best_issue_reason": "#43979 remains the best issue anchor because it unifies the whole output-tracing migration theme across the cluster.", + "best_pr_reason": "#44722 is the strongest single PR representative for the largest concrete duplicate chain in the cluster, while still leaving room for the separate GPT-Neo pair.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths; same issue target is just a shared tracking issue." + "reason": "Different model families; shared issue target alone is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families; only the output-tracing theme is shared." + "reason": "Different model-specific refactors, not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same file; these are plausibly mergeable into one PR." + "accept": false, + "reason": "Same broad GPT-J theme, but the packet does not directly support this as the same concrete duplicate pair." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different backbones and implementations; same tracker does not make them duplicates." + "reason": "RegNet/ResNet work versus EfficientNet; only the migration theme overlaps." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths." + "reason": "EfficientNet versus GPT-J/CodeGen; unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different model refactors." + "reason": "GPT-J/CodeGen versus EfficientNet; not the same change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa V2 are unrelated model implementations." + "reason": "MobileNetV2 and DeBERTaV2 are different implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; same general refactor theme only." + "reason": "GPT-J/CodeGen versus MGP-STR; shared pattern only." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different code paths." + "reason": "GPT-J/CodeGen versus MPT; different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in the same file and look mergeable together." + "reason": "Both are GPT-Neo output-tracing refactors in the same file and code path." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different models." + "reason": "GPT-J/CodeGen versus GPT-Neo; different model implementations." }, { "left": "pull_request:44018", - "right": "pull_request:44066", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model-specific refactors." + "reason": "GPT-Neo versus MGP-STR; unrelated concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated despite the shared tracing pattern." + "reason": "ResNet versus GPT-J/CodeGen; same theme only." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model code paths." + "reason": "MGP-STR versus GPT-J/CodeGen; not the same bug/change." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model implementations." + "reason": "ResNet versus GPT-J; different concrete refactors." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models; same tracker is not enough." + "reason": "GPT-Neo versus ResNet; same migration theme but different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different code paths." + "reason": "ResNet versus MPT; unrelated model-specific work." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific refactors." + "reason": "GPT-Neo versus GPT-J/CodeGen; different model families." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model implementations." + "reason": "GPT-Neo versus Flaubert; not the same concrete change." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different code paths." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert are not the same underlying change." + "reason": "MPT versus GPT-J/CodeGen; only a shared refactor style." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different models." + "reason": "GPT-J versus MGP-STR; unrelated code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated implementations." + "reason": "GPT-2 versus MGP-STR; not duplicates." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44161", - "accept": false, - "reason": "SegFormer and LongT5 are unrelated code paths." + "reason": "ViLT versus Flaubert/XLM; different implementations." }, { - "left": "pull_request:44017", + "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are different model refactors." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "SegFormer and VisualBERT are unrelated models." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J and MGP-STR are different model-specific changes." + "reason": "GPT-2 versus GPT-J/CodeGen; same theme, different change." }, { - "left": "pull_request:44066", + "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different code paths." + "reason": "GPT-Neo versus MPT; not the same bug/change." }, { - "left": "pull_request:44018", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model implementations." + "reason": "SegFormer versus LongT5; different model-specific refactors." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and MPT are separate model refactors." + "reason": "SegFormer versus GPT-J/CodeGen; shared tracker is not enough." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-J and MGP-STR are different code paths." + "reason": "SegFormer versus VisualBert; different code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-2 and GPT-Neo are different models." + "reason": "VisualBert versus Flaubert/XLM; same pattern only." }, { - "left": "pull_request:44056", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated implementations." + "reason": "TextNet versus LongT5; unrelated model implementations." }, { - "left": "pull_request:44059", + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are different model families." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are unrelated changes." + "reason": "GPT-Neo versus MPT; different concrete changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "SegFormer and LongT5 are different model-specific refactors." + "reason": "SqueezeBert versus MPT; only a broad output-tracing similarity." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "SegFormer and VisualBERT are not the same underlying change." + "reason": "GPT-Neo versus SpeechT5; different model families." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated code paths." + "reason": "TextNet versus Flaubert/XLM; not duplicates." }, { - "left": "pull_request:44074", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different model implementations." + "reason": "MPNet versus LongT5; different code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model refactors." + "reason": "RegNet versus SegFormer; unrelated refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "SqueezeBert and VisualBERT are different models." + "reason": "RegNet versus MPNet; different implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and GPT-Neo are separate code paths." + "reason": "MPT versus SpeechT5; not the same concrete change." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and DeBERTa V2 are unrelated model implementations." + "reason": "RegNet versus GPT-Neo; different model code paths." }, { "left": "pull_request:44010", - "right": "pull_request:44074", + "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and TextNet are different model-specific changes." + "reason": "SqueezeBert versus DeBERTaV2; same migration theme only." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa V2 and TextNet are unrelated code paths." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa V2 and SpeechT5 are different model families." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa V2 and VITS are unrelated implementations." + "reason": "DeBERTaV2 versus TextNet; unrelated model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing refactor family; overlapping file and change intent make them mergeable." + "reason": "Same GPT-J/CodeGen output-tracing refactor chain; 44722 is the broader later variant." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J tracing refactors on the same code path, so they look like duplicates." + "reason": "Same GPT-J output-tracing change; 44722 subsumes the narrower GPT-J-only variant." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are different model code paths." + "reason": "GPT-J versus SpeechT5; shared issue target does not make these duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are different model refactors." + "reason": "CVT/FNet versus RegNet/ResNet-related work; not the same concrete change." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated model implementations." + "reason": "CVT/FNet versus SpeechT5; different model families and code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa V2 and SpeechT5 are different underlying changes." + "reason": "DeBERTaV2 versus SpeechT5; same umbrella task, different bug/change." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa V2 and VITS are unrelated model-specific refactors." + "reason": "DeBERTaV2 versus ViLT; unrelated refactors." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it correctly frames the cluster as mostly model-specific output-tracing refactors under shared tracker #43979, and the accepted soft-edge pairs are all within the same model/code path with plausible single-PR mergeability. No pair is overclaimed across unrelated model families." + "accept": false, + "feedback": "The overall cluster summary is mostly grounded, but one soft-edge acceptance is too strong: 44066\u201344085 is not directly supported by the packet\u2019s explicit pair evidence, and the reasoning goes beyond what the diff excerpts show. The canonical-PR wording also slightly overstates exclusivity by calling GPT-J/CodeGen the \"only clear duplicate chain\" when the GPT-Neo pair is another clear duplicate-style group. Please keep the verdicts limited to the explicitly supported duplicates and use more conservative wording." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -23594,7 +23501,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 35, + "component_count": 34, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -23621,7 +23528,7 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "6296e5f7064674c4ad2e4ba1580d861792b7fae146fdc87f5ea3f44981e73edc", + "prepared_review_unit_hash": "2a59cbe0e9a077f8117b91a7fb54a1142922b48f050489522afb99de32ebacea", "component_budget": { "node_count": 28, "item_count": 28, @@ -23634,7 +23541,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17127, + "serialized_chars": 17125, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -23643,48 +23550,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are thematically related by a shared refactor pattern around standardized output tracing/capture, but they touch different model implementations and code paths, so they are not duplicates.", - "confidence": 0.96, + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture, but they target different architectures and code paths, so they are not true duplicates of one another.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44129 is the best single anchor for the cluster because it has the clearest issue linkage and a concrete end-to-end output-tracing refactor, but it still represents only one model-specific instance of the broader pattern.", + "canonical_pr_reason": "pull_request:44129 is the best anchor: it has an explicit issue target, is clearly about the same standardized output-capture refactor theme, and appears to be a substantive, self-contained implementation for one model family.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44129 is the strongest representative PR: it is issue-linked, has a focused scope, and shows the standardized output-capture change most explicitly.", + "best_pr_reason": "pull_request:44129 is the strongest standalone representative of the cluster because it is tied to an explicit issue and presents the clearest, most complete example of the output-tracing refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are standardized-output refactors, but they target different models (FocalNet vs ImageGPT) and different internal execution paths." + "reason": "Both are output-tracing refactors, but they modify different model implementations (FocalNet vs ImageGPT) and different internal hooks. Same theme, not the same concrete code-path change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Similar decorator-based refactor, but these are separate model implementations (VisualBert vs TextNet) with distinct forward logic." + "reason": "VisualBert and TextNet are unrelated model code paths. These are separate standardized-output refactors, not a single mergeable change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same general output-tracing theme, but MPNet and VisualBert are unrelated code paths and not plausibly one merged fix." + "reason": "MPNet and VisualBert touch different encoder/attention implementations. Shared refactor pattern is not enough to treat them as duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both are refactors for output capture, but they modify different models and should not be merged as one duplicate change." + "reason": "MPNet and TextNet are distinct model-specific changes. They do not appear to fix the same underlying bug or implement the same exact behavior." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model families; the similarity is only at the refactor pattern level." + "reason": "RegNet and SqueezeBert have different model internals and output handling. Similar migration style, but not the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both adopt standardized output tracing, but they affect different model stacks (SqueezeBert vs SpeechT5) and different concrete layers." + "reason": "SqueezeBert and SpeechT5 are different architectures with different output-tracing paths. They are both refactors, not one concrete shared fix." } ] }, @@ -23698,7 +23605,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23764,274 +23671,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "757e63c33ca9ba911bf249c8631ec4e466c640d541f707d81ec1624f400bc842", + "prepared_review_unit_hash": "e4cccd8966a7ad4d1c30a03ed8ab4b7ebba4b99515d09da100ac31610642bb45", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40178, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40178, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of related-but-distinct output-tracing refactors across many different Transformer models. They share a naming pattern and some helper plumbing, but they are not duplicates of the same bug or change.", - "confidence": 0.88, + "summary": "This cluster is a set of parallel, model-specific output-tracing refactors across unrelated architectures. They share a theme, but they are not the same underlying bug/change, so none of the soft edges should be merged.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative because it is the broadest of the group, touching two closely related Mamba-family files and adding the new output-capture plumbing; it best captures the cluster\u2019s theme, though it is not a duplicate of the others.", + "canonical_pr_reason": "No issue is present; if one PR must represent the cluster, 44003 is the best exemplar because it is the broadest and most concrete refactor, spanning both mamba-related files and adding output-recording helpers.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest cluster representative for the same reason: it has the widest scope and most central refactor shape among these output-tracing PRs.", + "best_pr_reason": "44003 is the strongest standalone representative of the shared output-tracing refactor pattern: it has the largest, most substantive change set and touches multiple related code paths.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths (timm_backbone vs upernet); same refactor style, not the same change." + "reason": "Different model code paths (timm_backbone vs upernet); similar refactor pattern, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Unrelated architectures (timm_backbone vs vision_text_dual_encoder); too broad a similarity to treat as one fix." + "reason": "Different architectures (timm_backbone vs vision_text_dual_encoder); not one mergeable bug fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models and behavior surfaces (timm_backbone vs univnet); not one concrete bug or mergeable PR." + "reason": "Different models and forward paths; both touch output tracing but do not fix the same concrete problem." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Both are tracing refactors, but they target different model stacks and code paths; not the same underlying change." + "reason": "timm_backbone and mamba/falcon_mamba are unrelated implementations; this is only a shared refactor theme." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "timm_backbone and rwkv are unrelated implementations; similarity is only the output-tracing pattern." + "reason": "Different model families (timm_backbone vs rwkv); not the same code path or change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; shared helper imports do not make this one duplicate." + "reason": "MobileNetV1 and UnivNet are unrelated model paths; same refactor motif, not duplicate work." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths (MobileNetV1 classification vs UperNet segmentation); not mergeable as one PR." + "reason": "MobileNetV1 vs UperNet is a cross-model similarity only; not the same underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything fix different architectures and output APIs; only the refactor theme matches." + "reason": "Different model families and files; these output-tracing edits are parallel but not mergeable into one PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and VisionEncoderDecoder are different code paths; not the same concrete bug/change." + "reason": "MobileNetV1 and VisionEncoderDecoder use different code paths; no shared concrete bug." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different wrappers and modalities (image classifier vs speech encoder-decoder); too broad to merge together." + "reason": "MobileNetV1 vs SpeechEncoderDecoder are separate implementations; not a duplicate change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated models; same helper style, different fixes." + "reason": "VisionTextDualEncoder and UnivNet are unrelated models; similar refactor style only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward paths; no shared concrete bug." + "reason": "Different model code paths (vision-text dual encoder vs UperNet); not the same fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder and Mamba-family refactors are separate model stacks, so this is not a duplicate." + "reason": "VisionTextDualEncoder and Mamba/FalconMamba touch different forward logic; too broad to call one duplicate change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different tasks and architectures (vision-text vs depth estimation); not the same underlying change." + "reason": "Different architectures and forward signatures; these are separate output-tracing refactors." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Unrelated model code paths (audio generation vs segmentation); same refactor motif only." + "reason": "UnivNet and UperNet are unrelated code paths; same theme, not same change." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and implementations; too broad to consider one fix." + "reason": "UnivNet vs Mamba/FalconMamba affects different model internals; not a single concrete bug fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Unrelated models and output contracts; not a single bug or patch." + "reason": "Different models and files; these PRs are not interchangeable fixes." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet segmentation and RWKV language modeling are unrelated code paths; not a duplicate." + "reason": "UperNet and RWKV are different architectures; output-tracing refactor alone is not enough to merge them." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks (segmentation vs Mamba language models); same theme, not same change." + "reason": "UperNet vs Mamba/FalconMamba are separate code paths and not one underlying bug." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba-family output tracing and SuperPoint feature extraction are different implementations; not one concrete fix." + "reason": "Mamba/FalconMamba and SuperPoint are unrelated model implementations; only the refactor pattern matches." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different code paths and model classes (Mamba vs CodeGen); the overlap is only in refactor style." + "reason": "Mamba/FalconMamba vs CodeGen are different forward paths; these are not the same concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and CodeGen are unrelated models; same output-tracing pattern is not enough for duplicate status." + "reason": "TimmBackbone and CodeGen are unrelated model families; not a duplicate bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different model families with distinct forward paths." + "reason": "UnivNet and CodeGen modify different execution paths; too dissimilar to merge as one PR." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet segmentation and CodeGen generation are unrelated; not the same underlying bug/change." + "reason": "UperNet and CodeGen are separate model implementations; similar refactor, not same change." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen have different code paths and outputs; only the refactor theme matches." + "reason": "VisionTextDualEncoder vs CodeGen do not share the same concrete code-path problem." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are different model families; not mergeable as one PR." + "reason": "DepthAnything and VisionEncoderDecoder are different models; output-tracing changes are only superficially similar." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth estimation and speech encoder-decoder are unrelated changes." + "reason": "DepthAnything and SpeechEncoderDecoder are separate code paths; not a single mergeable fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models and output semantics (depth estimation vs SuperPoint); not the same fix." + "reason": "DepthAnything vs SuperPoint are unrelated implementations; these are parallel refactors." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated code paths; only the output-tracing refactor pattern overlaps." + "reason": "DepthAnything and RWKV touch different model internals; not the same bug or change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth estimation and DPR retrieval models are different implementations; not a duplicate." + "reason": "DepthAnything vs DPR are distinct code paths; similar output-tracing cleanup only." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated model stacks; same helper refactor, different changes." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate wrappers with different forward logic." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are similar wrapper names but different modalities and code paths." + "reason": "VisionEncoderDecoder vs SuperPoint is not the same underlying code change." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Different model types and outputs; not the same concrete bug or mergeable change." + "reason": "VisionEncoderDecoder and RWKV are unrelated model paths; not duplicate work." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR address different components and APIs; not duplicates." + "reason": "VisionEncoderDecoder and DPR change different execution paths; only the refactor style is shared." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models; similarity is only superficial." + "reason": "SpeechEncoderDecoder and SuperPoint are different model families; not the same concrete fix." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Speech encoder-decoder and RWKV are different forward paths and output contracts." + "reason": "SpeechEncoderDecoder vs RWKV are unrelated code paths; not mergeable as one PR." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and behaviors (speech seq2seq vs retrieval encoder); not one bug fix." + "reason": "SpeechEncoderDecoder and DPR are different implementations; no shared bug target." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint feature extraction and RWKV language modeling are unrelated code paths." + "reason": "SuperPoint and RWKV are unrelated models; same refactor theme only." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different model families; not the same underlying change." + "reason": "SuperPoint vs DPR are different code paths and should not be deduplicated." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated implementations; same refactor motif does not imply duplicate." + "reason": "RWKV and DPR are separate model implementations; they do not fix the same concrete issue." } ] }, @@ -24045,7 +23952,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24061,7 +23968,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "2d3fbe7891b78329a12f27bdeba09b30b5bd479c29904fe286ccfa42649bff43", + "prepared_review_unit_hash": "2a878e70b5a073c98e405ae70552308ece772149f9a46d41c33a1fa153e4bc9a", "component_budget": { "node_count": 2, "item_count": 2, @@ -24083,18 +23990,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs that just share the same Transformers integration pattern and some auto-registration files. PenguinVL and Voxtral TTS implement different models, so they should not be deduplicated.", + "summary": "These are not duplicates: one adds PenguinVL, the other adds Voxtral TTS. They only overlap on shared Transformer model-registration/docs scaffolding, not on the same underlying model or code path.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the more canonical standalone change: it has an explicit issue target, a narrower and well-scoped Voxtral TTS implementation, and clear intent tied to a specific model release.", + "canonical_pr_reason": "45401 is the better representative PR because it has an explicit issue target and is scoped to a single concrete feature addition (Voxtral TTS).", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the better representative PR for this cluster because it is tightly scoped, linked to a tracking issue, and clearly centered on one concrete model integration.", + "best_pr_reason": "45401 is the cleaner standalone PR to represent the cluster since it is explicitly tied to an issue and narrowly implements Voxtral TTS; 44662 is a separate PenguinVL model addition.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different underlying features: PenguinVL and Voxtral TTS are separate model implementations with different codepaths, tests, and docs. Shared auto-registration and docs scaffolding are not enough to treat them as the same change." + "reason": "Different model additions with different implementations, tests, and documentation; the shared files are generic registration/docs plumbing and do not indicate the same bug or change." } ] }, @@ -24108,7 +24015,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24124,12 +24031,12 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "c56d0c6abf629bed27687fc470d8fa944f394d4978541e9085f46eef3b61b973", + "prepared_review_unit_hash": "ec986e66067c37baaed8ba4282632dff849226b89e9ed01d5352d0c6c15cca2f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4219, + "serialized_chars": 4220, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -24137,7 +24044,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4219, + "serialized_chars": 4220, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -24146,18 +24053,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs, but they do not look like the same underlying change. One is a draft-conversion/documentation workflow experiment; the other is a CI branch/workflow tweak with an unrelated placeholder code edit.", - "confidence": 0.94, + "summary": "Two unrelated pull requests: one changes the PR documentation workflow to convert PRs to draft, the other tweaks PR CI targeting and includes unrelated code noise. They should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present. Of the two PRs, #46845 is the better representative only because it has a clearer CI-oriented scope and a more coherent diff; #44965 looks like a separate workflow experiment with no clear problem statement.", + "canonical_pr_reason": "Prefer PR #46845 as the representative PR because it has the clearer, more substantive CI-oriented change and a complete title/diff, while #44965 is a stray workflow experiment with an unfinished-looking title.", "best_issue_reason": null, - "best_pr_reason": "PR #46845 is the strongest standalone candidate in the cluster, but only marginally; it is more explicit about a CI/runner experiment than #44965. Still, it should not be grouped with #44965 as a duplicate.", + "best_pr_reason": "PR #46845 is the best standalone representative of the cluster since it contains the more coherent change set; #44965 does not describe the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Different changes: #44965 rewrites a docs workflow into a draft-conversion workflow, while #46845 changes CI branch routing and includes an unrelated placeholder edit in model code. They do not fix the same concrete problem and would not plausibly merge into one PR." + "reason": "Different changes and different code paths: #44965 rewrites a workflow to convert PRs to draft, while #46845 alters CI branch routing and touches unrelated source/test files. They do not look mergeable into one PR or like the same bug/change." } ] }, @@ -24171,7 +24078,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24187,12 +24094,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "e0a5d2287d07b32937993cbf5eaaec6c047bdc596335b0cf55214a479c2b928d", + "prepared_review_unit_hash": "695c4dc35fd36ab7f29c32949424f31a1166169b62b6bc8b20637da99068e473", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -24200,7 +24107,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -24209,18 +24116,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by the broad theme of fusion, but they target different changes: #44979 adds a new Module Fusion API and tests, while #45363 integrates n-to-1 kernel fusion through KernelConfig across different integration points. They are not the same underlying change and should not be deduplicated.", - "confidence": 0.86, + "summary": "These are related fusion-feature PRs, but they target different layers: one adds a module-fusion API, the other wires n-to-1 kernel fusion through KernelConfig and model loading. They are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the more foundational, self-contained API addition (new `module_fusion.py` plus tests), so it is the better anchor for this cluster, even though #45363 is a separate integration PR.", + "canonical_pr_reason": "PR 44979 is the broader, foundational API proposal and best represents the shared fusion theme in this cluster.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the clearest representative because it introduces the core module-fusion abstraction rather than a specific downstream KernelConfig use case.", + "best_pr_reason": "PR 45363 is the more concrete end-to-end implementation, but it still solves a different problem from 44979.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both are fusion-related, but they implement different concrete features in different code paths: one adds a Module Fusion API, the other wires n-to-1 fusion through KernelConfig. They are not plausibly mergeable as one PR." + "reason": "Different change sets: 44979 introduces a new module_fusion abstraction and tests, while 45363 integrates kernel fusion via KernelConfig, model utilities, and an example. Shared fusion terminology is not enough to treat them as the same PR." } ] }, @@ -24234,7 +24141,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24250,7 +24157,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "e2d48929dd036853cd6f6f7d729cce6d3048a78363fb4a142d9b0b4ce3881d27", + "prepared_review_unit_hash": "65c622283c5a2e89d334964aab3c69b6e79b12dc520a70f54f05c90fad1807c3", "component_budget": { "node_count": 2, "item_count": 2, @@ -24272,18 +24179,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs patch the same AttributeError in `_patch_mistral_regex` with the same code change; the later PR adds tests and is the stronger canonical candidate.", + "summary": "Both PRs address the same concrete bug in `_patch_mistral_regex`: using `tokenizer.backend_tokenizer.pre_tokenizer` caused an `AttributeError`, and both switch to `tokenizer.pre_tokenizer` in the same code path. PR #45317 is the more complete candidate because it includes the fix plus tests.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same fix plus test coverage, making it the more complete implementation.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same bug fix as #45086 and also adds test coverage, making it the more complete change.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best overall PR candidate: same underlying bug, same affected file and issue target, and it includes tests verifying the fix.", + "best_pr_reason": "PR #45317 is the strongest representative of the cluster: same fix as the other PR, same target issue, and additional tests validate the behavior.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same function and file, with effectively identical patch intent; the second PR appears to be an expanded version with tests." + "reason": "Same underlying AttributeError fix in the same function and same file; the second PR is the same change plus tests, so they are merge-equivalent." } ] }, @@ -24297,7 +24204,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24313,7 +24220,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "bdab1c16b4c19e920a55fe430161fe22235ee3ec9509194363ff43bdf5e4b18f", + "prepared_review_unit_hash": "11b82ea409bc3bbd450d6ec53c45ac462c78dc546fb03dd691b8aee6d8525293", "component_budget": { "node_count": 2, "item_count": 2, @@ -24335,18 +24242,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH PRs but not duplicates: one is a refactor to make NemotronH inherit GraniteMoeHybrid and adjust conversion mappings, while the other introduces the proper NemotronH plus dense/sparse variants, docs, and tests. They overlap in files, but they target different changes and would not plausibly be merged as one fix.", - "confidence": 0.93, + "summary": "Both pull requests are in the NemotronH family, but they address different change sets: one is a refactor/conversion-mapping update around GraniteMoeHybrid compatibility, while the other splits NemotronH into dense and sparse variants with docs, auto-mapping, and tests. They are related but not the same underlying fix/change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the more complete and canonical model-architecture change: it adds the new NemotronH dense/sparse model split, documentation, auto-mappings, and tests, whereas PR 45115 is a narrower refactor/conversion-mapping adjustment.", + "canonical_pr_reason": "PR 45569 is the better canonical artifact because it represents the broader, final product change: introducing NemotronHDense and NemotronHSparse, updating docs/auto-mappings, and wiring the new model files end to end.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative PR for this cluster because it describes the larger intended feature work and touches the full set of user-facing and model-definition changes.", + "best_pr_reason": "PR 45569 best captures the cluster\u2019s overall intent and scope; PR 45115 looks like a narrower prerequisite/refactor around NemotronH conversion and inheritance rather than the main model split.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files alone are not enough: 45115 is a refactor/conversion-mapping patch, while 45569 is a broader model-split implementation with docs and tests. Different concrete changes, so not a duplicate pair." + "reason": "Same subsystem, but different concrete changes: 45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adjust conversion mappings, while 45569 adds separate dense/sparse model variants, docs, auto mappings, and tests. They are not the same underlying bug or mergeable single fix." } ] }, @@ -24360,7 +24267,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24376,7 +24283,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "ca3931663cc2f3b28f07668d44e4fac69c5c66e132259b67f21b108a5bdfb2ce", + "prepared_review_unit_hash": "a8dec591868dc0ce88c227e89e7f4b869b2e1930e38676b0895f476e4dc06c73", "component_budget": { "node_count": 2, "item_count": 2, @@ -24398,18 +24305,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related but not duplicates: both introduce heterogeneous configuration docs and config utilities, but 45332 also adds the full modeling/runtime pieces (cache, masking, skip, supported models, mxfp4), while 45333 is configuration-only.", - "confidence": 0.93, + "summary": "Both PRs work on heterogeneous model support, but they are not the same change: #45333 is limited to per-layer configuration plumbing, while #45332 is a larger umbrella PR that also adds modeling, masking, cache, and integration updates. They overlap on config-related files, but the concrete scope differs enough that they should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "45332 is the broader umbrella change: it includes the heterogeneous config work plus the modeling/runtime integration that 45333 does not.", + "canonical_pr_reason": "#45332 is the best canonical PR for the cluster because it is the broader end-to-end implementation and subsumes the config-only plumbing touched by #45333.", "best_issue_reason": null, - "best_pr_reason": "45332 is the best representative for the cluster because it is the more complete end-to-end heterogeneous model support PR.", + "best_pr_reason": "#45332 is the best representative of the underlying work because it covers the full heterogeneous-model feature set rather than only the configuration layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Shared docs and config helpers are not enough here; 45332 adds substantial modeling, cache, and masking changes that make it a different, larger feature rather than the same mergeable PR." + "reason": "Reject: #45333 appears to be a narrower config-only slice, while #45332 also changes modeling/cache/masking behavior and related support code. They overlap but are not the same concrete code-path change, so they are not duplicate PRs." } ] }, @@ -24423,7 +24330,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24439,7 +24346,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "99c7b366702fd8e2159db3abcd512512241a134ce4c3107c6f06a768ca7f22b5", + "prepared_review_unit_hash": "701002d85a8cb9a34a6050ef83d131b5bf1f67ae0a25098373666c7b15b410da", "component_budget": { "node_count": 2, "item_count": 2, @@ -24461,18 +24368,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-focused PRs, but they address different changes: PR 45415 is a broad type-checking sweep/configuration update across many files, while PR 45425 adds shared typing protocols and typing support around modeling_utils/integrations. They are related in theme but not duplicates of the same code change.", - "confidence": 0.93, + "summary": "These are thematically related typing/annotation PRs, but they are not the same change: one is a broad type-checking sweep across many files, the other adds typing protocols and helper aliases in core typing utilities. I would not deduplicate them as the same PR.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical representative because it introduces reusable typing abstractions in core typing helpers and then applies them to specific integration/modeling code, which is a more coherent single change than the broad repo-wide type-checking sweep in 45415.", + "canonical_pr_reason": "PR 45425 is the better canonical representative of the cluster because it makes focused typing-infrastructure changes in `_typing.py` and related consumers, whereas 45415 is a much broader mechanical type-checking pass across many `src/transformers/*.py` files.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best overall fit for the cluster because it is the more focused, self-contained typing change. PR 45415 is broader and mostly a repository-wide static typing pass, making it less representative of a single underlying fix/change.", + "best_pr_reason": "PR 45425 is the best overall representative of the cluster: it addresses a concrete typing-compatibility gap with new aliases/protocols, while 45415 is a wider annotation cleanup that is related in theme but not the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but 45415 is a large type-checking pass/config update across many files, while 45425 adds specific typing protocols and targeted modeling/integration support. They do not appear to fix the same concrete problem or be mergeable as one PR." + "reason": "Both are typing-related, but they do different jobs: 45415 is a broad type-checking sweep, while 45425 adds shared typing protocols/aliases and fixes specific typing compatibility points. They are not the same concrete change and would not plausibly be merged as one PR." } ] }, @@ -24486,7 +24393,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24502,7 +24409,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "6a75c4b755f4192839f7fdcdd46ad53ac4f96a591f75e34ce5130a7b6330d4d7", + "prepared_review_unit_hash": "294878fc04b67ce0078915abb96d625aa83bd1eeff4246016fdd193730ae59b1", "component_budget": { "node_count": 2, "item_count": 2, @@ -24524,18 +24431,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests concern expert-parallel/distributed model loading, but they fix different failure modes: PR 45548 targets accelerate launch with DeepSpeed ZeRO-3 and config serialization, while PR 45662 targets FSDP2/rank-0 broadcast overwriting experts during load.", - "confidence": 0.95, + "summary": "These two PRs are related to expert-parallel loading, but they fix different bugs and are not duplicates: #45548 addresses preserving distributed_config / has_ep for DeepSpeed ZeRO-3 loading via accelerate, while #45662 fixes experts being overwritten during FSDP2-style sharded loading.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR exists here; if one must be chosen as the cluster representative, PR 45662 is the stronger canonical candidate because it addresses a specific concrete load-path overwrite bug with a larger, more focused fix.", + "canonical_pr_reason": "No issue nodes are present; if a single PR must represent the cluster, #45662 is the better canonical choice because it targets the concrete overwrite bug in the loading path and has a broader, more direct fix set.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the better representative for the cluster because its bug description is more concrete and its code changes are centered on the actual parameter-loading path, whereas PR 45548 is a separate accelerate/ZeRO-3 compatibility fix.", + "best_pr_reason": "#45662 is the best representative PR because its title and diff describe a specific, actionable failure mode ('experts silently overwritten by rank-0 broadcast') and the code changes align directly with that bug.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Do not merge: they address different distributed-loading bugs and different code paths. 45548 is about EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization; 45662 is about FSDP2 expert tensors being overwritten by rank-0 broadcast during parameter loading." + "reason": "Both are about expert parallelism/loading, but they fix different code-path problems: #45548 preserves distributed_config and adds has_ep for ZeRO-3/accelerate loading, while #45662 changes sharded parameter handling to prevent expert weights from being overwritten under FSDP2. Shared subsystem alone is not enough to merge them." } ] }, @@ -24549,81 +24456,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 35, - "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-45630-3", - "nodes": [ - "pull_request:45630", - "pull_request:46831", - "pull_request:46978" - ], - "soft_pairs": [ - "pull_request:45630|pull_request:46978", - "pull_request:46831|pull_request:46978" - ], - "prepared_review_unit_hash": "7a8b888ba53cd4ea88654c8119d139b531928582c56b5fdeeaa19ab6ddb39f93", - "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 9370, - "estimated_input_tokens": 2343, - "estimated_eval_tokens": 4942 - }, - "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 9370, - "estimated_input_tokens": 2343, - "estimated_eval_tokens": 4942 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "PR 46978 is the broad upstream fix for accelerate hook firing across linear-attention models; PR 46831 is a narrower Qwen-specific application of the same underlying hook problem, while PR 45630 is unrelated model addition work.", - "confidence": 0.93, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46978 is the best canonical PR because it generalizes the accelerate-hook fix across affected models and subsumes the Qwen-specific hook workaround.", - "best_issue_reason": null, - "best_pr_reason": "PR 46978 is the strongest representative of the cluster since it targets the core device_map/offload hook bug directly and applies it broadly rather than only to one model family.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45630", - "right": "pull_request:46978", - "accept": false, - "reason": "Kimi2-6 model integration is unrelated to accelerate hook firing or linear-attention offload behavior." - }, - { - "left": "pull_request:46831", - "right": "pull_request:46978", - "accept": true, - "reason": "Both address the same underlying bug: accelerate hooks not firing when Qwen linear-attention code accesses child module weights directly under CPU offload/device_map." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 45630 is clearly a model-addition PR with no evidence of the hook/offload bug, and 46978 is the broader accelerate-hook fix that also touches Qwen files. The 46831\u219446978 pairing is conservative enough because both patches address the same device_map/CPU-offload hook-firing issue, with 46978 broadening the fix. No evident overstatement." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 24, - "component_count": 35, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24639,7 +24472,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "7781730a063d57a95443096d2217e47e2170e9b497a020c65a1e8b6fbd2c0e5e", + "prepared_review_unit_hash": "a28c146a1ddae038859fd9bfe370fc6fc5884b53d652d430fc0bab1f8a7be1eb", "component_budget": { "node_count": 2, "item_count": 2, @@ -24661,18 +24494,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info/logging collision problem around `testing_utils.py`; one is a narrower helper fix, the other includes the helper fix plus CI artifact aggregation to handle per-worker files.", - "confidence": 0.8, + "summary": "Both PRs address the same xdist-related captured_info logging collision in testing_utils; 45645 is the broader, more complete fix because it also updates CI to collect the new per-worker files.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the broader, more complete fix: it makes the log output xdist-safe and also updates CI/reporting to collect multiple `captured_info` files, so it best represents the cluster.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output-file change plus the CI workflow adjustment needed to consume multiple captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best single PR to keep because it covers the core bug and the downstream CI log-preservation behavior, while 45639 is just the narrower helper-side portion.", + "best_pr_reason": "PR 45645 is the strongest representative of the change set: it fixes the same underlying bug as 45639 and also preserves downstream debug log collection in CI.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "They target the same underlying xdist collision in captured_info handling, share the same issue target and files, and 45645 is effectively an expanded version of the same fix." + "reason": "Same underlying xdist captured_info collision fix in the same code path; 45645 is a superset that adds the workflow-side handling, so these could plausibly be merged into one PR." } ] }, @@ -24685,8 +24518,8 @@ }, { "label": "pull_request", - "component_index": 25, - "component_count": 35, + "component_index": 24, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24702,12 +24535,12 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "b9e4e68a2e2a13d8dc3ebc36225a54f32a1746c9ea49c16659aab820871e0f57", + "prepared_review_unit_hash": "73e1e9c4bdc81513b4d8756ee9106005093cb9c3782af6a7d100b8ed447107a9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7234, + "serialized_chars": 7233, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -24715,7 +24548,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7234, + "serialized_chars": 7233, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -24724,18 +24557,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated linter-driven PRs overlap on model files but fix different code paths: TRF003 adjusts forward/return_dict behavior, while TRF018 refactors weight initialization. They should not be deduplicated.", - "confidence": 0.98, + "summary": "Two unrelated linter-rule PRs: one adds tuple-return handling to selected model forwards (TRF003), the other rewrites weight initialization logic for many model classes (TRF018). They overlap in some filenames but not in the underlying fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target different modeling concerns (forward-signature handling vs weight initialization) and are not the same underlying fix.", + "canonical_pr_reason": "PR 46259 is the better canonical representative because it is a larger, more self-contained implementation of a distinct modeling rule, with broader model coverage and stronger discussion activity.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a strong global duplicate representative because they address different rules and different code paths; the overlap is only broad subsystem/file scope.", + "best_pr_reason": "PR 46259 is the strongest standalone PR in the cluster: it targets a concrete code-path change (model weight initialization) and is more complete/broadly representative than the tuple-return rule PR.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Reject: PR 45720 implements TRF003 forward/return_dict tuple handling across model forwards, while PR 46259 implements TRF018 weight-initialization cleanup. Shared filenames are incidental; these are not the same bug/change and would not be merged as one PR." + "reason": "Do not merge: TRF003 changes forward-return behavior via can_return_tuple across several models, while TRF018 changes module weight initialization across different model classes. Shared filenames reflect broad subsystem overlap, not the same bug or patch." } ] }, @@ -24748,8 +24581,8 @@ }, { "label": "pull_request", - "component_index": 26, - "component_count": 35, + "component_index": 25, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24814,8 +24647,8 @@ }, { "label": "pull_request", - "component_index": 27, - "component_count": 35, + "component_index": 26, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24831,40 +24664,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "40be774674dcfd128e5189812d09598da14f0fac616f89fcc6ab8f27f3da5693", + "prepared_review_unit_hash": "8c73572cb2992066478220cbdf66555df34ae60924a0daaa0afc81399da2d2b8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open WIP PRs, but they target different changes: one is a CI/infra + model/config tweak bundle, the other is a test migration adding kernel/model tests. They are not the same underlying change.", - "confidence": 0.91, + "summary": "These two open PRs are both test/maintenance-oriented, but they do not address the same underlying change. One is a mixed CI/model/telemetry PR, the other is a test-migration/kernel-coverage PR.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45932 is the broader, more substantive change set in the cluster, but it is not a duplicate of #46100; the two PRs address different code paths and purposes.", + "canonical_pr_reason": "No canonical PR: 45932 changes CI secrets plus multiple model files, while 46100 adds test migration/kernel and ViT test files; they are different changes.", "best_issue_reason": null, - "best_pr_reason": "PR #45932 is the better representative only because it is the more general PR, but it should not be merged with #46100 as a duplicate.", + "best_pr_reason": "46100 is the cleaner representative of the cluster because it is a coherent test-migration PR, whereas 45932 is a mixed CI/model change and not the same work.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different goals and edits: #45932 changes CI secrets and multiple model/config files, while #46100 adds kernel tests and test migration files. Shared test-related context is not enough to treat them as the same fix/change." + "reason": "Reject: these are not the same concrete fix/change. 45932 updates CI/workflow secrets and several model implementations, while 46100 adds kernel/test migration files and ViT tests. They are not plausibly mergeable into one PR." } ] }, @@ -24877,8 +24710,8 @@ }, { "label": "pull_request", - "component_index": 28, - "component_count": 35, + "component_index": 27, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24894,40 +24727,40 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "fa0f4a8cd54fdefc3e1ac2c7cd88acc3e6893768312863b348eb884b4ab79642", + "prepared_review_unit_hash": "80ddf664f1fc68aa148ab7f089b40eb690b0aff4d44bb35d7d7e51d01b7369b1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, - "estimated_input_tokens": 1382, - "estimated_eval_tokens": 3020 + "serialized_chars": 5523, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, - "estimated_input_tokens": 1382, - "estimated_eval_tokens": 3020 + "serialized_chars": 5523, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR is a focused EP/trainer integration, the other is a broad distributed-branch base touching many unrelated areas. Shared filenames alone are not enough to treat them as the same change.", - "confidence": 0.94, + "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration change, while PR #46269 is a broad distributed-branch base spanning CI, FSDP, integrations, and many unrelated files.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 46126 is a targeted EP/trainer feature change, while 46269 is a much broader distributed base branch with additional FSDP, CI, modeling, and integration work.", + "canonical_pr_reason": "PR #46126 is the more canonical change because it targets one concrete feature area with a specific code path (EP + Trainer integration) rather than serving as a wide base branch umbrella.", "best_issue_reason": null, - "best_pr_reason": "46126 is the better representative if one PR must be chosen because it has a single concrete purpose and tighter scope; 46269 is too umbrella-like to serve as the same-change representative.", + "best_pr_reason": "PR #46126 is the best representative artifact for this cluster since it is the narrower, more coherent implementation; PR #46269 is too broad and mixes multiple distributed-system changes.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed files do not imply duplication here. 46126 is EP/trainer integration around tensor parallel routing; 46269 is a broad distributed branch base with many unrelated edits, so they are not the same underlying fix/change and should not be merged as one PR." + "reason": "Reject: they share a few distributed filenames, but the changes are not the same underlying bug or fix. #46126 is about EP routing/trainer integration, while #46269 is a broad distributed branch base touching FSDP, CI, integrations, and many unrelated areas." } ] }, @@ -24940,8 +24773,8 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 35, + "component_index": 28, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24995,220 +24828,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "ef2ac52c548ecf85c89cf474aba7b941d4730b56db230e084cc88dc0b58d4abc", + "prepared_review_unit_hash": "887abadf47ef0b16fe8b5876f09de242d01a69a01dfb7b3217ffbd8dd511b554", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26671, - "estimated_input_tokens": 6668, - "estimated_eval_tokens": 13592 + "serialized_chars": 26688, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26671, - "estimated_input_tokens": 6668, - "estimated_eval_tokens": 13592 + "serialized_chars": 26688, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated workflow-maintenance PRs. The only close-looking set is the pr-ci-security-gate.yml edits, but they change different behaviors (logic, permissions, comments, and secrets handling) rather than the same underlying fix, so I would not merge any of the soft edges.", - "confidence": 0.95, + "summary": "This cluster is mostly unrelated workflow-chore PRs. The only near-cluster is the pr-ci-security-gate.yml set, but those PRs make different changes to different lines and should not be treated as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the best anchor for the only substantive mini-cluster: it makes the actual pr-ci-security-gate behavior change (checkout + workflow-file checks), while the other similar PRs are distinct follow-ups or metadata/comment tweaks.", + "canonical_pr_reason": "PR 46554 is the best anchor only because it contains the most substantive pr-ci-security-gate workflow change; the rest are separate workflow tweaks rather than the same duplicate fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the strongest overall representative in this set because it changes runtime security-gate logic, not just YAML permissions, comments, or unrelated workflow wiring.", + "best_pr_reason": "PR 46554 is the strongest standalone PR in the set: it introduces the concrete security-gate logic and is more substantial than the follow-up workflow edits, though it is not a duplicate of them.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different problems: self-comment CI stdin handling vs pr-ci-security-gate security logic." + "reason": "Different workflows and different fixes: stdin handling for self-comment CI versus security-gate workflow logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows; one updates comment-pipe handling, the other changes PR CI gate permissions/approval flow." + "reason": "Different workflows and different problems; one updates comment piping, the other adjusts PR CI security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "Unrelated workflow files and changes; no shared concrete bug or code path." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "Unrelated workflow files and changes; not the same underlying fix." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows: stdin piping for a script vs a grep/printf tweak in build-ci image logic." + "reason": "Both are shell-command hygiene tweaks, but they fix different workflows and different inputs, so they are not the same concrete change." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH-runner hardening is unrelated to benchmark_v2 dispatch behavior." + "reason": "Different workflows and unrelated changes: SSH runner hardening versus benchmark trigger conditions." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "SSH-runner hardening is unrelated to anti-slop permission placement." + "reason": "Different workflow files and different issues; no common underlying bug." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH-runner hardening is unrelated to assign-reviewers checkout ref changes." + "reason": "Different workflow behavior: SSH runner hardening versus reviewer assignment checkout ref selection." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different security concerns; not the same concrete change." + "reason": "Both touch CI/security-adjacent workflows, but they address different code paths and different risks." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different fixes; one hardens SSH runner secrets, the other adjusts PR CI gate permissions." + "reason": "Different workflow files and different security-gate edits; not the same change." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permissions and benchmark_v2 workflow_dispatch are unrelated." + "reason": "Both are workflow tweaks, but they change unrelated jobs and triggers." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Unrelated workflow edits: anti-slop permissions vs assign-reviewers checkout ref." + "reason": "Different workflow files and different fixes; no shared underlying bug." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflow edits: anti-slop permissions vs build-ci image tagging shell change." + "reason": "Permissions hardening in anti-slop is unrelated to the shell input fix in build-ci-docker-images." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different purposes." + "reason": "Same broad CI area, but unrelated concrete changes and code paths." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Unrelated workflow edits: reviewer assignment vs benchmark trigger conditions." + "reason": "Reviewer-assignment checkout behavior and benchmark trigger logic are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflow edits: reviewer assignment vs build-ci image tagging shell change." + "reason": "Different workflow logic and different failure modes; not duplicates." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different purposes." + "reason": "Different workflows and different concrete changes; no mergeable single fix." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark trigger logic and build-ci image tagging are different code paths and different issues." + "reason": "Both are workflow edits, but one adds workflow_dispatch and the other changes shell handling in a Docker-image job." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Benchmark trigger changes versus security-gate logic are unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows; build-ci shell safety tweak is unrelated to PR CI security-gate logic." + "reason": "Different workflow files and different problems; not the same underlying bug." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Build-ci image tagging and PR CI gate permissions/approval are distinct changes." + "reason": "Shell quoting fix in build-ci-docker-images is unrelated to PR CI security-gate permission changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different fixes: 46554 adds checkout plus file-change checks; 46558 adjusts permissions and approval gating." + "reason": "Same workflow file, but different concrete edits: one adds diff-based checks, the other changes permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "46554 changes security-gate behavior; 46563 only adds explanatory notes about the reusable workflow." + "reason": "Different security-gate workflow modifications; one adds checks, the other adds a safety note and references a reusable workflow." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "46554 adds gate checks; 46716 only changes secrets passing to the reusable workflow." + "reason": "Different changes to the same workflow file: code logic versus secrets configuration." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval gating changes are not the same as comment-only notes about the reusable workflow." + "reason": "Same workflow file, but separate edits to different aspects of the gate; not the same fix." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different changes in the same file: permissions/approval gating vs secrets inheritance." + "reason": "Permissions/approval gating versus secrets handling are distinct changes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comments about workflow safety are not the same change as altering secrets passing." + "reason": "Reusable-workflow documentation/safety note versus secrets configuration; not the same underlying change." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "Unrelated workflow files and different fixes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "SSH runner hardening and security-gate comments are unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "Different workflows and different code paths; no duplicate relationship." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "Unrelated workflow hardening changes in different files." } ] }, @@ -25221,8 +25054,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 35, + "component_index": 29, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25284,8 +25117,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 35, + "component_index": 30, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25301,7 +25134,7 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "b7d582f59348856da747f45a18005d2bb49b426ba2df8a206f6d941b967d1498", + "prepared_review_unit_hash": "89f2d609351867c523e644363f3143ec3ee1011039669d70f80b5f52d08606d7", "component_budget": { "node_count": 2, "item_count": 2, @@ -25323,18 +25156,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both security hardening around path traversal, but they target different loaders and different inputs: one validates shard filenames from a checkpoint index (`weight_map`), the other validates `transformers_weights` in config. They are related but not the same change.", - "confidence": 0.96, + "summary": "Both PRs harden checkpoint-loading path handling against directory traversal, but they fix different code paths and different untrusted inputs, so they are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are distinct fixes in different code paths, so neither cleanly subsumes the other.", + "canonical_pr_reason": "No single canonical PR: one validates shard filenames from a checkpoint index in `get_checkpoint_shard_files`, while the other validates an explicit `transformers_weights` filename in `_get_resolved_checkpoint_files`.", "best_issue_reason": null, - "best_pr_reason": "PR #46890 is the better cluster representative only in the sense that it is a clear, self-contained hardening change; however, it is still not a duplicate of #46281.", + "best_pr_reason": "PR 46281 is the cleaner representative of the cluster: it is a self-contained security fix with a direct path-traversal guard and focused test coverage, while 46890 addresses a separate loader path.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Different attack surfaces and code paths: shard file resolution from an index vs explicit `transformers_weights` config handling. Same broad security theme, but not the same concrete bug or mergeable change." + "reason": "Both are path-traversal fixes, but they target different inputs and different resolution code paths (`weight_map` shard files vs `transformers_weights` explicit filename). They are related security hardenings, not the same underlying bug or mergeable PR." } ] }, @@ -25347,8 +25180,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 35, + "component_index": 31, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25364,12 +25197,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "85cc4b9ce142026519acbb0eb60a903715426b1b3fb6a543d08d3004d00b1e3e", + "prepared_review_unit_hash": "fb2c5fd54b9c81b854503a350e78edefc73a367f8ea1251cad9f9aa4dec5b6e8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5959, + "serialized_chars": 5957, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -25377,7 +25210,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5959, + "serialized_chars": 5957, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -25386,18 +25219,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds multimodal continuous batching support, the other adds the HunYuan VL model and docs. No duplicate or mergeable overlap is evident.", - "confidence": 0.97, + "summary": "False-positive cluster: one PR adds multimodal continuous batching support, the other adds a new HunYuan VL model. They share only vague similarity, not the same change or bug.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46417 is the cleaner standalone representative: it is a coherent model addition with dedicated config, modeling, processor, docs, and tests. PR #46376 is a separate runtime feature refactor in continuous batching.", "best_issue_reason": null, - "best_pr_reason": "PR 46417 is the better standalone anchor: it is a coherent model-addition PR with docs/tests, while PR 46376 is a draft, broader infrastructure change and not related to the same code path.", + "best_pr_reason": "PR #46417 is the best representative for this cluster because it is self-contained and clearly scoped; PR #46376 is unrelated infrastructure work in a different subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different features and code paths: continuous batching/multimodal runtime changes versus adding a new HunYuan VL model package and documentation. They are not the same underlying change." + "reason": "Reject: these PRs do not fix the same underlying problem or implement the same change. One adds multimodal continuous batching support, the other adds the HunYuan VL model stack and docs/tests in the model code path." } ] }, @@ -25410,8 +25243,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 35, + "component_index": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25427,7 +25260,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "030455be56c860aadaf2f2db78eef6d19271f87accb148fbc6e38489e7afff72", + "prepared_review_unit_hash": "97a36163d600476e15d211bc9f283db4da5e8b353a84a16b7791b54d8da82d7f", "component_budget": { "node_count": 2, "item_count": 2, @@ -25449,18 +25282,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests: one fixes CodeLlama decode stripping leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer class selection. They do not look like duplicates and should not be clustered together as the same change.", - "confidence": 0.98, + "summary": "These are two unrelated tokenizer/model-loading pull requests: one fixes CodeLlama decode stripping real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class from the Hub. They do not look like duplicates or the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46574 is the better canonical representative only because it is a self-contained, concrete tokenizer behavior fix with a clear code-path and expected decode regression to verify.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the strongest standalone PR in this set: it fixes a specific user-visible decoding bug in one code path and is narrowly scoped with an explicit regression target.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different bugs and different code paths: CodeLlama decode stripping vs. model-type/tokenizer-class misclassification for DeepSeek checkpoints. They are not mergeable as one PR." + "reason": "Different code paths and bugs: CodeLlama decode-space stripping vs DeepSeek checkpoint/tokenizer-class misloading. No shared filenames or concrete fix overlap; they should not be merged as one PR." } ] }, @@ -25473,8 +25306,8 @@ }, { "label": "pull_request", - "component_index": 34, - "component_count": 35, + "component_index": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25482,48 +25315,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46603-2", + "cluster_id": "cluster-46933-2", "nodes": [ - "pull_request:46603", - "pull_request:46604" + "pull_request:46933", + "pull_request:46942" ], "soft_pairs": [ - "pull_request:46603|pull_request:46604" + "pull_request:46933|pull_request:46942" ], - "prepared_review_unit_hash": "b99bf71d816db838d7c3581e7889318b7e2dc4827e51abf2352f00e010a3255a", + "prepared_review_unit_hash": "209808976cab30612e897990ad75e9cbc9c7f3d24ce08036fdd00057a69e0892", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5496, - "estimated_input_tokens": 1374, - "estimated_eval_tokens": 3004 + "serialized_chars": 4371, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5496, - "estimated_input_tokens": 1374, - "estimated_eval_tokens": 3004 + "serialized_chars": 4371, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two open PRs are related to Mistral tokenization infrastructure, but they address different changes: #46603 refactors/moves the existing MistralConverter into an integrations package, while #46604 adds tekken tokenizer detection, conversion, and save utilities. They overlap in files because they touch the same subsystem, not because they fix the same underlying problem.", - "confidence": 0.93, + "summary": "Both PRs fix the same general class of bug\u2014unsafe casting of activations when model weights are quantized\u2014but they target different model implementations and different code paths, so they are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the broader, user-facing feature change in the Mistral tokenizer stack; PR #46603 is a packaging/refactor move of MistralConverter. They are adjacent but not the same change.", + "canonical_pr_reason": "PR #46933 is the stronger cluster representative because it has an explicit issue target, broader discussion activity, and a clear patch that fixes the quantized-casting pattern in Gemma4.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 is the best representative of the cluster because it introduces the substantive new tokenizer behavior, whereas #46603 is a structural relocation of existing code.", + "best_pr_reason": "PR #46933 is the best single PR to represent the cluster since it is explicitly linked to an issue and documents the bug/fix most completely.", "soft_edge_verdicts": [ { - "left": "pull_request:46603", - "right": "pull_request:46604", + "left": "pull_request:46933", + "right": "pull_request:46942", "accept": false, - "reason": "Different concrete changes: one moves MistralConverter into an integrations package, the other adds tekken tokenizer detection/conversion/save utilities. Shared Mistral files do not imply the same underlying bug or mergeable PR." + "reason": "Both PRs address quantized dtype casting, but one is for Gemma4 vision/audio embedders and the other is for TimesFM 2.5 ResidualBlock. They touch different model families and different code paths, so they are not the same concrete change and should not be merged as duplicates." } ] }, @@ -25536,8 +25369,8 @@ }, { "label": "pull_request", - "component_index": 35, - "component_count": 35, + "component_index": 34, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25545,48 +25378,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46933-2", + "cluster_id": "cluster-46993-2", "nodes": [ - "pull_request:46933", - "pull_request:46942" + "pull_request:46993", + "pull_request:46994" ], "soft_pairs": [ - "pull_request:46933|pull_request:46942" + "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "a5ce36c911e14dcecb4138cf6ca14d429c21d974700b2c91acf9df99b7384b75", + "prepared_review_unit_hash": "6efed48f6ca7a1dd9726c8a52a807bc07edaf170248b1350b34fe3cc654a5373", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4372, - "estimated_input_tokens": 1093, - "estimated_eval_tokens": 2442 + "serialized_chars": 4309, + "estimated_input_tokens": 1078, + "estimated_eval_tokens": 2412 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4372, - "estimated_input_tokens": 1093, - "estimated_eval_tokens": 2442 + "serialized_chars": 4309, + "estimated_input_tokens": 1078, + "estimated_eval_tokens": 2412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same general quantized-weight dtype-casting pattern, but they target different model implementations and code paths (Gemma4 vs TimesFM 2.5), so they are not duplicates.", - "confidence": 0.95, + "summary": "These two pull requests are unrelated: one fixes prompt lookup decoding overshooting `max_length`, while the other tightens validation for empty `bad_words_ids` / `sequence_bias` inputs. They touch different code paths and should not be deduplicated.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs solve different bugs in different generation code paths, so neither can stand in for the other as a duplicate representative.", "best_issue_reason": null, - "best_pr_reason": "PR 46933 is the stronger representative of the cluster because it has an explicit issue link and a clear, narrowly scoped fix, but it is still not a duplicate of PR 46942.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:46933", - "right": "pull_request:46942", + "left": "pull_request:46993", + "right": "pull_request:46994", "accept": false, - "reason": "Same broad dtype-cast/quantization theme, but they patch different model families and different classes of modules; they do not appear to fix the same concrete bug or be mergeable into one PR." + "reason": "Different defects: 46993 changes prompt lookup candidate truncation logic to respect remaining generation budget, while 46994 adds validation for empty token lists in bias/bad-words inputs. They are not the same underlying fix and would not plausibly merge into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index cca6df62794d6fbb369aa760f23be18953e2e8c7..a16373a0f3ab10be9a214be0ba50c15a038dc0f4 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260701t060031z", + "analysis_id": "hybrid-model-20260701t120019z", "archived_artifacts": { - "hybrid": "snapshots/20260701T060031Z/analysis-runs/hybrid-model-20260701t060031z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260701T060031Z/analysis-runs/hybrid-model-20260701t060031z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-01T06:12:29Z", + "published_at": "2026-07-01T12:14:43Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260701T060031Z", + "snapshot_id": "20260701T120019Z", "variant": "hybrid" } diff --git a/snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/analysis-report-hybrid.json b/snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..2eb11cbfb08afe51ac5e5c1b291e5a44131bde38 --- /dev/null +++ b/snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/analysis-report-hybrid.json @@ -0,0 +1,2863 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260701T120019Z", + "generated_at": "2026-07-01T12:14:41Z", + "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": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + 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shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46894-5", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46958 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-5", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 156.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..4ddafd3da31796df32cd6e85b0985ab4e3af82f3 --- /dev/null +++ b/snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,25434 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260701T120019Z", + "generated_at": "2026-07-01T12:14:41Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44509|issue:44512", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "eb50bf6092c02fd0013ea6cb7544dd51ea11913c08673dad692e2c074a26980f", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46562, + "estimated_input_tokens": 11641, + "estimated_eval_tokens": 23538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous bucket with a few small duplicate subclusters, not one single underlying bug. The clearest duplicates are the ZeRO-3/BERT index error pair and the torch 2.4.1 incompatibility pair; most other soft pairs are unrelated despite superficial similarity.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43596 is the cleanest canonical anchor for the tight ZeRO-3/BERT index-0 duplicate pair (with 43638); the rest of the cluster splits into separate bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best available issue to anchor the most concrete duplicate subcluster, but it does not represent the whole heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 problems: a missing config attribute vs a streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures on different hardware paths: AMD GPU runtime issue vs MPS histogram on Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and code paths: Mistral image dtype mismatch vs GPT-OSS AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch and AMD GPU failure are not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different model/runtime issue from an official example breakage." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different underlying problems: GPU runtime failure vs GraniteMoEHybrid invalid-method call." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed ZeRO-3 collective mismatch and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export is unrelated to Qwen3Moe FP8 failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different failure modes and models: ONNX export vs Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG docs are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error is not the same as the GenerationMixin import regression." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are stale-docs issues from v5 removals, but they point to different broken references and pages." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3.5 embedding unpacking in SFT trainer is unrelated to training resume with local models and remote code." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Different training/loading issue vs multi-GPU YOLO device-map failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape mismatch and Gemma4 device mismatch are distinct bugs." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3/Bert index error is not the same as the mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Bert ZeRO-3 loading bug and resume-with-remote-code bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different errors and code paths: ZeRO-3 Bert index error vs indexed tensor/mask mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask-shape mismatch is unrelated to Qwen3.5 video-token/template mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different problems: tensor shape mismatch vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger-kernel cross-entropy routing and GPT-OSS TP failure are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and LoRA weight merge inconsistency are different issues." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Voxtral processor failure and remote-code config_class AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral dtype mismatch is not the same as YOLO multi-GPU device-map failure." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP size recomputation and mask-shape mismatch are different bugs." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed errors: weight dimensionality vs rank collective mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram/Int backend issue is unrelated to YOLO device mapping." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same component, but the reported failures differ enough to look like separate offload/materialization edge cases." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer compute_loss kwarg regression are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU runtime failure and RAG docs cleanup are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger-kernel cross_entropy call path and tensor mask shape mismatch are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and GPT-OSS AMD GPU failure are different model/runtime issues." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute regression and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-mismatch during forward and expensive reverse embedding lookup are different Gemma4 issues." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 incompatibility theme; one is the specific transformers 5.8.0 report, the other the broader same-version report." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen-3 NVFP4 runtime error are different issues." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram backend failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch Dynamo tracing failure in Mixtral is unrelated to Mistral image dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen-3 NVFP4 runtime error do not share the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral image dtype mismatch is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5 embedding unpacking in SFT trainer are different bugs." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call and MPS histogram backend failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failures: Mistral dtype mismatch vs Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger-kernel cross-entropy routing and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but on different model families and likely different initialization paths." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but one is about removed pipeline tasks and the other about the removed transformers run command." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram backend failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger-kernel cross_entropy call path and tensor mask shape mismatch are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The chosen anchor pair 43596/43638 is well supported by the matching ZeRO-3 index-out-of-bounds pattern, and the torch 2.4.1 pair 45800/46515 is a reasonable duplicate subcluster. The summary correctly frames the rest as a heterogeneous bucket rather than overstating a single root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 2, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "127156bd5053ac6c8a0bff52ade8088e33871098eb48d2ba23ed716d5c26586b", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40044, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by subsystem or symptom and should stay separate. The strongest duplicate signal is the v5 AutoTokenizer regression across Granite and other model families; the ZeRO-3 size-0 IndexError pair is the other plausible match, but the evidence here is still only suggestive rather than confirmed.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 45920 is the best issue to anchor the tokenizer regression cluster because it is broader in scope and explicitly covers multiple affected model families, while 45812 is the narrower Granite-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best standalone representative because it has the broadest reported blast radius within the tokenizer-regression cluster and is the clearest central report in the packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but they describe different breakages and code paths." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different failure modes: corrupted checkpoint vs missing loaded weights." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM model load failure and distributed-build incompatibility are unrelated issues." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 size-0 IndexError during model loading; only the affected model differs." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and errors; one is a missing config attribute, the other a CUDA assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation-related, but they concern different APIs and different fixes." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Storage-type failure and distributed-build compatibility are not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated failures in AMD GPU support and table-question-answering." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug and outdated RAG docs are separate issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy routing and Qwen video chat-template failure are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and different failure points: device placement vs video tokenization." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor loading failure and device-mismatch forward error are not the same bug." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint and ModelOpt compatibility are different problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint-loading failure and docs cleanup are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code regression and USE_DISTRIBUTED=0 breakage affect different code paths." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same tokenizer regression; 45920 is the broader report covering multiple affected model families." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different models and root causes: corrupted checkpoint vs implementation loading issue." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime failure and outdated docs are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is not the same as the PyTorch distributed issue." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they target different model families and symptoms." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors under different conditions, but the mask-shape mismatch and ZeRO-3 zero-size loading failure look distinct." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load/run failure and table QA crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash test loading and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Generic torch compatibility and a Pydantic config-field regression are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash do not share a concrete code path." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat usage, but one is transformers chat and the other is streaming chat/completions; not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and config-field regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 loading error and torch-version incompatibility are different problems." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and different runtime paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model error and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Missing sliding_window_pattern and device-mapped forward mismatch are not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Import path breakage and model config attribute error are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference failure and MPS histogram op limitation are different issues." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS histogram failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different model/op failures: grouped_mm tracing versus autocast dtype mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading and template-node compilation errors are separate." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights and corrupted checkpoint are different defects." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU failure are not the same issue." + }, + { + "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 failure." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Fallback-selection logic for flash-attn2 and remote-code model_class config handling are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and a generic Pydantic PretrainedConfig breakage are different issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/version compatibility and Gemma4 device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts look mostly conservative, but the summary overstates the evidence in one place: the packet does not confirm a duplicate relationship, so phrases like \"broadest confirmed duplicate candidate\" and \"subsumes\" go beyond what\u2019s shown here. The 45812/45920 pair is a plausible strongest-match cluster, but it should be described more cautiously as the strongest duplicate signal rather than confirmed duplication." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 3, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44530|issue:45005", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:43975|issue:44292" + ], + "prepared_review_unit_hash": "8c5ec595587cbaa0e9dffd7527f065c2bf2799ed576fa7945d5f0341dd4708b2", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36799, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mix of unrelated issues, with a few true duplicate-style pairs around SigLIP2 output regressions, Qwen video-input regressions, remote-code module loading/caching, and input-validation error messaging.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45698 is the clearest concrete bug report: it directly describes the wrong custom module being loaded after save_pretrained, which matches the remote-code cache/loading collision family and is more representative than the narrower path-collision phrasing in issue:45632.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most actionable and self-contained issue in the set, with a specific failure mode and an obvious duplicate counterpart.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different failures: PaddleOCR-VL loading in vLLM vs GGUF support for gpt-oss architecture." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape/runtime errors, but they involve different models and different tensor paths." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "One is a torch-dynamo grouped_mm tracing error; the other is a tensor-parallel support issue for GPT-OSS MoE." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: int4 quantization memory growth vs tied-weights handling in translation models." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Both are dtype/input issues, but they are different code paths and different model families." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated: gpt-oss GGUF architecture support vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different compatibility regressions: init_empty_weights argument handling vs pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic/PretrainedConfig regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the model/setup and underlying failure points differ." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal mismatches, but one is image dtype/preprocessor vs model and the other is video feature/token count alignment." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Broad compatibility breakage, but not the same concrete bug: remote_code models vs torch 2.4.1 incompatibility." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 text-output regression, with one reporting poor embeddings and the other nonsensical inference results." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same Qwen video-input regression family: video features/tokens mismatch across Qwen2.5-VL/Qwen3-VL/Qwen3.5 variants." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device-map auto failures." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different multimodal/configuration bugs: text_config unwrapping vs uninitialized rotary embedding memory after to_empty." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different loading/training issues; no clear shared code path or symptom beyond involving model loading." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 problem vs remote-code model_class/config_class AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image dtype mismatch and SFT trainer embedding unpacking are different multimodal/training issues." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality error is unrelated to the Qwen3.5 SFT trainer failure." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Extremely high perplexity on gpt-oss-20b is unrelated to GLM5." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback logic." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Same remote-code/custom-module loading bug family: cache-path collision leading to the wrong module being loaded after save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they are different model families and different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3-MoE is unrelated to flash-attn2 fallback blocking." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading memory behavior is not the same bug as tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer implementation discussion is unrelated to a docs typo about the removed run command." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a docs command removal are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to translation-model tied weights." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same validation-path bug class: incorrect XOR/input validation error messaging, with T5 as a specific instance." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization in DeepSeek Coder is unrelated to the Qwen-3-8B-NVFP4 runtime error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft-edge pairs are plausible duplicates or same-bug-family matches based on the issue titles, and the rejected pairs are mostly well-justified as distinct failures. No clear 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": 25, + "review_unit_index": 4, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44918|issue:45507", + "issue:46489|issue:46491", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:46899|issue:46932", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:45987|issue:46858", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41553|issue:43881", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43782|issue:44960", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "33220bd66960a22df299fda09afe17c6658d5dbc4ff4fd7126e8ca95f7bac2f6", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36857, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of Transformers issue reports, with a few tight duplicate subclusters: non-persistent buffer corruption, cache.get_seq_length contract regressions, and Gemma4 quantized embedder dtype-casting. Most other pairs are only thematically similar, not true duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43950 is the clearest representative of the strongest duplicate subcluster: it names the v5 non-persistent-buffer corruption regression directly and has very close neighbors with the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best single issue anchor in this set because it is specific, well-scoped, and has the strongest evidence of true duplication around the same root regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs: Qwen3.5 embedding unpacking with TRL SFT vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different model families and different symptoms; not the same concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: Transformers v5 corrupting/filling non-persistent buffers with junk." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Different problems: doc example model/processor mismatch and quantization failure vs degraded text embeddings." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Near-exact match on the same v5 non-persistent-buffer junk/corruption regression." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated failures: custom trainer API change vs Gemma3 loading with DeepSpeed ZeRO-3." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 multimodal quantization dtype-casting bug; 46932 explicitly points to the same fix area." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities: bitsandbytes init arg mismatch vs missing Float8 storage type." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different code paths and symptoms: autocast dtype mismatch in Phi-tiny-MoE vs Qwen3.5 SDPA/position_ids NaN issue." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenization, but one is a broad multi-model token-id regression and the other is a specific DeepSeek-Coder v1 tokenizer bug." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache API regression: get_seq_length returns a Tensor instead of an int, with 46858 showing a backend-specific manifestation." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Related to model/tokenization quality, but not the same bug or fix." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Different model symptom reports: unexpected zero probabilities vs worse text embeddings." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Likely related buffer-materialization issues, but 45902 is a specific Qwen3_5Moe rotary-embedding uninitialized-memory bug rather than the same exact regression." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different loading errors affecting different models and components." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is an embedding-quality complaint and the other is an implementation discrepancy vs JAX." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 failures: Flash Attention crash from 3D position_ids vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training/resource issues: LoRA checkpointing ineffectiveness vs int4 quantization memory growth." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Gemma4/Qwen-like model internals, but they describe different bugs and different failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is generic load noise, the other is a specific model loading failure." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different tokenizer/import problems with no shared concrete code path." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely unrelated: DeepSpeed weight shape error vs early-stopping metric handling." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different Qwen-related issues: LoRA checkpointing behavior vs MoE training memory usage." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic load noise vs a specific model loading failure are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve recent remote_code/config loading regressions, but the reported failures are different and not clearly the same concrete defect." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading errors with different root symptoms." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/config failures: ZeRO-3 Gemma3 loading vs Qwen3 MoE with FineGrainedFP8Config." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure vs flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failures: Qwen3VL weight-only loading error vs GLM5 issue." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing model class vs bitsandbytes parameter incompatibility are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft-edge pairs are plausible duplicate clusters, especially the non-persistent-buffer regression, the cache.get_seq_length contract issue, and the Gemma4 quantized-embedder dtype-casting bug. The rejected pairs are generally explained at an appropriately cautious level and do not overstate duplication evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 5, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43881|issue:43883", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:46894|issue:46897", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "c713ad01d2fcf7ee3b580502f6380e1f4190563bf8407c54e56787515deac14d", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36753, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a similarity bucket of unrelated issues: docs cleanup, tokenizer regressions, DeepSpeed/load-time bugs, and several model-specific failures. Only a few pairs look like true duplicates or near-duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue fits the full cluster; the items span unrelated bugs across docs, tokenizers, loading, training, and vision/audio models.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, issue:43872 is the clearest subcluster anchor because issue:44291 is a near-exact duplicate of the same `_is_hf_initialized` / `init_empty_weights` regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different bug class and code path: MPS Int histogram support vs device_map='auto' forward device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash vs flash-attn2 fallback gating; unrelated code paths." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Generic remote_code loading regression vs Gemma4 PLE device placement during forward." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like / TOKENIZER_MAPPING_NAMES is a different loader-mapping bug than the remote_code regression." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and failure modes: GLM-4V loading vs Molmo tied-weights attribute." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-MoE LoRA branch-compatibility problem vs a tie_word_embeddings warning are not the same defect." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device placement." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code breakage vs Kimi tokenizer codec/fix_mistral_regex regression are different bugs." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance issues, but they hit different conversion methods and different hotspots." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a pre-tokenizer override and the other is a DeepSeek-Coder output mismatch." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both refer to removed v5 pipeline tasks and could be fixed in one PR." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes Int8Params kwarg issue vs YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Different factory bugs: text_config unwrapping in from_config vs remote-code config_class handling in from_pretrained." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift pattern across two models; this looks like one shared label-shifting bug in the loss path." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head weight tying bug vs non-persistent buffer corruption are distinct loading regressions." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` incompatibility during empty-weight/init loading; the error signature and fix path match." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both mention remote-code models, but the concrete failure modes differ and there is no clear shared code path." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper cannot run is too broad; _torch_extract_fbank_features() is a specific audio-feature bug with no proven match." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "ZeRO-3 weight loading failure vs GAS gradient-averaging bug are different DeepSpeed paths." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "PEFT LoRA checkpointing ineffective vs missing supports_gradient_checkpointing flag are not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "CustomTrainer signature mismatch and a tensor-mask shape IndexError are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer loading error-message issue for Voxtral is separate from est-roberta tokenizer failure." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash load failure and NemotronH checkpoint loading are different model-specific loader bugs." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 load failures, but Qwen3-Next all-MISSING vs Qwen3.5 language_model missing are not clearly the same concrete defect." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "A gradient-explosion RLHF issue and a flash_attention AttributeError are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Identical-looking mask shape errors, but that symptom is generic and not enough to prove the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Broad Qwen video-input regression vs a StopIteration in Qwen3-vl-embedding are related only at a high subsystem level." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error vs void segmentation-map processing are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The rejected soft-edge pairs are justified by distinct titles/code paths, and the accepted pairs are plausibly mergeable from the packet evidence alone: the two docs issues both concern removed v5 pipeline tasks, the two `_is_hf_initialized` issues describe the same init-empty-weights/bitsandbytes incompatibility, and the two training-loss double-shift issues appear to share a generic loss-path bug pattern. No clear 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": 25, + "review_unit_index": 6, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:41553|issue:44488", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:43638|issue:46515", + "issue:43366|issue:44589", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:44910|issue:46858", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:42491|issue:43720", + "issue:43638|issue:44661", + "issue:43596|issue:44661" + ], + "prepared_review_unit_hash": "697b21f17cdbcb58dc6703caab52211231310d8e415e710828290f33b08a9b30", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38061, + "estimated_input_tokens": 9516, + "estimated_eval_tokens": 19288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy cluster made of several small duplicate subclusters rather than one single underlying bug. I only see a few true duplicates: custom model initialization (43645\u219443646), Siglip2 wrong outputs (38175\u219443994), and Gemma4 4-bit dtype-cast failures (45672\u219446899). Most other soft links are only broad subsystem/model-family similarity.", + "confidence": 0.69, + "canonical_issue_reason": "No single issue covers the whole mixed set, but 43646 is the best broad anchor: it is the cleanest generic statement of the custom model-initialization regression, with 43645 being the notebook-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the highest-signal single issue in this set: broad, concrete, and a good duplicate target for the custom model-init subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different bugs: Qwen3.5 cache/group-type failure vs NemotronH checkpoint loading." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is a bad error message and the other is a separate model load failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Same broad area, but different architectures and failure modes; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different models and different symptoms; not the same code-path bug." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen variants, but the reported failures are different root causes." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "An IndexError in Bert/Zero3 is not the same as a generic torch version incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different workflows and failure modes: batched AudioFlamingo3 leakage vs Whisper empty-transcription generation." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both Gemma4, but one is FSDP2 shared-kv state rebuilding and the other is device-map mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "A concrete Zero3/Bert IndexError is not the same as a general torch-version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different features and error paths; no shared underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-input indexing are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a specific class is not the same as meta-device loading breakage." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different model families and different failure mechanisms." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/position-related, but one is Qwen3.5 flash-attn memory access and the other is static-cache slice arithmetic." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal bugs: dtype mismatch in Mistral-3 vs StopIteration in Qwen3-vl video processing." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom-model initialization regression; 43645 is just the Jupyter-specific repro." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile+SDPA on Bamba-9B-v2 is a different failure from Qwen3.5 position-id misinterpretation." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend errors and different model paths." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated issues: 3d_parallel.py execution vs GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and FineGrainedFP8Config are unrelated problems." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch compatibility problems with different failure modes." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3-vl, but the bugs are different (video StopIteration vs SFT unpacking)." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but the model families and reported symptoms are different enough to avoid merging." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is not a torch-version incompatibility issue." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Model-registration edge case and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same Siglip2 model producing corrupt/zero outputs; 43994 is the broader duplicate target." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different Qwen3.5 failure modes; no common underlying bug is evident." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit quantization bug: unsafe dtype casting in multimodal/audio embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "HF initialization flag regression is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation failures, but they are model-specific and not clearly the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different loading regressions: Qwen3_MoE LoRA compatibility vs BitNet packed-weight unpacking." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/Bert IndexError and tokenizer-mapping registration are unrelated bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst summary is grounded in the packet and stays conservative: it identifies only a few plausible duplicate subclusters and avoids merging obviously different bugs. The accepted soft pairs are well supported by the issue titles and descriptions, and the rejected pairs are generally cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 7, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:46897|issue:46901", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:44910|issue:45588" + ], + "prepared_review_unit_hash": "42dfd47c27127a15470706fbf73566a5c34c372a988bf8ff5118472eb89217a0", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36655, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers bugs rather than one duplicate cluster. The only strong duplicate-like pairs are the two non-persistent-buffer reports and the two resize_token_embeddings regressions; the rest are cross-model or cross-subsystem similarities that should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "No single true duplicate hub stands out; issue 43873 is the broadest active report with the strongest external engagement around quantization/offloading, so it is the least-bad representative, but it should not absorb the unrelated items.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best cluster representative because it is open, broad in scope, and has the most discussion/inbound references among the items, but the cluster is still too mixed to treat as one underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both are load/memory failures, but one is a gpu+cpu offload dequantization issue and the other is mmap OOM on Strix Halo; different root causes." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping guards and a mask/tensor shape IndexError are unrelated failures." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is a documentation example with model/processor mismatch plus quantization problems; not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same non-persistent-buffer junk regression described with slightly different wording." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3, but one is auto device mapping cuda asserts and the other is FineGrainedFP8Config failure; different code paths." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/qwen3_moe compatibility on hf4.x vs Gemma4 resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3MoE FP8 failure and Strix Halo mmap OOM do not share the same underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: GLM5 versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load regressions, but they are different model-specific failures without evidence of one shared code-path bug." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and a Qwen3.5 TP-plan OOM/shape issue are distinct." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "One is dtype being ignored during AutoModelForCausalLM loading; the other is stale config.dtype after from_config. Related, but not the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 weight loading and incorrect visual encoder save_pretrained keys are different regressions." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method calls and the Nemotron example breakage are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but for different models and likely different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both mention Transformers 5.x regressions, but one is buffer initialization and the other is Jupyter custom-model initialization." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the first is a broken docs example while the second is a runtime inference regression; not a single concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE conversion under accelerate/deepspeed and GLM-4.7-Flash loading failures are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but one is training memory inefficiency and the other is quantization/offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA compatibility on qwen3_moe is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failures: GLM-4.7-Flash loading vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Training memory inefficiency in Qwen3 MoE and int4 reserved-memory/OOM are different issues." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic and SGD args being ignored are separate bugs." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Qwen3 MoE LoRA loading and T5Gemma resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 versus sinq save/load corruption are different models and different failure modes." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "They share a training-loss double-shift pattern, but on different models; not enough evidence for one shared fix." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Extra-state save/load and init_empty_weights/_is_hf_initialized are different loading paths." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are distinct regressions." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a LlamaTokenizer pre-tokenizer override and the other is wrong token IDs for Granite models; different concrete bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Very similar resize_token_embeddings regression: model-specific embeddings/output heads are not updated in either Gemma4 or T5Gemma." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the set as heterogeneous, uses 43873 only as a pragmatic representative based on activity/inbound refs, and does not overclaim a single root cause. The accepted soft pairs also look well-supported by the issue titles/descriptions (43644\u219444534, 45276\u219445335)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 8, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:44387|issue:44756", + "issue:44155|issue:45823", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:44402|issue:44451", + "issue:43646|issue:43708" + ], + "prepared_review_unit_hash": "5cd0df6969cd68e20ecec1a40a4dd638a410cb9db665fceaf7c562f513d2444d", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37062, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are clearly unrelated by model, subsystem, or bug shape. The only strong duplicate cluster is around `resize_token_embeddings` not updating downstream embedding/output modules, spanning Gemma4, generic output_embeddings, and t5gemma reports.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45292 is the cleanest broad statement of the shared bug (`resize_token_embeddings` not updating output embeddings) and can serve as the umbrella for the Gemma4/t5gemma variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best representative of the duplicate cluster because it is the most general, model-agnostic formulation of the embedding-resize regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both mention tokenizer/vocab issues, but they are different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Completely different topics: SigLIP2 docs errors vs GLM5 loading/title-only report." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen device-mapping CUDA assert vs AudioFlamingo batch token/embedding leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and code paths: Gemma4 FSDP KeyError vs Qwen multimodal config unwrapping." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "One is torch-version compatibility, the other is meta-device loading behavior; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve `lm_head` tying, but they are separate model classes and not clearly the same concrete failure path." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory related, but one is offloading behavior and the other is CUDA reserved-memory/OOM regression; too different." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Generic `ModelOutput` key assignment bug vs a specific VideoPrism output-field mapping issue; not enough to unify." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different attention/offload failures in different models; no shared underlying code-path is evident." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and models (NVFP4 vs MXFP4); similar theme but not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path regression vs Whisper pipeline `return_language`; unrelated failure modes." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Quantization OOM regression vs Strix Halo mmap OOM workaround; not the same underlying issue." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo batching leak is unrelated to Gemma4 device placement mismatch." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA training and the other is eval-mode prohibition; different bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression is distinct from mmap/OOM handling on Strix Halo." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma4 FSDP attention state rebuilding." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and a broken official example are related by project, but not clearly the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both report `resize_token_embeddings` failing to propagate resized embeddings/output weights; same underlying regression." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs strict config loading for granite_speech; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to RLHF NaNs from 3D position IDs / SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Serialization `extra_state` handling is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink handling and Gemma4 FSDP KeyError are distinct attention bugs." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are different tokenizer bugs." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is file permission propagation in save_pretrained; the other is loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading issue is unrelated to Qwen3.5 checkpoint regression." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both describe `resize_token_embeddings` not updating the model's embedding/output tensors; same bug family across model variants." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in Jupyter is unrelated to save/from_pretrained `extra_state` handling." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading/tokenizer complaints, but they concern different checkpoints and different symptoms." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Transformers 5 custom-model init breakage and Trainer `max_steps` resume math are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate links are the resize_token_embeddings trio, which is well supported by the titles and high similarity scores. The remaining pairwise rejections do not overclaim shared bugs, model families, or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 9, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:46894|issue:46901", + "issue:43828|issue:43957", + "issue:44589|issue:44756", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:45823|issue:46899", + "issue:44991|issue:45081", + "issue:43299|issue:43931", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:44164|issue:46821", + "issue:45479|issue:46897", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "b97fe7573260282f002f01e14aa8b3fb7c6c96bbcc11813071b10b4ac4dbf0ba", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38131, + "estimated_input_tokens": 9533, + "estimated_eval_tokens": 19322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous. The soft pairs mostly share broad keywords or product areas, but they do not look like the same underlying bug/change, so I would reject all soft edges.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 46901 is the clearest concrete report in the only plausible mini-theme (training-loss double-shift), but the overall cluster is too mixed to form a strong duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46901 is the best representative of the cluster\u2019s most concrete recurring bug pattern, because it states the root cause explicitly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Same pattern name, but different model families and no evidence they share one code path." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both mention dtype mismatch, but one is autocast-related and the other is a meta-device loading problem." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage deserialization and mmap/OOM behavior are unrelated failures." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Slow convert_tokens_to_ids and leading-space round-trip loss are different tokenizer bugs." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite wrong token IDs is a correctness regression, not the same issue as the added-token slowdown." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Generic torch version incompatibility is not the same as a multimodal dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenization behavior changes are different problems." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache crash and a template-node compilation TypeError are distinct code-path failures." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading regression and notebook custom-model initialization are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "flex_attention compilation on newer torch and Gemma4 device mismatch are different issues." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "A broad torch compatibility issue does not match a specific Mistral-3 dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen variants and a generic mask-shape IndexError are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template-node compilation failure are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache crash." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different removed/incorrect pipeline topics." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical model outputs and ModelOutput key assignment are different failure modes." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict and gguf_file loading breakage are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure with torch_compilable_check and Perceiver resize failure are different code paths." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and continue_final_message tokenizer handling are distinct." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state serialization failure and text_config unwrapping are separate loading bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "These describe unrelated issues: a reproduction of another bug versus Mistral tokenizer behavior." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression and tokenizer load failure are not the same underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device mismatch and unsafe 4-bit cast in multimodal embedders are different bugs." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Generic tokenizer load failure and a specific Mistral regex patch AttributeError are not the same issue." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a dev version loading regression and the other is a shape-mismatch on a specific variant." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Single-label zero-loss classification and training-loss double-shift are different loss bugs." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory inefficiency and Strix Halo mmap OOM mitigation are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state serialization and TimesFM window_size AttributeError do not share a code path." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and different training-loss failure modes; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3/BertModel index error and flex_attention compilation on torch>=2.9 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": 25, + "review_unit_index": 10, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "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:43883", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:39404|issue:44671", + "issue:43716|issue:45084", + "issue:44737|issue:45859", + "issue:43643|issue:44530", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:43541|issue:45084", + "issue:43582|issue:43632", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:43883|issue:44488", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43262|issue:43377" + ], + "prepared_review_unit_hash": "381e7de8c3fc1c36640bc87b3bb6017868b61881611071e62da1baab35cf12bc", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36734, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft edges are only broad thematic similarity (often \u201cmodel loading\u201d or \u201cTransformers v5\u201d regressions) and should be rejected. The one plausible duplicate family is the audio feature-extraction crash around `_torch_extract_fbank_features()` / `LasrFeatureExtractor`.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44206 is the best representative of the accepted duplicate family because it states the concrete regression and user-visible crash, while issue:44220 appears to be the lower-level helper-function manifestation of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44206 is the strongest global issue candidate because it is the clearest, most specific report of the underlying bug and would make the best anchor for deduping the audio feature-extraction path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but they refer to different repos and likely different root causes; too broad to merge as one bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "One is a generic model-loading failure, the other is a Mistral regex patch crash; different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both mention Transformers v5 breakage, but one is about base_model_prefix loading and the other about non-persistent buffers; not the same concrete bug." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer loading, but one is about AutoTokenizer ignoring tokenizer.json and the other is a DeepSeek-Coder-specific incorrect output regression." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated failures." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and different regressions; only a loose Transformers-v5 connection." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language behavior and CamemBERT masked-LM predictions are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template compilation failure are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload related, but they affect different models and different execution paths." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping registration and compiled flex_attention are completely different issues." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model/dataset and runtime tokenizer post-processor updating are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 cache crash are distinct issues despite similar model naming." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but they concern different models and likely different tokenizer/model assets." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and multimodal IterableDataset failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 custom-model regressions, but the reported failures are different enough that they do not clearly share one concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm tracing failure and non-template-node compilation failure are different compiler/runtime problems." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal finetuning failure and mistral_common continue_final_message bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend registration, but one is packaging/install-time TensorFlow omission and the other is a missing BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "These point to the same audio feature-extraction crash: the helper `_torch_extract_fbank_features()` and the higher-level `LasrFeatureExtractor` failure are two descriptions of the same code path." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer special-method conflict and notebook custom-model initialization breakage are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper special-token handling, but one is decode parameter handling and the other is a generation failure after align_special_tokens; not clearly one bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a generic gguf_file breakage and the other is a Qwen2.5-GGUF version-specific loading failure; too broad to treat as duplicates." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading failures on v5+, but for different repos and likely different tokenizer configs." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and inability to load a specific BERT model are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid-method calls are different bugs." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU/CPU offload dequantization failure and GGUF loading failure are separate loading paths." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batched-vs-single padding-mask mismatch are different audio issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The single accepted duplicate pair (44206/44220) is reasonably supported by the titles as the same audio feature-extraction path, while the other pairs are rejected for concrete, title-level differences rather than vague thematic overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 11, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45987", + "issue:46315", + "issue:46326", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899" + ], + "soft_pairs": [ + "issue:43746|issue:46326", + "issue:43646|issue:44534", + "issue:43645|issue:46661", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43792|issue:46869", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:44464|issue:45987", + "issue:28530|issue:34567", + "issue:44987|issue:45081", + "issue:43994|issue:44610", + "issue:43883|issue:44991", + "issue:44008|issue:46899", + "issue:42915|issue:44291", + "issue:44451|issue:45081", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:43632|issue:46821", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:44991|issue:46315", + "issue:45216|issue:45357" + ], + "prepared_review_unit_hash": "f2512ef683e98bbc8dfe68902745ea1d4957a21bec1cf42dc0ffe2561247ae2b", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36617, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers bug reports, with one likely duplicate-like pair around Qwen3.5 save_pretrained serialization. Most other pairs are only loosely related by broad subsystem or model family, not the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43632 is the broadest representative of the cluster\u2019s dominant theme: v5 regressions around model loading/initialization and the `_is_hf_initialized` path. The rest of the set is too mixed to support a single true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "43632 is the best overall issue representative because it is the most general core-regression report among many v5 load/init failures; the remaining issues are mostly narrower, model-specific, or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading vs. mistral_common tokenizer chat handling; different code paths and symptoms." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but custom model initialization and non-persistent buffer serialization are distinct bugs." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Notebook custom-model init breakage vs. remote-code `config_class` handling; related theme, not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise issue vs. tokenizer regex patch crash; unrelated failure modes." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8 model failure and template-node compilation error are different problems." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper model loading failure vs. YOLO multi-GPU device-map failure; no shared code-path bug." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask discrepancy vs. DAC STE mismatch; both audio-related but not the same defect." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope/position-id scaling bug are different issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Missing weight tying in one model vs. device-dependent lm_head serialization inconsistency; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation mismatch under compiled forward vs. cache length returning the wrong type; different code paths." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric selection and token-count tracking are unrelated trainer bugs." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer/model loading failure vs. Mistral regex patch crash; only broad tokenizer-loading overlap." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 output corruption and OmDet-Turbo processor size mismatch are unrelated vision bugs." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights attribute vs. tokenizer load failure; different underlying issues." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n forward variable collision vs. Gemma4 quantization cast bug; same family, different defect." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 configuration failure vs. init_empty_weights `_is_hf_initialized` argument handling; not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex crash are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict vs. MobileLLM key error; different load paths." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collision vs. tokenizer loading regression; not a duplicate." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/compilable-check failure vs. processor image-size mismatch; unrelated." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs. cache-length contract bug; not the same underlying issue." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault vs. Qwen3OmniMoe video-input ValueError; different models and failures." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Core `_is_hf_initialized` regression vs. TimesFM `window_size` attribute error; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen VL/rope logic, but one is a broad video-input regression and the other is a specific still-image position-id scaling bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8 config failure vs. missing Float8 storage type; unrelated bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer loading issue vs. Qwen3 auto device-map CUDA assert; no shared root cause." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs. Granite Speech config strictness; different subsystems." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure vs. slow `convert_tokens_to_ids` regression; not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` regression; 45357 is a more specific manifestation involving incorrect visual-encoder keys." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative about the soft-edge matches. The representative issue choice is defensible, the cluster heterogeneity is acknowledged, and the only accepted pair (45216/45357) looks plausibly duplicate-like rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 12, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:43716|issue:46899", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:44403|issue:44991", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:44291|issue:44589", + "issue:43792|issue:44589", + "issue:42796|issue:46710", + "issue:44079|issue:45663", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:43632|issue:44534", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:43482|issue:45538", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:41553|issue:43582", + "issue:43296|issue:46821", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "8e93f2baf0872c37e0122dfde62827bd6b8b6e29fd30808d2d8db252d6d2abea", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36271, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated issues, with only broad thematic overlap around Transformers v5 regressions, tokenizer behavior, and multimodal edge cases. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43611 is the broadest, most representative report in the set: a clear Transformers v5 regression affecting model loading, with a generic failure mode and strong discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 best fits the cluster as a canonical issue because it captures the general v5 breakage theme better than the more narrowly scoped tokenizer/model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is a multi-image finetuning failure and the other is a rope/temporal position-id bug; different code paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both mention Transformers v5 regressions, but one is about base_model_prefix loading and the other about junk-filled non-persistent buffers; distinct bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch compatibility vs noisy loading output are unrelated issues." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype problems, but they affect different models and different processing paths; not the same concrete bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention failures are unrelated code paths." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite token IDs and CodeLlama leading-space round-trip are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing misuse and a missing supports_gradient_checkpointing flag are different problems." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "A noisy warning during loading is not the same as an AutoTokenizer failure on a specific model." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 buffer initialization and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL/Qwen2.5-VL training issues, but multi-GPU training and multi-image dataset failures are distinct." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading failures in newer Transformers, but the unexpected argument and missing Float8 storage are different underlying errors." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup failure do not share the same bug." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling and an accuracy regression in DeepSeek after upgrade are not the same issue." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuild are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are separate model-specific issues." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different Transformers v5 regressions affecting different subsystems and failure modes." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and add_special_tokens BOS/EOS behavior are different tokenizer bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading issues." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Package extra dependency omission and a backend error from tensorboard-without-TensorFlow are related only loosely at the packaging level." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer corruption are different bugs." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model offload loading and Qwen3 MoE training memory usage are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve AutoTokenizer, but ignoring tokenizer.json and wrong Granite token IDs are distinct failures." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer error messaging and AppleSilicon warmup TypeError are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are different model-specific bugs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are broad Transformers v5 breakages, but one is about base_model_prefix loading and the other about custom model initialization; 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": 25, + "review_unit_index": 13, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44610", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:43377|issue:45491", + "issue:44509|issue:46909", + "issue:43644|issue:44079", + "issue:42175|issue:43296", + "issue:44829|issue:45479", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43873|issue:45701", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:35707|issue:41720", + "issue:43828|issue:46821", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43377|issue:44610" + ], + "prepared_review_unit_hash": "b2176baf5a78c53aaed7177876f4c86aac1d9d9b1c1d4a3b8babb94110e39d53", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37264, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with two plausible duplicate subclusters standing out: SigLIP2 wrong-output reports and Qwen2.5-VL position-id regressions. Most other soft pairs are only superficially similar (same subsystem, same symptom class, or same docs area) but not the same underlying bug.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 45325 is the clearest root-cause style report in the cluster: it names a specific Qwen2.5-VL regression in `get_rope_index` and pins it to transformers 5.3.0, making it a strong canonical representative for the positional-encoding bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the broadest actionable scope and the most activity/inbound references, so it is the best single issue to keep as the cluster\u2019s representative if you need one non-duplicate tracker.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding-related bugs, but they hit different models and different code paths; not the same underlying defect." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation issues, but they concern different docs failures and different content; too broad to treat as one bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Both involve v5 internals, but one is non-persistent buffer initialization and the other is `ModelOutput` key assignment; distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package/backend install issue vs model loading failure in vLLM; unrelated code paths." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both mention degenerate training/loss, but one is FlashAttention-3 behavior and the other is a `problem_type`/`num_labels` classification bug; different root causes." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-architecture/weight-loading reports, but they target different models and failures." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing issue is unrelated to Qwen3.5 visual-key serialization." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export` failure on `torch_compilable_check` is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 wrong-output problem family: one report frames it as an HF-vs-JAX implementation discrepancy, the other as nonsensical outputs in AutoModel/pipeline." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen2.5-VL multimodal inputs, but one is iterable-dataset multi-image finetuning and the other is video position-id regression; not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures; one is a Qwen2.5-VL position-id regression, the other is a Kosmos2.5 long-input index error." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL positional-encoding regression in 5.3.0 affecting both still-image and video paths; plausible same code path." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention `lm_head.weight`, but one is a missing tie in AyaVision and the other is device-dependent serialization inconsistency; related area, different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model/loading failures: FineGrainedFP8Config vs GGUF loading in v5." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to tokenization changes." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "`init_empty_weights` argument handling and strict config loading are separate initialization/config issues." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL positional encoding." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen video position IDs." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression vs Whisper empty-transcription generation failure; different models and mechanisms." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch and export-time `torch_compilable_check` failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different issues." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-specific regressions, but one is a Qwen video-input bug and the other is a Gemma4 device-map forward mismatch." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen3 auto device mapping asserts." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch vs TimesFM `window_size` attribute error; different subsystems." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset and generation with embeds/past-key-values are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs-example errors and Qwen2.5-VL multi-image finetuning failures are different problems." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs export failure with `torch_compilable_check`; no shared bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying/generation bug vs Bamba torch.compile SDPA issue; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is not the same as DAC latent/forward mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure modes: Qwen3 auto-device-map assert vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processor/model input shape mismatches, but they affect different models and different expected sizes; not the same defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls stay mostly conservative. The strongest cluster-level signals are the SigLIP2 pair and the Qwen2.5-VL position-id regressions, while the many rejected pairs are appropriately framed as superficially similar but distinct issues. The chosen representative/canonical issue rationale is also supported by the activity and titles shown in 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": 25, + "review_unit_index": 14, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:46305|issue:46315", + "issue:42796|issue:46209", + "issue:43881|issue:44488", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:42617|issue:42915", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:44877|issue:44991", + "issue:43065|issue:46402", + "issue:41720|issue:42617", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:43526|issue:43883", + "issue:43873|issue:44756", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "b505793d354ea96ed1c3c725ecada03d8c0075c11b671ba4aa4c95869edcf9f9", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36959, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy semantic cluster: the items span unrelated loading, quantization, tokenizer, and training bugs. None of the soft pairs look like safe duplicates, so I\u2019d keep them separate. The broadest representative issue is the v5 tokenizer regression affecting multiple model families.", + "confidence": 0.33, + "canonical_issue_reason": "issue:45920 is the broadest, most representative bug report in the set: a tokenizer regression in v5 affecting multiple models, which makes it the best anchor for this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 has the clearest cross-model scope and strongest \u201cregression\u201d signal, so it is the best single issue to anchor triage even though the cluster contains many unrelated problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different subsystems: MOE weight conversion/loading with accelerate+deepspeed vs a missing gradient-checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different failures and code paths: special-token insertion for one tokenizer vs wrong token IDs across several models." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Off-by-one sliding-window masking and slow convert_tokens_to_ids are unrelated bugs." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer/BPE-marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but for different models and likely different causes; not enough evidence of the same bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying/garbage generation is a different failure mode from dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-map forward mismatch and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a specific model/dataset is unrelated to gradient checkpointing being ineffective with LoRA." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support in MIMI is unrelated to Perceiver image classification with interpolate_pos_encoding." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision tied-weight serialization/generation bug is not the same as BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-RAM-efficient loading and non-persistent buffer junk are both v5-ish but distinct code-path issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "These are the closest pair conceptually, but one is a specific dequantized-model load failure and the other is a broader offloading/quantization complaint; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config and not unwrapping text_config for composite multimodal configs are different config-loading bugs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault while loading Llava Next models is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map cudaErrorAssert and Llava Next segfaults are different model-specific load/runtime failures." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss keyword argument and 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and an apex RMSNorm memory leak are different performance/memory bugs." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen-family models, but one is auto-device-map CUDA assert and the other is flash-attention generation corruption; different paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API mismatch and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Inconsistent lm_head serialization and incorrect visual-encoder keys are both serialization issues but affect different components and bugs." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug and version-dependent tokenization are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model and tokenization changes across versions are not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both mention Sam3, but one is a dummy conv in the pixel decoder and the other is missing text-encoder weights; different components and fixes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map assert and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "resume_from_checkpoint epoch_iterator failure and early-stopping metric lookup failure are separate trainer behaviors." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/padding-truncation and bf16 dtype mismatches are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading problems and mmap OOM on Strix Halo are different memory/loading issues." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A model load failure and a tokenizer load failure for different models are 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": 1, + "component_count": 25, + "review_unit_index": 15, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28530", + "issue:30064", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869" + ], + "soft_pairs": [ + "issue:46612|issue:46858", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:44186|issue:44610", + "issue:43646|issue:46665", + "issue:43550|issue:43606", + "issue:36010|issue:42617", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:46821|issue:46869", + "issue:44008|issue:45823", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44464|issue:46858", + "issue:45632|issue:45684", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43425|issue:46821", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:28530|issue:30064" + ], + "prepared_review_unit_hash": "7e549fd8eb8251cccfb0a1ac7e418c6e368d16d0008a615804617cb953e9f468", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35914, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: the soft-similarity pairs mostly share only broad keywords like cache, device_map, tokenizer, or compile, but they are not the same underlying bug or change. I would not merge any of the proposed soft pairs.", + "confidence": 0.87, + "canonical_issue_reason": "No true duplicate cluster here; if one issue must represent the group, issue:46858 is the least-bad runtime/cache representative, but it is not a real umbrella duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46858 is the closest center of the cache/compile/generation subset and has the broadest overlap with the few runtime-oriented pairs, but the cluster is still too mixed for a strong canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/generation, but 46612 is beam-search reorder for specific model families while 46858 is a static-cache/torch.compile seq_length arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different failure modes: Bamba torch.compile + SDPA versus BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Unrelated paths: dtype propagation in Blip2 loading versus Trainer resume/max_steps math after batch-size changes." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is version-dependent tokenization behavior; not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Completely different issues: MPS histogram on Int in MoE versus TimesFM window_size AttributeError." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both concern processors/tokenizers, but the concrete bugs differ: LayoutLMv2 NER/padding crashes versus OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both touch model initialization/loading, but they are distinct symptoms and code paths; not plausibly one merged fix." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different model/runtime problems: compile+SDPA on Bamba versus CPU-offload device mismatch on bark-small." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "No overlap beyond being runtime errors; GenerationMixin import failure is unrelated to 3d_parallel.py startup." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is tied-weight/model output correctness in Mistral3, the other is save_pretrained visual-key serialization in Qwen3.5." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image size / interpolation, but they are model-specific and not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Different quantization/offload problems: FineGrainedFP8Config failure versus dequantized model loading with cpu/gpu offload." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is serve KV-cache continuation indexing and the other is static-cache seq_length device-tensor arithmetic under compile." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve multimodal crash from passing strings to .to() is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failures are unrelated bugs." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma-family models and different root causes: variable-name collision in forward versus device mismatch with auto device_map." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve distributed/device behavior, but Qwen3 auto-mapping cudaErrorAssert and GPT-OSS tensor-parallel failure are different code paths." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Trainer early-stopping configuration and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both mention compiled generation/cache behavior, but the reported symptoms and likely fixes differ: inconsistent outputs versus device-tensor slice arithmetic." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Filesystem/cache-path collision and read-only permission propagation are different save/load issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model internals: CamemBERT masked-LM predictions versus Qwen3.5 recurrent state reset under cache." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to StableLmConfig missing pad_token_idx." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config failure and pipelines import breaking on kernels v0.15 are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss API break and Qwen3 auto device-mapping cudaErrorAssert are separate failures." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes, but on different tokenizers, models, and task paths; not a duplicate." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 compatibility and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API consistency bugs, but they affect different configs and different fields." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "A quantization config failure is not the same as a segmentation fault while loading Llava Next." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection and void segmentation-map processing 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": 25, + "review_unit_index": 16, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44062", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:44387|issue:45701", + "issue:43873|issue:45704", + "issue:30064|issue:34634", + "issue:43526|issue:43881", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:43606|issue:43720", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:44492|issue:44509", + "issue:45406|issue:45464", + "issue:43388|issue:45059", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:43531|issue:46821", + "issue:43540|issue:46858", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:44451|issue:44991", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072" + ], + "prepared_review_unit_hash": "0b9f2fef3fc88ff3010cd7f86b86a7a575248a57f974101cd6e06b752d9358e9", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35882, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed set of unrelated Transformers bug reports. None of the proposed soft pairs look like the same underlying bug/change strongly enough to merge, though a couple of v5 buffer-corruption reports are near-neighbors.", + "confidence": 0.36, + "canonical_issue_reason": "Issue 44534 is the most representative of the only clearly recurring subtopic here: the Transformers v5 non-persistent-buffer corruption reports. Its wording is broader than the near-duplicate 43644 and best captures that bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44534 is the best overall anchor for this set because it describes the broadest and most reusable version of the recurring v5 buffer bug theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Different failures in different code paths: MacOS CLIP bus error vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is video input processing and the other is weight_only loading; not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency vs T5 tokenizer load-time AddedToken conflict; related area, but different concrete problems." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization OOM is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is different from the apex RMSNorm memory leak in T5." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and Bark voice preset handling are separate subsystems and bugs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT label reduction bug vs glm-4v loading failure; no shared concrete code path." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Both mention loading behavior, but one is buffer initialization corruption and the other is from_pretrained semantics inside Python classes." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs multimodal config unwrapping; same family, different defect." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in Bark is not the same as BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and GraniteSpeech PEFT checkpoint loading are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to multimodal token counting in video branches." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies and stale docs for removed pipelines are different kinds of changes." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming API failures are not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metrics label truncation and SAM3 text/box behavior are separate code paths." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload mismatch and BigBirdTokenizer mask-token decode issues are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with embeddings/past KV do not overlap." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset handling vs Qwen3 device-mapping CUDA assert are distinct bugs." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window and TimesFM window_size errors share wording only, not the same underlying fix." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe is unrelated to static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is config unwrapping and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE and float8 storage lookup failure are different defects." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Loading a specific model failing and tokenizer loading for a different model are not the same bug." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual encoder keys on save and missing text encoder weights on load are separate Qwen/SAM3 issues." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers v5 and from_pretrained behavior inside classes are different problems." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument conflict is unrelated to ScandiBERT model loading failure." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are separate 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": 25, + "review_unit_index": 17, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44186", + "issue:44368", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45507", + "issue:45704", + "issue:45759", + "issue:45907", + "issue:45923", + "issue:45987", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:44514|issue:44545", + "issue:43994|issue:44671", + "issue:46032|issue:46463", + "issue:39692|issue:43493", + "issue:43421|issue:43653", + "issue:43782|issue:45381", + "issue:30064|issue:36010", + "issue:45081|issue:45356", + "issue:43421|issue:44186", + "issue:45507|issue:46858", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43720|issue:43819", + "issue:46829|issue:46832", + "issue:43653|issue:43720", + "issue:45987|issue:46829" + ], + "prepared_review_unit_hash": "d7eff96175f36a5536b7ece7ffa24c774ddf5b54288b38ad90a0d932842d9421", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37508, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topical similarity group, not a true duplicate cluster. The only clear duplicate pair is the Qwen2_5_VLProcessor batched-padding crash; most other pairs are related only at a broad subsystem level and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44545 is the strongest canonical issue: it matches 44514 with an identical title, has slightly more downstream references/activity, and is a concrete, mergeable bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44545 is the best issue to anchor the cluster because it is the only exact duplicate target here; the rest of the items are mostly distinct bugs in adjacent areas rather than the same underlying defect.", + "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 physical-intelligence/fast, the other is a PIL image processor torchvision dependency issue." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both touch sequence classification, but they describe different bugs: num_labels propagation vs degenerate zero-loss behavior with single-label classification." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated problems: eval-mode gradient checkpointing vs gradient blow-up under ZeRO-3." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/model mismatch reports, but they concern different models and different concrete errors." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 warning about tie_word_embeddings is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different model/pathology entirely: Qwen3 auto device mapping cuda assert vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model loading/saving, but the underlying bugs are different: PEFT local checkpoint loading vs quantized sinq round-trip breakage." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No shared bug: gradient checkpointing eval-mode issue is unrelated to the T5 memory leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding math and FA2 long-context performance regression are distinct issues." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token metadata, but one is a runtime post-processor update bug and the other is save/load loss of custom token IDs." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated: T5 apex memory leak vs missing supports_gradient_checkpointing on a trust_remote_code model." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: embedding unpacking in TRL SFT vs evaluate() failing after train()." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both are offline-tokenizer issues, but 44843 points to a specific _patch_mistral_regex/model_info() path while 42886 is a broader cache-load failure; not clearly the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different composite-config and trust_remote_code behaviors; not the same defect." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint loading/quantization offloading are adjacent themes, but the concrete failure modes differ." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Identical title and same batched-input padding=False crash in Qwen2_5_VLProcessor; clear duplicate." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different output-corruption bugs." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 cache misuse with seq_len>1 is unrelated to T5 decoder-input error messaging." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is a docs/example failure and the other is an implementation discrepancy; not the same concrete issue." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern special tokens, but one is runtime post-processor synchronization and the other is BigBird mask-token registration/empty decode." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen-VL issues: weight_only loading vs incorrect video vision_position_ids." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: void segmentation map processing vs GenerationMixin import error." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention mistral regex/tokenizer regression, but one is an AttributeError crash in _patch_mistral_regex and the other is a Kimi-K2.5 codec-handling regression; close, but not clearly the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizer behaviors and different failure modes." + }, + { + "left": "issue:45507", + "right": "issue:46858", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is unrelated to static-cache seq_length tensor arithmetic on non-CUDA backends." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs hub API revision-forwarding bug; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Different topics: SigLIP2 example/model mismatch vs quantization/offloading behavior." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC from_latents missing STE are unrelated bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Different models and different loading/tokenization problems." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different model code paths and different errors; no shared underlying bug." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq_length contract violation is unrelated to VideoPrism hidden_states output shaping." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only clear duplicate pair is 44514/44545, and the other soft-edge rejections stay conservative by citing distinct titles/failure modes rather than claiming stronger evidence than available. No mergeability issues apply here since these are issue/issue pairs, not PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 18, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45834", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:43295|issue:45834", + "issue:44062|issue:44488", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43531|issue:43643", + "issue:43596|issue:44220", + "issue:43611|issue:46665", + "issue:44186|issue:44898", + "issue:44008|issue:46858", + "issue:43653|issue:43819", + "issue:41720|issue:44991", + "issue:45987|issue:46932", + "issue:30064|issue:36331", + "issue:43643|issue:44877", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44448|issue:44671", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:34634|issue:36010", + "issue:43540|issue:44008", + "issue:45584|issue:45834", + "issue:45183|issue:45479" + ], + "prepared_review_unit_hash": "a9f8966eca34bf8fdc81baf69a5b43537a4bf4ebffe5e09087d463db7bd90f92", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36651, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a heterogeneous set of Transformers regressions and model-specific bugs, not duplicates. No soft edge pair looks like the same underlying fixable bug/change, so all candidate links are rejected.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43611 is the broadest regression-style report in the set: a Transformers 5.0 loading break around `base_model_prefix`, which best matches the cluster\u2019s recurring theme of compatibility/loading failures across models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single anchor for this cluster because it is general, regression-oriented, and likely to group with other loading/compatibility reports better than the more model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different subsystems and symptoms: processor/tokenizer regression vs cache length handling on long OCR input." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "One is an AddedToken argument error; the other is a tokenizer loading failure for a specific model. Not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA issue and MLukeTokenizer AttributeError are unrelated code paths." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen video-related, but they describe different model families and different failures in separate processing paths." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Vision position ID bug for Qwen2.5-VL is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE and missing fields in AutoConfig trust_remote_code are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed/Zero3 BertModel indexing error is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both touch loading, but one is a base_model_prefix regression while the other is inconsistent `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and Perceiver non-default-resolution failure are unrelated model-specific bugs." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable collision in `forward()` is unrelated to `cache.get_seq_length()` returning a tensor." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and DAC `from_latents`/STE mismatch are different components and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache sequence-length type bug is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation map processing and CustomTrainer `compute_loss` signature mismatch are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "One is a missing-fields issue with remote configs; the other is strict config rejection for granite_speech. Same area, not same bug." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Feature extraction helper bug and tokenizer-mapping-name failure are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are distinct model behaviors." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug and Smollm3 RoPE-layer dropping are unrelated architecture/config issues." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to DAC `from_latents` mismatching forward due to missing STE." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve `_patch_mistral_regex`, but one is an offline network call bug and the other is an AttributeError on tokenizer shape; not the same concrete fix." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation errors and Kosmos2.5 long OCR index error are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM prediction errors are unrelated model regressions." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-processing failure and Gemma3n audio-mask variable collision are unrelated model code paths." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure after token alignment and Kosmos2.5 long OCR indexing are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and degenerate zero-loss classification behavior are different bugs, not one fix." + } + ] + }, + "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": 25, + "review_unit_index": 19, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45381", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846" + ], + "soft_pairs": [ + "issue:43644|issue:43749", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:43388|issue:46032", + "issue:43550|issue:45072", + "issue:43825|issue:43994", + "issue:44479|issue:45834", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:44561|issue:45020", + "issue:43582|issue:46512", + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43540|issue:45381", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:28218|issue:29159", + "issue:43825|issue:43827", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:34634|issue:36331" + ], + "prepared_review_unit_hash": "ed8862b19e144cfb04383f0a078e23cc7410bb2505ca3c47f7a60705d21f17d8", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35448, + "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 mostly a loose set of surface-similar but distinct Transformers bugs; I would not collapse it into a single duplicate cluster. The only borderline pairs are tokenizer/version-regression style reports, but the rest are clearly different code paths and models.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the items span unrelated regressions across tokenizers, multimodal models, loading, training, and pipeline behavior rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If one representative must be chosen, issue:45020 is the broadest umbrella-style report about version-related `remote_code` breakage, but it is still not a true duplicate hub for the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different failures: non-persistent buffer initialization vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated models and symptoms: Llava Next segfault vs an MPS histogram kernel limitation." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention device/dtype mismatches, but they involve different models and different execution paths." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different components: metric gathering label truncation vs Mamba cache misuse with `seq_len > 1`." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "`torch.compile`/SDPA failure is not the same bug as the bfloat16 dtype mismatch reports." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs regression; the other is a model output correctness issue." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal input bugs, but for different models and different root causes." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Model loading with `weight_only=True` is unrelated to flash-attention generation failures." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor updates and Whisper `skip_special_tokens` decoding are different behaviors." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different models and defects: Blip2 dtype handling vs Video-LLaVA architecture/weight-sharing issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "`is_torch_fx_available` removal is a specific API break; the other is a broad umbrella complaint about remote-code regressions." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup `TypeError` is unrelated to stale `config.dtype` after `from_config`." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure and pipeline import failure come from different v5 regressions." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs on different models: dtype mismatch vs variable-name collision." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Different shape-mismatch causes: Qwen3-VL checkpoint loading vs TP plan omissions in Qwen3.5." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape/indexing error is unrelated to `trainer.evaluate()` failing after training." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch is not the same bug as bfloat16 dtype mismatches." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input regressions, but they target different Qwen model families and likely different code paths." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU loading breakage is different from an `_is_hf_initialized` argument error during `init_empty_weights`." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking in accelerate loading is unrelated to dtype mismatch failures." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer spacing after an added token may be related, but the second report is broader and not clearly the same concrete bug." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error-message issue; the other is stale documentation after pipeline removals." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Notebook custom-model initialization and `from_pretrained` inside classes are different initialization contexts." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Masked-LM prediction regression and version-dependent tokenization changes are not the same defect." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different problem classes: model dtype handling vs an Apple Silicon allocator warmup `TypeError`." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor `voice_preset` and `compute_loss` keyword-argument breakage 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": 25, + "review_unit_index": 20, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:42175|issue:45081", + "issue:46175|issue:46932", + "issue:46697|issue:46728", + "issue:45003|issue:46285", + "issue:43782|issue:45325", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:45081|issue:45406", + "issue:43742|issue:45020", + "issue:44589|issue:45042", + "issue:43550|issue:44912", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43906|issue:46209", + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43819|issue:43927", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "0f4eed3e45a3d02763293d767177d576a6ec4816008fadb65e7e6e92ae333af0", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36030, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster: the issues span many unrelated Transformers bugs (loading, tokenizers, multimodal processors, training, quantization, and platform-specific failures). All soft-similarity pairs look like false positives based on broad subsystem overlap rather than the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous and does not center on one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative must be chosen, issue:45020 is the broadest regression report, but it is still not a duplicate of the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated bugs: pip backend dependency selection vs Mistral tokenizer regex crash." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both touch Gemma4 embedders, but one is a huge vision one-hot allocation and the other is dtype casting for quantized embedders; different fixes." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processing bugs, but Swin2SR over-padding and Aria patch counting are different code paths and symptoms." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access bug vs CLIP text-model structure inconsistency; not the same defect." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling are separate model-specific issues." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration vs MXFP4 quantization fallback; no shared code-path." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC latent/forward mismatch are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs CUDA AMP loss crash; different platforms and subsystems." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Gemma4/mistral_common import failure vs continue_final_message behavior; different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patch crash vs Gemma4Processor missing _tokenizer; unrelated processor issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM key error vs broad remote_code breakage; not the same concrete failure." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error vs PIL backend torchvision requirement; no overlap beyond being import/runtime regressions." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba vs MXFP4 quantization fallback; distinct code paths." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading breakage and EMBEDDIA tokenizer loading failure are different loader problems." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "MoE weight conversion with accelerate/deepspeed vs multimodal token counting video-branch bug; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug vs RTDetrV2 output drift in v5; different models and fixes." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but Qwen3-Next tied-weights bug and Qwen3.5 LoRA warning are not the same underlying issue." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import regression vs custom-model init breakage in notebooks; not the same code-path." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and unexpected compute_loss kwarg are unrelated training/import bugs." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of an older issue vs FP8 inference failure on B200; no shared defect." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting video branch bug vs auto_mappings stale config reference; different areas entirely." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Label reduction bug vs MPS attention correctness issue; unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError vs CLIPTokenizer model_max_length bug; different tokenizer issues." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch vs DiaConfig token-ID persistence bug; unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed ZeRO-3 empty-dimension IndexError vs trainer.evaluate after train; different training failures." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding window issue vs PIL backend torchvision dependency regression; no common bug." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Torch backend install issue vs pipelines import failure with kernels v0.15; different dependency problems." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-model warning vs Qwen3 MoE weight conversion bug; 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": 25, + "review_unit_index": 21, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:43329|issue:43450", + "issue:45459|issue:45803", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:46421|issue:46424", + "issue:44291|issue:45042", + "issue:43749|issue:44756", + "issue:43650|issue:43906", + "issue:43606|issue:45859", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43540|issue:46701", + "issue:28282|issue:29870", + "issue:43927|issue:44912", + "issue:43454|issue:43577", + "issue:44568|issue:45356" + ], + "prepared_review_unit_hash": "eba09230e2ed76f13d46f903aa9f7555fe7c38dc4781f8618d06ec815af3c02c", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35442, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of distinct model-loading, tokenizer, processor, quantization, and generation bugs. The soft pairs are thematically similar in places, but they do not appear to be the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43749 is the broadest and most central representative of the cluster\u2019s recurring load-time / initialization regressions, with strong discussion and inbound references; it best serves as the cluster anchor even though the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the most representative issue for the cluster because it is a high-signal, infrastructure-level loading bug that captures the shared theme better than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: PEFT/local checkpoint loading vs Whisper batch decoding behavior." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but one is trust_remote_code field loss and the other is AutoModelForCausalLM.from_config text_config unwrapping." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: GLM-4.7 load/test issue vs Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs/example mistakes for SigLIP2 versus quantization fallback for gpt-oss-20b are unrelated bugs." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading bug in BitNet is unrelated to OmDet-Turbo processor input-size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero probabilities in SigLIP2 inference is a model behavior issue, not the same as processor resolution mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and GPT-oss OOM are different underlying problems." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is separate from Whisper decode token-skipping behavior." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-related, but one is accelerate/deepspeed conversion and the other is a VL weight-shape mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization reserved-memory regression is not the same as Sam3Video\u2019s OOM." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined variables in multimodal token counting is distinct from batched video processor shape handling." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but one is protobuf decode-error masking and the other is a bare-except in tensor conversion." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Video token-counting undefined variables and v5.3.0 video-input regression are different defects." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3MoE is not the same as a generic key error loading MobileLLM-125M." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and GPT-oss perplexity are unrelated symptoms and code paths." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy init recompilation and the other is max_cache_length semantics." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL image-processor torchvision dependency are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/memory, but one is FSDP RAM-efficient loading and the other is mmap on Strix Halo." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder title versus isolated reproduction of another issue; no shared bug." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and distinct code paths." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "MXFP4/quantization loading fallback is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState token-count updates are different subsystems." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal failures: Qwen3OmniMoe video processing vs DiffusionGemma pipeline output." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch import dependency error and Bart generate UnboundLocalError are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-id loss is unrelated to gpt-oss MXFP4 quantization fallback." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying causing garbage text and dtype propagation in BLIP2 are separate model-loading issues." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer logic." + } + ] + }, + "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": 25, + "review_unit_index": 22, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869" + ], + "soft_pairs": [ + "issue:43525|issue:46291", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:33357|issue:34567", + "issue:44857|issue:46832", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:45137|issue:45405", + "issue:45538|issue:46869", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:43577|issue:46512", + "issue:24643|issue:29159", + "issue:44849|issue:45701", + "issue:27957|issue:28282", + "issue:41720|issue:43540", + "issue:44987|issue:45907", + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:42175|issue:44488", + "issue:34567|issue:36331", + "issue:43540|issue:44479" + ], + "prepared_review_unit_hash": "d8b448980ec2534d6f41dc9ca25a7fbbf1c30a5a00f39e54c88c55b42d28a128", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35977, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 + }, + "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 across loading, tokenization, training, and model-specific regressions. I only see one plausible duplicate pair: the Qwen2.5-VL video-input regression reports.", + "confidence": 0.81, + "canonical_issue_reason": "issue:44479 is the broadest and most central report, covering the Qwen video-input regression family across multiple models, so it best represents the underlying bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best standalone issue because it names the regression clearly, spans the widest affected surface, and is the most likely umbrella for the narrower follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4 pad_token_id/config attribute error vs a kernels revision-forwarding requirement; unrelated code paths." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast vs CLIPTokenizer max_length behavior; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch dependency error vs Llama 3.2 Vision loading regression; different failure modes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP vs TrainerState token counter not updating; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR bugs: AMP loss crash vs forward shape/type error when feature levels exceed backbone outputs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift in v5 vs Qwen3.5 save_pretrained key regression; separate problems." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Weight tying bug in Mistral3 vs LoRA merge collapse with extended vocab; related theme but not the same concrete issue." + }, + { + "left": "issue:43452", + "right": "issue:46291", + "accept": false, + "reason": "gguf_file handling in from_pretrained vs kernels revision/version validation; unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs PEFT minimum version bump; no overlap in bug." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max_length constant vs YOLO multi-GPU device map failure; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend omission vs missing Qwen2.5-VL import export; different subsystems." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error vs LayoutLMv3 box validation message clarity; not the same underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs CLIPTokenizer max_length issue; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is a Qwen video-input correctness bug and the other is a flash-attention long-context performance regression; different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken constructor duplication vs tokenizer loading failure for a specific model; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error on load vs init_empty_weights unexpected argument; separate model-loading issues." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train failure vs TimesFM window_size attribute error; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different training/runtime failures: Qwen3Moe FP8 config vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading bug vs Apple Silicon caching_allocator_warmup TypeError; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Blip2 dtype not propagating to model/qformer vs from_config leaving config.dtype stale; related area but different concrete bug." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight dimensionality runtime error vs tokenizer inconsistency report; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug vs tokenizer-version behavior change; different symptoms and code paths." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 with XLMRoberta vs missing PyTorch dependency message; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert vs Qwen3OmniMoe video-input ValueError; different failures." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression for physical-intelligence/fast vs list_repo_files missing revision forwarding; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video input, but one is a ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-vl-embedding; too different to merge." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL 5.3.0 video-input regression; the second is a narrower symptom of the broader video-position regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most items are clearly unrelated by model, subsystem, or failure mode, and the only accepted pair (issue:44479 / issue:45381) is a conservative same-family Qwen video-input regression match. The remaining soft-edge rejections are appropriately cautious and do not overclaim duplication from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 23, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45405", + "issue:45488", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:38175|issue:44898", + "issue:44792|issue:44964", + "issue:44568|issue:45488", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:45042|issue:45081", + "issue:43582|issue:46821", + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:43756|issue:45325", + "issue:43716|issue:46701", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43577|issue:45072", + "issue:43531|issue:44821", + "issue:45672|issue:45674", + "issue:45823|issue:46463", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:43906|issue:46468", + "issue:43452|issue:44488", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:44737|issue:45588" + ], + "prepared_review_unit_hash": "97afb1cd00addaa7ab7b0b120efa0630ecb9e5badd5487055ac6329f092c66e3", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35942, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs across tokenizers, multimodal models, quantization, and distributed training. None of the soft pairs look like the same underlying bug or fix, so all soft edges are rejected. There is no true canonical duplicate here; issue 45488 is the best single representative by activity and specificity.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45488 is the strongest representative by discussion activity and clearly describes a concrete regression with downstream impact, but it is not actually duplicated by the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 has the clearest, highest-signal bug report in this set and is the most suitable single issue to stand in for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model complaints, but they affect different models and different failure modes; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and different breakages: a failed janus generation test versus a Phi-4 model loading issue." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but the tokenizer classes and symptoms differ; no shared code-path bug is evident." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "One is DeepSpeed weight conversion for Qwen3 MoE, the other is RoPE-layer loss in Smollm3; unrelated model-specific issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is an AddedToken argument conflict and the other is a Mistral regex patch crash." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Completely different areas: init_empty_weights loading error versus loading AutoImageProcessor from URL." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency bug and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator TypeError and TimesFM window_size AttributeError are unrelated runtime errors." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention Qwen/rotary-related concepts, but the concrete failures and affected code paths differ." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different load-time failures for different models; no common underlying bug is indicated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-family issues, but one concerns missing RoPE layers and the other incorrect temporal position scaling." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal, but one is a dtype mismatch and the other is a pipeline/output wiring problem." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different encode/decode semantics." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency-version bump and a removed-config CI break are unrelated maintenance issues." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug and T5 error-message issue are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model families and different inference paths." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both touch 4-bit inference, but one is a Gemma4 audio-module uint8 issue and the other is a BitsAndBytesConfig exclusion bug." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device placement during forward and T5 decoder validation messaging are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as a FA2 long-context performance regression." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Different training/generation failures in unrelated models and code paths." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of issue 38071 and a Nemotron example breakage do not indicate the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading breakage and a specific sleng-bert loading failure are distinct model-loading problems." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different configuration bugs." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video input processing for Qwen3OmniMoe is unrelated to a long-context FA2 performance regression." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different distributed-training issues: Gemma4 FSDP2 KeyError versus Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and different output-shape/structure problems; not the same underlying defect." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet relative-position CPU work and flash-attention sink-less-model crash 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": 25, + "review_unit_index": 24, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45542", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:45357|issue:45920", + "issue:46463|issue:46899", + "issue:28282|issue:32090", + "issue:44913|issue:46121", + "issue:43697|issue:45216", + "issue:43526|issue:45479", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:43761|issue:46829", + "issue:44361|issue:44442", + "issue:43452|issue:44843", + "issue:43653|issue:44361", + "issue:43688|issue:43749", + "issue:38175|issue:43295", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:43525|issue:46701", + "issue:46832|issue:46932", + "issue:43531|issue:43742", + "issue:45542|issue:46178", + "issue:43295|issue:45356" + ], + "prepared_review_unit_hash": "e8bee6a1466b144d3460bd157ff67ba9680a0fc700506f2be4fd4671f5348638", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "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 issues span unrelated tokenizer, config, training, model-loading, vision, audio, and serialization problems. None of the soft-similarity pairs looks like the same underlying bug/change, so there is no duplicate canonical here.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a good canonical because the set is not a duplicate cluster; the items describe unrelated bugs in different code paths and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue clearly represents the whole cluster; the problems are too diverse to justify one global issue as the duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are regressions, but one is Qwen3.5 save_pretrained key serialization and the other is tokenizer token-id corruption across several models; different bugs and code paths." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation messaging is unrelated to Gemma4 4-bit multimodal dtype casting." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "AutoModel missing PyTorch import and Trainer _gpu_broadcast_one NoneType errors are unrelated failures." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both mention rope params, but one is GPTNeoXConfig reload persistence and the other is a helper type-conversion bug; not the same concrete issue." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained corruption are different model/regression paths." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT image processor label reduction and single-label classification zero-loss are different bugs in different components." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver positional-encoding resize failures are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and a specific Qwen3_5MoeVisionConfig field being dropped are not the same underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and T5 decoder-input validation errors are separate issues." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both touch tied weights, but one is device-dependent lm_head serialization and the other is broader translation-model tied-weight behavior; too different to merge." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading crash and trainer.evaluate() after train() are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys on load and sinq quantized save/load breakage are different serialization problems." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both involve output fields, but one is CLIP hidden_states missing and the other is VideoPrism putting last_hidden_state into hidden_states; different model/output bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer load failure are different tokenizer issues." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and unconditional model_info() calls breaking offline mode are distinct AutoTokenizer/load-path regressions." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different subsystems with different failures." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities and processor.tokenizer regression are different symptoms and code paths." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latents mismatch and Whisper batch_decode skip_special_tokens handling are unrelated bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and Perceiver non-default-resolution failure are different model issues." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma4 processor loading ImportError from mistral_common and Windows ROCm torch.distributed dependency failures are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id and DiffusionGemmaGenerationOutput pipeline failure are different model-specific bugs." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR backbone feature-level TypeError and Gemma4 quantized embedders dtype casting are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window and MobileLLM-125M key error do not share the same underlying defect." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard-without-TF backend error and tensorflow_text backend mapping error are different optional-dependency issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor.tokenizer regression and Kimi-K2.5 codec/fix_mistral_regex regression are separate tokenizer 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": 25, + "review_unit_index": 25, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846" + ], + "soft_pairs": [ + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:42898|issue:46491", + "issue:44843|issue:44991", + "issue:43452|issue:43577", + "issue:43756|issue:46402", + "issue:43688|issue:45701", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44821|issue:46821", + "issue:44484|issue:44704", + "issue:33666|issue:36010", + "issue:43688|issue:45440", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:44734|issue:46612", + "issue:41720|issue:44464", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43782|issue:46693", + "issue:43643|issue:44561" + ], + "prepared_review_unit_hash": "709d02e67a92f0d0cabf8a407a046bda2d7125bc683025bcda95881e9e273c02", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36487, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated, and none of the soft-similarity pairs look like the same underlying bug/change. The only reasonable anchor is the broad tokenizer slow-vs-fast inconsistency report, but it does not unify the rest of the set.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 29159 is the broadest and earliest tokenizer-behavior discrepancy report here, so it is the best available anchor among the candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 29159 is the strongest representative issue because it is generic and could subsume some tokenizer-regression discussions, though it still does not cover the heterogeneous non-tokenizer bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer/special-token regressions, but they involve different models and different failures (mask token registration vs BOS/EOS insertion)." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization failure and FSDP CPU-efficient loading breakage are distinct code paths and symptoms." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer implementation inconsistency is unrelated to a MacOS bus error loading a CLIP model." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and an apex RMSNorm memory leak are different model/runtime issues." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is global cleanup-space behavior and the other is a CodeLlama leading-space round-trip bug." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info lookup in tokenizer loading is not the same as a tokenizer load failure for a specific model." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading failure and BLIP2 dtype propagation are unrelated loading/configuration bugs." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE-layer mismatch in Smollm3 is unrelated to Sam3 text encoder weights not being loaded." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is not the same bug as a tokenizer-version behavior change." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch and cache-state reset in modular_qwen3_5 are different generation defects." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "A tokenizer special-token registration bug is not the same as DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are unrelated model-configuration issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a Gemma3 attention/embedding issue and the other is a classification-head initialization issue." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated frontend/model bugs." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A question about max_shard_size is not the same as kwargs being dropped in AutoProcessor.from_pretrained." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are completely different problems." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization does not match a divergence between native and remote DeepSeekV3 implementations." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast of None and Qwen2-VL multi-GPU training are not the same underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights differs from quantized-model save/load breakage; different mechanisms and fixes." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention generation correctness and FA2 long-context performance regression are different symptoms and likely different root causes." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping are different generation paths." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "A800 device-mapping cudaErrorAssert is unrelated to compiled-forward chunked generation output drift." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field model loading failure and Bamba torch.compile+SDPA failure are distinct issues." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading failure is unrelated to packed-weight handling during accelerate loading." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and an MPS attention correctness bug do not share the same code path." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading breakage and missing linear_attn TP plan entries are different model-loading/configuration bugs." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields in trust_remote_code config return values and removal of is_torch_fx_available breakage are different v5 regressions." + } + ] + }, + "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": 25, + "review_unit_index": 26, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:33666|issue:36331", + "issue:43278|issue:43688", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:43504|issue:44610", + "issue:43606|issue:43927", + "issue:43493|issue:43825", + "issue:44514|issue:45290", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:44554|issue:46365", + "issue:44625|issue:45584", + "issue:43525|issue:43572", + "issue:44977|issue:46209", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:44568|issue:46489", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:33357|issue:33666", + "issue:43278|issue:43701", + "issue:44568|issue:45812", + "issue:44488|issue:44843", + "issue:44849|issue:46209", + "issue:44792|issue:45405", + "issue:43927|issue:44361" + ], + "prepared_review_unit_hash": "33d6061753f9a2935c279a82136a1c0a00619a3971d84b14f0a759662fa85d4e", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37419, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy set of mostly unrelated Transformers issues; several are tokenizer/model-loading regressions, but none of the soft pairs look like true duplicates of the same underlying bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45812 is the clearest, most broadly representative tokenizer regression in the set: it describes a concrete v4\u2192v5 breakage affecting multiple Granite models with a well-scoped failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the most actionable and central issue here because it is a concrete, reproducible tokenizer regression with broad user impact and good scope for a fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different training problems: multi-GPU training setup versus a custom Trainer signature regression." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "One is an embedding dtype mismatch; the other is auxiliary-loss normalization. Different code paths and symptoms." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both involve processors, but one is audio sampling-rate handling and the other is processor/tokenizer API regression." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are unrelated bugs." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: legacy field loading versus processor image-size mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to config token-ID loss after save/load." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is a model correctness bug; the other is a pipeline error-message regression." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit chat-template paths, but they are different failures: batched padding handling versus tool-call messages with empty content." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different areas: packed-weight loading for BitNet versus MLukeTokenizer task attribute errors." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and an unsupported PEFT version bump are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Attention correctness on MPS is unrelated to importing Trainer and datasets interplay." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different models and bugs: num_labels propagation versus Whisper empty-generation handling." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields, but for different models and different attribute names; not the same underlying bug." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Generation bug on Qwen3.5 versus FP8 inference failure on B200 hardware are different issues." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load failures, but one is gguf_file handling in loaders and the other is a specific model load regression." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map PLE mismatch and sinq save/load quantization breakage are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and a Mac bus error on CLIP are completely different failures." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Silent model/tokenization output issue versus return_tensors being ignored are not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "A model implementation discrepancy is not the same as a ZeRO-3 gradient explosion." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors are not the same as a runtime processor.tokenizer regression." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype mismatch and gradient growth under ZeRO-3 are different problems." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different tokenizer code paths." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different failure modes." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Hardware-specific FP8 inference failure is unrelated to a general accuracy regression after upgrade." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP has nothing to do with Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Dtype changes and resume_from_checkpoint key mismatches are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on a specific tokenizer and the other is wrong token IDs across Granite models; not the same concrete bug." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific model load failure is not the same as an offline-mode break in _patch_mistral_regex." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8 inference failure are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus generation test failure is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are different bugs." + } + ] + }, + "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": 25, + "review_unit_index": 27, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:42490", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:43575|issue:45405", + "issue:43824|issue:44589", + "issue:44849|issue:45357", + "issue:43504|issue:43606", + "issue:46821|issue:46832", + "issue:43257|issue:43299", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43334|issue:45759", + "issue:46399|issue:46846", + "issue:43334|issue:43572", + "issue:43606|issue:44112", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:43504|issue:43653", + "issue:45072|issue:46832", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:43994|issue:44493", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:44869|issue:46752", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:29942|issue:30333", + "issue:44977|issue:46701" + ], + "prepared_review_unit_hash": "14b15c8349711101cb2f5ae415037db8dbd8c5dcd0858181412204f5613a4d02", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36485, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly similar only at a high level (model loading, quantization, device placement, and config regressions), but the concrete failure modes are different. I did not find any soft pair that looks like the same underlying bug.", + "confidence": 0.56, + "canonical_issue_reason": "issue:43873 is the broadest and most central item: it is active, has the most discussion/inbound references, and sits closest to several device/offload/quantization reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best anchor for the cluster because it is open, high-activity, and broadly representative of the device/quantization theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Both mention version-related breakage, but one is a Qwen2 TP OOM and the other is a PEFT version pin issue; different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class and a Float8 storage lookup failure are unrelated failure modes." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is an output_hidden_states bug and the other is incorrect visual encoder keys on save; different code paths." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT pretrained loading with a legacy field and Bark CPU-offload device mismatch are unrelated issues." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size handling and RT-DETR backbone feature-level mismatch are different models and bugs." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MOE loading, but one is accelerate+deepspeed weight conversion and the other is a transformers-dev model load break; not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "A category-count runtime limit and an accuracy regression after upgrade are not the same underlying problem." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structural divergence are different regressions." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL config and unwrapping text_config in composite Qwen configs are related families but distinct bugs." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "A missing decorator for rotary embedding registration and missing linear_attn TP-plan entries are separate implementation gaps." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields, but on different models and different fields; not the same defect." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real CPU-offload device mismatch and a stale CI device-override test are not the same issue." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and a Python 3.13 flash_attn import key error are unrelated compatibility bugs." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and init_empty_weights receiving an unexpected argument are different API/config breakages." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatches in CI and RT-DETR feature-level mismatches are not the same code-path problem." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is chunked generation with compiled forward and the other is cache length handling for quantized cache only." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and a broken image-text-to-text pipeline are different failures." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both relate to quantization/offloading, but one is runtime offload behavior and the other is save/load persistence after sinq quantization; not mergeable as one bug." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 pipeline nonsense outputs and unexpected position-id keys are different regressions." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros and a multi-GPU inference OOM are unrelated issues." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM and PLE device mismatch with device_map='auto' are different bugs." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash and empty-list chat-template crash are unrelated edge cases." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None and sinq save/load breakage are different subsystems." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A local-path import warning and a GPT-oss CUDA OOM are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and NoneType GPU broadcast error are not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow not updating after a failed job are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bugs and DiffusionGemma pipeline failures are different model/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": 25, + "review_unit_index": 28, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45356", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:43065|issue:46369", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43493|issue:43701", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43572|issue:46821", + "issue:43550|issue:43844", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:44554|issue:45356", + "issue:39692|issue:46192" + ], + "prepared_review_unit_hash": "81193a7a2e45b9210b23543cfbade3c8c2d1916653809be43a91055f98299ea9", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36274, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly superficially similar title matches across different models, processors, and runtime paths, but they do not describe the same underlying bug. I would not merge any of the soft pairs.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the best anchor because it is the most broadly scoped and active report in the set, with substantial discussion/inbound references around a concrete runtime problem; the rest of the items are mostly unrelated point bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest standalone issue candidate: it is well-described, has the highest activity, and represents a real user-facing failure mode without being overly narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing behavior and trainer token-count tracking are different bugs in different code paths." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template-node compilation failure is unrelated to the Python 3.13 flash_attn import key error." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is a dummy Conv2d in the pixel decoder and the other is a memory overflow in sam3-litetext." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export support for a ViT model is unrelated to SigLIP2 zero-probability output." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness bug is not the same as a flex_attention PyTorch version-check import issue." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation drift and resume_from_checkpoint key mismatch are unrelated failures." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both crash in serve, but one is a multimodal .to() AttributeError and the other is a KV-cache indexing bug." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "CUDA assert during auto device mapping is unrelated to an accuracy regression after upgrade." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-validation list typing are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 is not the same as a model accuracy regression." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-output shape bug affect different multimodal paths." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import failure and meta-device model-loading breakage are separate import/loading issues." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "A flash_attention s_aux=None crash is unrelated to unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing ValueError and Gemma4 mm_token_type_ids defaults are different model/input bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/batching are not the same as return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and return_tensors handling are different issues." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "A processor.tokenizer regression is not the same as OmDet-Turbo's image-size mismatch." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad-token config and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile with SDPA and DeepSpeed ZeRO-3 gradient drift are different training/runtime bugs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is missing token-type defaults while the other is a device placement mismatch." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART decoder_attention_mask assignment bug and Flash Attention 2 test failures do not describe the same defect." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape handling and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import_utils KeyError on Python 3.13 is different from a BACKENDS_MAPPING validation error." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx and Qwen3.5 flash-attn generation failures are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "An import error for flash_attention_utils is not the same as missing Qwen2_5_VLForConditionalGeneration export." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS is unrelated to Kimi tokenizer codec handling regression." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video processing ValueError and Gemma4 mm_token_type_ids defaults 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": 25, + "review_unit_index": 29, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:41720", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43335", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44521", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43232|issue:44849", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:44466|issue:45127", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:44737|issue:46894", + "issue:28218|issue:35141", + "issue:43653|issue:44112", + "issue:42915|issue:43824", + "issue:43824|issue:43975", + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:43334|issue:43525", + "issue:44442|issue:45198", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:44898|issue:45412", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:43335|issue:43550", + "issue:43827|issue:43901", + "issue:41720|issue:46209" + ], + "prepared_review_unit_hash": "5918d5c91d991843c98ab114e7e454bc30b79b658276f63e0f0e5ce6bf9a5356", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35336, + "estimated_input_tokens": 8834, + "estimated_eval_tokens": 17924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false positive: the issues span unrelated tokenizer, multimodal chat-template, generation, dtype, and model-specific regressions. None of the soft pairs looks like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #44521 is the strongest anchor here: it is an active, clearly described multimodal chat-template regression with multiple references and discussion, making it the most representative issue in this otherwise mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best single issue to keep as a representative bug report because it is well-scoped, user-facing, and sits in the most recurrent theme across the set (multimodal chat/template handling).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Both mention generation/model kwargs, but one is a sync_gpus update bug and the other is a hidden-states regression in Qwen3.5; different code paths and failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression for custom model code vs SigLIP2 implementation discrepancy; same broad area, not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other crashes on tool-call assistant messages with no content." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights is unrelated to LoRA merge behavior with extended vocab." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL vision position IDs regression and FP8 inference failure on B200 are distinct hardware/model issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift between train/eval is not the same as Qwen3 MoE memory-usage training problems." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU placement bug in XLNet positional encoding is unrelated to the CohereASR double-shift training loss issue." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are separate tokenizer/model initialization bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding bug vs stale CI device-override test; no shared underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import/export failure for a class is not the same as incorrect detokenization in deepseek-coder." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained differs from CLIP text-model structure inconsistency." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage is a different path from stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are different modality bugs." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id attribute errors, but they affect different model families and likely different config objects/code paths." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2Conformer and Wav2Vec2 save/tokenization failure are not the same issue." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to unsafe dtype casts in quantized multimodal embedders." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Same broad Gemma4 multimodal area, but one is a missing zero default and the other is a quantized dtype-casting fix." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale num_return_sequences warning are distinct generation/test issues." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory not being released are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video-input regression for several Qwen VL models is different from return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and a stale GraniteSpeech CI test do not share a code path." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope-index scaling are separate multimodal bugs." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba SDPA torch.compile failure are different model/runtime problems." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they concern different pipeline deprecations and should not be merged as one bug." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Auto device mapping cuda assert on A800 is unrelated to FP8 inference failure on B200." + } + ] + }, + "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": 25, + "review_unit_index": 30, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:44995", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43388|issue:43526", + "issue:45759|issue:46285", + "issue:46512|issue:46821", + "issue:44995|issue:46858", + "issue:46424|issue:46858", + "issue:43606|issue:45083", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43550|issue:44112", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:44448|issue:44743", + "issue:45520|issue:46170", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:29127|issue:32090", + "issue:44514|issue:44521", + "issue:37428|issue:44351", + "issue:45290|issue:46326" + ], + "prepared_review_unit_hash": "4d2eee52dd751632b54e8f66a7db87dbe5dde656b42a0d6e47e221e76d70dd20", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span unrelated import, model-loading, cache, processor, training, and CI regressions. None of the soft pairs look like the same concrete bug/change, and there are no PRs here.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the broadest and most active open item in the only semi-cohesive subgroup (chat-template/multimodal), so it is the least arbitrary anchor if one must be chosen; overall, though, the set is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative issue, issue:44521 is the best fit because it is broad, active, and closest to the repeated `apply_chat_template` theme; it is still not a true cluster canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are import_utils missing-symbol regressions, but they affect different helpers and different breakages (`is_torch_fx_available` vs `is_falcon_mamba_ssm_available`)." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: processor output-size mismatch vs AMP/CUDA loss crash in LwDetrImageLoss." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different models and code paths: DAC latent conversion vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both touch detection models, but one is an AMP/CUDA crash and the other is missing auxiliary losses when denoising is off." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but one drops tuple labels during metric gathering and the other truncates labels in BeitImageProcessorFast." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve multimodal/model structure, but one is `from_config` text_config unwrapping and the other is CLIP text-model structure drift." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated API regressions: stale `model.config.dtype` vs `window_size` raising `AttributeError`." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but one is a model-specific stale indexer bug and the other is a static-cache prefill arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Different cache issues: `max_cache_length` handling vs device-tensor seq-length breaking slice arithmetic." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated subsystems: CPU-offload device mismatch in bark-small vs qwen3_omni_moe helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different processor bugs: unsupported `center` arg in LasrFeatureExtractor vs Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 vs RT-DETR memory not being released." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Both are model/tokenizer quirks, but one is SwitchTransformers sparse-layer config creation and the other is BigBirdTokenizer special-token registration." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Importing a missing internal helper is not the same as broad Torch 2.10 incompatibility." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash-Attention test failures and `_gpu_broadcast_one` type errors are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Both are environment-specific, but one is missing PyTorch import and the other is a MacOS bus error in a CLIP model." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A torch.compile/SDPA model failure and a GraniteSpeech CI device-override test are distinct problems." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both hit v5 model loading/serialization, but one is base_model_prefix loading breakage and the other is device-dependent lm_head serialization." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and bugs: sparse-layer creation vs Beit pretrained preset loading with a legacy field." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different behaviors in different models: Pegasus output drift vs recurrent state reset in qwen3_5 modular code." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/platform issues, but one is Python 3.13 flash_attn key handling and the other is Windows ROCm torch.distributed dependency failure." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different failure modes: Python 3.13 import parsing / torch.jit comment issue vs qwen3_omni_moe helper semantics." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "A dtype-state bug and an incorrect translation-task error message are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both concern `apply_chat_template`, but one is a batched-input crash with `padding=False` and the other is all-zero assistant masks for multimodal input; not the same concrete bug." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Different chat-template regressions: tool-call/no-content crash vs mistral_common `continue_final_message` 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": 25, + "review_unit_index": 31, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:43720|issue:44112", + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:46431|issue:46566", + "issue:43606|issue:44857", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:26413|issue:31501", + "issue:28218|issue:32090", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:39692|issue:44493", + "issue:44617|issue:46697", + "issue:43701|issue:45083", + "issue:44206|issue:45823", + "issue:44857|issue:45072", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:38175|issue:44493", + "issue:44360|issue:44561", + "issue:43278|issue:43329", + "issue:29870|issue:32090", + "issue:45920|issue:46192" + ], + "prepared_review_unit_hash": "afa6449a6e99344129a32db6349fe12993ef8714f763190f6455d37c49a2b041", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36470, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly distinct from titles/metadata alone. The strongest duplicate-like match in this set is the Qwen3.5 MoE `from_pretrained` reports (45310/45478), which appear to describe the same regression.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45478 is the clearest canonical representative for the Qwen3.5 MoE `from_pretrained` regression because it matches 45310\u2019s title exactly and appears to be the same bug with slightly more discussion context.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45478 is the best issue representative for this cluster because it is the strongest duplicate-like report and cleanly captures the shared Qwen3.5 MoE `from_pretrained` failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both are runtime/model bugs, but they point to different code paths: Flash Attention sink handling vs Qwen3.5 MoE CPU offload." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash local-path warning and a GLM-4.7-Flash loading/test failure are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech stale device-override CI failure are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage and token-embedding reinitialization are different issues." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "`DAC.from_latents`/STE mismatch is unrelated to unexpected `position_ids` keys across many models." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example errors do not match the BEiT Fast `reduce_labels` bug." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Chat-template validation and DiffusionGemma meta-device placement are different failures." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is a different problem from float16 AMP crashing in LwDetrImageLoss." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and tokenizer/decoder behavior." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same Qwen3.5 MoE `from_pretrained` failure; these read like duplicate reports of one regression." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure and FineWeb training not starting are not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior and Trainer `_gpu_broadcast_one` NoneType error are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge/tied-embeddings collapse is unrelated to the category-count runtime limit." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf-error masking and missing `is_falcon_mamba_ssm_available` are different utility-layer issues." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs mistakes do not match the widespread `position_ids` unexpected-key regression." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Sam3Video CUDA OOM and Swin2SR over-padding are different subsystems and failure modes." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the Qwen3 Omni MoE feature-length helper bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "A feature-extractor `center`-argument crash is not the same as Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype issues, but they affect different models and code paths." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast type error and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A local-path warning is not the same as Qwen2-57B-A14B tensor-parallel OOM." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure and Qwen3 Omni feature-length behavior are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and output-embedding reinitialization are different bugs." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision loading regression are not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected `position_ids` keys are different failures." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Missing ReLU in the DSA indexer is unrelated to the removal of `is_torch_fx_available`." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype drift and undefined video-branch multimodal token helpers are different bugs." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART `decoder_attention_mask` assignment bug and `_gpu_broadcast_one` NoneType error are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs in AutoTokenizer is a different regression from silently ignored `return_tensors`." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment for issue:45310/issue:45478 is well supported, but the summary overstates the evidence by saying it is the \"only true duplicate-looking pair.\" With only titles/metadata in the packet, that exclusivity is not fully grounded. Please soften that to something like \"the best-supported duplicate-like pair in this set\" and avoid claiming uniqueness beyond the available evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 32, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:44448|issue:44977", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44855|issue:46399", + "issue:44977|issue:45229", + "issue:43278|issue:43381", + "issue:29870|issue:33290", + "issue:40444|issue:43526", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:44857|issue:45588", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:44568|issue:45491", + "issue:29127|issue:34567", + "issue:45588|issue:45823", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:33357|issue:39692", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44186|issue:45198" + ], + "prepared_review_unit_hash": "097d0af80dd4dab099de6f6cb9b1e8fa7bb402c7ce5694de6414a612854d8069", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37328, + "estimated_input_tokens": 9332, + "estimated_eval_tokens": 18920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated models, tokenizers, training, cache, quantization, and packaging problems. I rejected all soft-similarity pairs because none clearly describes the same concrete bug/change.", + "confidence": 0.37, + "canonical_issue_reason": "Issue 43873 is the best anchor among this noisy set: it is open, has the most inbound references/discussion, and describes a concrete runtime bug with broad user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest single representative to surface for this cluster because it is active, reference-rich, and sufficiently substantive to stand in as the cluster\u2019s likely center.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: Pegasus output regression vs Qwen flash-attention crash." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template/tool-call crash is unrelated to Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Different model families and bugs: DistilBERT issue vs ViT torchscript export failure." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 JIT parse/IndentationError is a different bug from Qwen3.5 decorator registration failure." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are not the same code-path." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype drift and gradient-checkpointing-in-eval are separate issues." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generate UnboundLocalError is unrelated to Deepspeed Adafactor OOM." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multimodal IterableDataset failure and BEiT reduce_labels bug are different processors/code paths." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Config token-ID loss after save/load is distinct from wrong custom-module loading." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template crash and SmolVLM video padding bug affect different components." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr AMP crash and flash-attention s_aux=None crash are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Import error in flash-attention utils is unrelated to pip backend packaging." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType and Adafactor OOM are different distributed-training failures." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile, but the concrete bugs differ: lazy-init recompilation vs device-tensor seq-length arithmetic." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same underlying bug." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash warning is unrelated to quantization/offloading." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug has no relation to Trainer GPU broadcast errors." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and serialization paths." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version install incompatibility is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token omission and Gemma3 NaN embeddings are separate bugs." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sinkless crash and Gemma4 PLE device mismatch are different forward-path issues." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct problems." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen flash-attention generation failure." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP and SigLIP2 documentation errors are not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype change in eval and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert and Gemma4 CUDA OOM are different inference failures." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation crash and a stale warning are not the same issue." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except cleanup are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash is a different code path from Wav2Vec2 save/tokenization 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": 25, + "review_unit_index": 33, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:46121", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:43653|issue:44743", + "issue:45372|issue:45588", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:45459|issue:45712", + "issue:43412|issue:45588", + "issue:44265|issue:45198", + "issue:45491|issue:46693", + "issue:43065|issue:43994", + "issue:29127|issue:33357", + "issue:45372|issue:45406", + "issue:43065|issue:45412", + "issue:43575|issue:43701", + "issue:45245|issue:45563", + "issue:42490|issue:43381", + "issue:45440|issue:45593", + "issue:29127|issue:35141", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:43421|issue:45491", + "issue:45406|issue:46701", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:44464|issue:45584" + ], + "prepared_review_unit_hash": "febb20499aa53a1263e947c7f6330957b378bd522b37fe5aac4d214416f38250", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37374, + "estimated_input_tokens": 9344, + "estimated_eval_tokens": 18944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster is evident here. The soft pairs are mostly broad textual similarities across unrelated model, tokenizer, export, memory, and generation bugs, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and different failure modes; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading regression vs rope-validation type error; unrelated code paths." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() mask bug vs Llama 3.2 vision model-loading regression." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs Qwen recurrent-state reset; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure vs flash-attention s_aux=None crash; different subsystems." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor argument regression vs Qwen video-input regression; different concrete bugs." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "FA2 test failures vs void segmentation-map processing; only broad image/attention overlap." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Quantization config failure on load vs quantized model saving failure; not the same operation." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and distinct correctness issues; no shared code-path bug." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token bug vs AutoTokenizer loading failure for another tokenizer." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking vs dummy class cleanup; unrelated maintenance vs bug behavior." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export failure vs flash-attention runtime crash; different failure surfaces." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization issue." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "NaN embeddings in Gemma3 vs FA2 long-context performance regression; different bug class." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d placeholder issue vs incorrect AutoModel/pipeline outputs; unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs CLIP bus error on macOS; not the same underlying bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4 processor loading, but one is an import-dependency error and the other is a serve-time missing-attribute crash; not clearly the same bug." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer placeholder issue vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM vs resume_from_checkpoint key mismatch; different symptoms and code paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit vs stale generation warning; not the same problem." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Path-with-slash import warning vs gradient-checkpointing eval-mode restriction; unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation mismatch vs D-FINE auxiliary-loss issue; different models and fixes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity vs embedding reinitialization after resize; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 dependency/import break vs protobuf decode-error masking; different tokenizer failure mechanisms." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Incorrect inference outputs vs model memory leak; different bug categories." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update bug vs Gemma3 NaN embeddings; unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor serve crash vs DiffusionGemma pipeline failure; different components and failures." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong decoder type vs AutoTokenizer ignoring tokenizer.json; different tokenizer-loading bugs." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR garbage-collection leak vs Sam3 memory overflow; both memory-related but not the same issue." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "OOM from tensor-parallel loading vs int4 quantization reserved-memory regression; different causes." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch in inference; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty-transcription failure; different 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": 25, + "review_unit_index": 34, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43994|issue:46369", + "issue:43526|issue:44186", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:45250|issue:46640", + "issue:43761|issue:45859", + "issue:43646|issue:44077", + "issue:44514|issue:45381", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:43493|issue:43827" + ], + "prepared_review_unit_hash": "2f1829a234ae5d93906399167d03f2f708317eb97c1ebca53caeefd47d37bb6e", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35975, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly superficial similarity matches across unrelated Transformer issues; none looks like the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single true canonical duplicate emerges from this mixed set. If a representative anchor is needed, issue 43873 is the strongest triage candidate because it has the richest discussion, multiple inbound references, and a concrete reproducible regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best overall issue representative here: it is well-documented, actively discussed, and has clearer impact than the other items in this unrelated cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: image processor label reduction vs OCR long-input index error." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Unrelated models and failure modes: FP8 config issue vs Qwen3-VL load shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "BeitImageProcessorFast label handling vs FA2 long-context performance regression." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific import error vs generic dependency issue; no shared code-path." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLM-R Flash Attention support vs Deepspeed AdaFactor OOM are different problems." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention model support vs LayoutLMv3 box-validation error messaging." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 incorrect outputs vs SAM3 LiteText memory overflow; different symptoms and models." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Label reduction bug in an image processor vs LayoutLMv2 tokenizer crash." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM in deepspeed vs Llama 3.2 vision loading breakage." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "AdaFactor/Deepspeed memory issue vs embedding reinitialization after resize." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-param JSON list type error vs missing decorator for rotary embedding registration." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs quantization/offloading behavior; different code paths." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sinkless-model crash vs TimesFM window_size AttributeError." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic FA2 titles, but there is no concrete evidence they describe the same bug." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression vs CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model init breakage in v5 vs patchtsmixer post_init policy." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template crash with padding=False vs wrong vision_position_ids for video input." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs category-cardinality limit error." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent state reset with cache vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer load failure vs Perceiver resolution/interpolation bug." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate default vs unsupported center argument in feature extractor." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash local path warning vs Qwen recurrent-state reset; unrelated subsystems." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access bug vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading vs FastSpeech2Conformer tokenizer loading." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend dependency issue vs missing import_utils helper." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention support vs BART generate decoder_attention_mask bug." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs docs still referencing removed pipeline APIs." + } + ] + }, + "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": 25, + "review_unit_index": 35, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:44077|issue:44479", + "issue:43316|issue:43525", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43873|issue:44871", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44442|issue:45803", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43761|issue:44079", + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:46829|issue:46932", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:42907|issue:45698", + "issue:43550|issue:43701", + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871" + ], + "prepared_review_unit_hash": "a71800a81038a60631e6d029189dad83ffbd043c924e11b0007e025529f1a9d2", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36168, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous grab bag of unrelated Transformers issues. The soft-similarity links mostly reflect broad shared themes (loading, configs, generation, quantization) rather than the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.23, + "canonical_issue_reason": "No truly coherent canonical issue exists for this cluster; if one must be chosen, #43749 is the strongest representative because it is high-activity, high-impact, and has inbound references, but the cluster itself is not a real duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#43749 is the best single issue to anchor the cluster: it has the most discussion/inbound attention and reads like a substantive regression, even though the surrounding items are not actually duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different bugs: patchtsmixer post_init handling vs Qwen video input regression." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API issues, but for different models and fields (Gemma3TextConfig discrepancy vs Llama4Config pad_token_id)." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated image/video preprocessing bugs: rope position scaling vs Swin2SR over-padding." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenization AddedToken argument error is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Different config reload problems: missing remote fields vs rotary_pct reverting on reload." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 JIT parse/import issue is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both affect model loading, but one is FSDP CPU RAM efficient loading and the other is a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-config problems for different model families (Gemma3TextConfig vs Qwen multimodal text_config unwrapping)." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and Fuyu tensor-conversion exception are different code paths." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific model failing is not the same as a missing BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset example failure is unrelated to unrecognized model/config loading." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states bug and ModelOutput key assignment bug are distinct implementation issues." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing and gather_for_metrics label trimming are separate trainer behaviors." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load is different from a save_pretrained checkpoint regression." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states regression is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Different multimodal model bugs: VideoPrism output wiring vs Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to CPU/CUDA numerical divergence in PPDocLayoutV3." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure is not the same as Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Both are loading failures, but with different models and different failure modes (OOM vs KeyError)." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized save failure is different from wrong custom module selection after save/load round-trip." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is not the same bug as checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting is unrelated to missing PyTorch dependency during AutoModel import." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are regressions, but one is processor/tokenizer behavior while the other is an error-message issue in pipeline task support." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question is unrelated to missing transformers.onnx module." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma-3 eos_token_id mismatch are different model-specific config 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": 25, + "review_unit_index": 36, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:43065", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43688", + "issue:43716", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:44871|issue:45584", + "issue:46234|issue:46291", + "issue:44464|issue:46421", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:45632|issue:46424", + "issue:45803|issue:46170", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43540|issue:44514", + "issue:43761|issue:44479", + "issue:43065|issue:44617", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:43572|issue:46178", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:43388|issue:43688", + "issue:45127|issue:45200" + ], + "prepared_review_unit_hash": "459e52151dc6013550e5e16891258eee93d38d384b5ac7788f4a92a8c2c12557", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35750, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic bucket rather than a true duplicate set: the items span many unrelated model-, config-, tokenizer-, cache-, and backend-specific regressions. I found no soft pair that clearly describes the same underlying bug/change, so all candidate merges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical duplicate exists from this list; if forced to pick one representative, issue 45698 is the most broadly actionable and well-scoped report (from_pretrained/save_pretrained custom-module misload) with the clearest reproducibility and discussion signal.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the strongest standalone representative because it describes a concrete, user-facing loading regression with a clear failure mode and broad impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs and code paths: Gemma eos-token config mismatch vs Whisper empty-transcription failure after special-token alignment." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Both involve imports, but one is a missing availability helper and the other is a kernels version/revision requirement; not the same defect." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both touch chunked/compiled behavior, but one is output inconsistency in generation while the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "One is about allowing optional post_init in patchtsmixer; the other is non-persistent buffers being populated incorrectly. Different root causes." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Unrelated model families and failures: Gemma3TextConfig API mismatch vs Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "API/config discrepancy in Gemma3TextConfig is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General v5 custom-model init breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Different model/config persistence bugs: eos_token_id inconsistency vs quantized model save/load corruption." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are from_pretrained-related, but one is gguf tokenizer/model loading and the other is missing model_type in config.json; distinct failures." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing interrupts in tensor conversion is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Different models and symptoms: ESM2 broken workflows vs janus image-generation test failure." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying bug is unrelated to Ministral-3 FlashAttention failure." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both concern training losses, but they are different models and different loss-shaping bugs; not the same concrete issue." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision; the other is cache length handling for quantized cache only." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Completely different issues: error swallowing in Fuyu conversion vs Windows/ROCm import failure from torch.distributed dependency." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor size mismatch for OmDet-Turbo is unrelated to Sam3-LiteText memory overflow." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No shared underlying bug: a vague data request vs Gemma pipeline roundtrip failure on a specific token." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are Qwen multimedia processor issues, but one is video-input ValueError in Qwen3OmniMoe and the other is batched chat-template crash in Qwen2_5_VL." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different code paths and models." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are not clearly the same bug; one is a model component placeholder, the other is a runtime memory failure." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend mismatch is unrelated to a missing import_utils availability flag." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both concern loading/saving, but one is a Beit legacy-field preset issue and the other is wrong custom-module resolution after save_pretrained; distinct causes." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm pad_token_idx regression is unrelated to the tensorflow_text backend mapping error." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image generation test failure and Qwen3.5 flash-attention generation issue are separate model-specific regressions." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus generation test failure is unrelated to broken Sam3LiteText auto_mappings references." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels is unrelated to auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse with tied embeddings is a different problem from mm_token_type_ids defaulting for Gemma 4 fine-tuning." + } + ] + }, + "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": 25, + "review_unit_index": 37, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45362", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46421", + "issue:46617", + "issue:46640", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932" + ], + "soft_pairs": [ + "issue:43673|issue:44743", + "issue:43352|issue:46640", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:35141|issue:42490", + "issue:44734|issue:45406", + "issue:45072|issue:46932", + "issue:43827|issue:43994", + "issue:44855|issue:45588", + "issue:45245|issue:46858", + "issue:44869|issue:46832", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:43673|issue:46421", + "issue:43931|issue:44060", + "issue:43644|issue:44913", + "issue:44242|issue:46897", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:45563|issue:45584", + "issue:44077|issue:44877", + "issue:44933|issue:45362", + "issue:43550|issue:44190" + ], + "prepared_review_unit_hash": "746f3d6d71431ee32197cec3ed4ad7443bd3ad1e718c92565ec4766bd275c4ca", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35849, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct model, cache, config, or docs bugs rather than duplicates. I picked the broad v5 buffer regression as the best representative issue, and rejected all soft pairs as different underlying problems.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 43644 is the broadest, most systemic regression in the set (v5 non-persistent buffer corruption) and is the clearest umbrella item among otherwise unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the most representative and actionable issue in this cluster, but only for the v5 buffer-regression subset, not the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state handling, but one is missing cache in chunked prefill while the other resets recurrent states for seq_len>1; different bugs." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "One says Nemotron does not support Flash Attention 2 yet; the other is a vague Flash Attention 2 issue with no matching code path or concrete defect." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Global v5 buffer corruption is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different failures: local dataset loading in a training script vs loading a multimodal model with latest transformers." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor selection for video-classification is unrelated to a missing SAM3 vision encoder attribute." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config missing pad_token_id and Qwen3-MoE sliding_window behavior are separate config/model issues." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize is unrelated to import warnings from local paths with trailing slashes." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different serve crashes: KV-cache tensor indexing vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype casting, but the model/code paths differ: SwitchTransformers/TimmWrapper bfloat16 inference vs Gemma4 quantized embedders." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing bad outputs with AutoModel and pipeline." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python parsing/import error in DebertaV2Model is unrelated to an AttributeError in flash_attention integration." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count limit error is unrelated to cache.get_seq_length returning a device tensor and breaking slicing." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are different failure modes in different models." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both concern trust_remote_code cache behavior, but one is a leaf-directory collision and the other is a FileNotFoundError loading from cache; not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder_attention_mask assignment bug is unrelated to output embedding reinitialization after resizing tokens." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Missing cache in chunked prefill and cache lazy initialization causing recompilation are related only at a high level, not the same defect." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as an incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "A broad v5 buffer corruption regression is unrelated to GPTNeoXConfig rotary_pct reverting on reload." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different training bugs." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and DebertaV2Model import parsing error are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() is not the same as Whisper failing on empty transcription." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init for patchtsmixer and strict config loading for granite_speech are different configuration-policy issues." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent image_utils import is unrelated to Qwen3.5-35B chat crashes." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model failure is unrelated to a script failing to load a local dataset." + } + ] + }, + "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": 25, + "review_unit_index": 38, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44792", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:43854|issue:44792", + "issue:39692|issue:44190", + "issue:44464|issue:45563", + "issue:45127|issue:45357", + "issue:44617|issue:46369", + "issue:45381|issue:46655", + "issue:43295|issue:45276", + "issue:44779|issue:46489", + "issue:44112|issue:45600", + "issue:45290|issue:46752", + "issue:45276|issue:45584", + "issue:43526|issue:46697", + "issue:43540|issue:44734", + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:25251|issue:29870", + "issue:44938|issue:45542", + "issue:44462|issue:45907", + "issue:43854|issue:44964", + "issue:43673|issue:46858", + "issue:43643|issue:44496", + "issue:44246|issue:45003" + ], + "prepared_review_unit_hash": "d5d217951403a853bca8a67687a7b1a530b9b4ceb4c0df499fe1593b907c099f", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35411, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated standalone bugs. The only soft edge I\u2019d accept is the DeepSeek tokenizer regression pair, which appears to describe the same v5 tokenizer-output breakage from different model/user reports.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 44521 is the strongest representative: it is open, user-facing, and has the broadest/multi-report multimodal chat-template impact among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best standalone issue to anchor the cluster because it is active, broadly applicable, and already attracting inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different model families and failure modes: video vision-position IDs vs Sam3LiteText memory overflow." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated bugs: Qwen3 auto device mapping CUDA assert vs a categories-limit ValueError." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation, but one is a video-input regression and the other is KV-cache continuation tensor indexing." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Different subsystems: SwitchTransformers sparse-layer config vs local dataset loading in the no-trainer script." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Both touch vision models, but the bugs are different: dummy Conv2d in Sam3PixelDecoder vs processor/model input-size mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different model-specific loading/test failures; no clear shared code-path." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to local dataset loading." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both are generation-related, but one is inconsistent outputs and the other is a stale warning about num_return_sequences." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated regression types: LoRA/extended-vocab collapse vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is video OOM and the other is a different Sam3LiteText memory overflow path." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input issues, but they concern different models and different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different areas: processor.tokenizer regression vs gemma4 embedding-resize behavior." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer regression in transformers v5, with the second report explicitly framing it as a gap in the earlier fix." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI breakages, but they stem from different stale references and different model/config families." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Same API surface, but different edge cases: tool-call assistant messages vs an empty list input." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Completely different bugs: gemma4 embedding resize vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor defects affecting different models and code paths." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Unrelated: Qwen3OmniMoe video-input ValueError vs serve-side KV-cache tensor indexing." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different class of bugs: XLNet device placement vs a bare-except exception-handling problem." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-related, but one is assistant-mask generation and the other is video vision-position IDs." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated behavior change in pipeline output shape vs a BART generate() UnboundLocalError." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Import-time failure on Python 3.14 is unrelated to the TensorFlow/tensorboard backend mismatch." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different problems: tokenizer.json selection vs list_repo_files revision forwarding in CI." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading issues, but they concern different models and likely different failure causes." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/prefill, but one is missing cache in chunked_prefill and the other is a device-tensor arithmetic bug in static cache." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading failures: missing fields with trust_remote_code vs missing model_type in config.json." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness is not the same underlying issue as unsafe sys.modules access." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the selected anchor issue is supported by the packet (open, user-facing, inbound refs), and the only accepted soft edge\u2014the two DeepSeek tokenizer issues\u2014looks like the same regression/fix gap. The rejections are conservative and do not overclaim shared code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 39, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46932" + ], + "soft_pairs": [ + "issue:45632|issue:46234", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:42796|issue:44521", + "issue:46082|issue:46121", + "issue:32090|issue:35141", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:43531|issue:45600", + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:43650|issue:44220", + "issue:43673|issue:46424", + "issue:43582|issue:46932", + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:45083|issue:46506", + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:44683|issue:45446", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:42907|issue:43441", + "issue:43673|issue:44336", + "issue:43479|issue:45375" + ], + "prepared_review_unit_hash": "87b1635ed6b48d7a946b4b5794c051fe67e4f3ac81d12e77a9ce4337580f64c4", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36403, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly topical lookalikes, not true duplicates: they span unrelated model-loading, config, tokenizer, cache, and CI issues. I would not merge any of the proposed soft edges.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44521 is the strongest issue anchor overall: it has the most inbound references, active discussion, and a clearly scoped, reproducible multimodal template bug, making it the best representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best issue candidate globally because it is well-documented, actively referenced, and more central than the many one-off regression reports in the list.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Different failures: local trust_remote_code cache-path collision vs missing import utility symbol." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both are loading/config regressions, but they affect different models and code paths." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Generic dependency/install complaint versus a specific backend inclusion issue; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different problems." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation is unrelated to rope-parameter list handling." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to token-embedding resizing behavior." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different modules." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and symptoms: lm_head tying vs save_pretrained checkpoint correctness." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Separate missing-import regressions with no shared concrete code-path." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window logic and removed auto_mappings configs are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer registration access error vs CPU/CUDA numerical divergence; different issues." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title versus fbank feature extraction bug; no substantive match." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache, but one is a missing generation cache in chunked prefill and the other is a cache-length policy bug." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to decoder.embed_tokens not updating on resize." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility issue is unrelated to loading a specific model repo." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3 Omni feature-length helper bug is not the same as device-specific output divergence." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction failure are different artifacts." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model-type resolution failure is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessorFast label reduction bug is unrelated to stale documentation for return_all_scores." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compiled backend failure and the other is a version-check/import bug." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch and unrecognized-model error are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different Ministral bugs: dequantized save failure vs FlashAttention failure." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache handling bug and ANSI logging behavior are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config-field bugs in different 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": 25, + "review_unit_index": 40, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:44496|issue:45759", + "issue:43976|issue:44279", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:44279|issue:46515", + "issue:44521|issue:46693", + "issue:45335|issue:45584", + "issue:44327|issue:46752", + "issue:46123|issue:46369", + "issue:43299|issue:45216", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:42796|issue:43650", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:43653|issue:45593" + ], + "prepared_review_unit_hash": "60a30f202bf39311432d3f429de2da12e984bbd74c844a4697c1744daf2f1c3f", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35621, + "estimated_input_tokens": 8906, + "estimated_eval_tokens": 18068 + }, + "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. The soft pairs share broad themes like imports, tokenizers, multimodal processors, or regressions, but none look like the same concrete bug/change strongly enough to merge.", + "confidence": 0.83, + "canonical_issue_reason": "No clear duplicate cluster emerges. If forced to pick one umbrella issue, issue:45278 is the broadest and most representative of the only plausible subgroup here (import/export regressions), but it is still not a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45278 is the best single representative only because it is the broadest, most general problem statement in the set. It is not a strong duplicate anchor, just the least-specific umbrella issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both involve composite/multimodal model loading, but they describe different failure modes and code paths: missing model_type vs not unwrapping text_config." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Too generic and unrelated; one is a Python version/runtime incompatibility, the other is a vague dependency issue." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken TypeError are unrelated bugs." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they fail in different places for different reasons and different models." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus test failure and a cache config semantics bug are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols/modules and do not look like one concrete bug." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency complaint vs specific torch version incompatibility; not the same issue." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal chat-template masks and FA2 long-context performance regression are different code paths." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize propagation and empty-transcription generation failure are unrelated." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA span decoding top-k crash and empty-list chat template crash are different failures." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Batch-finalization bug in MaskGenerationPipeline vs memory overflow in sam3-litetext are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen3.5-related regressions, but one is loading with composite configs and the other is incorrect save_pretrained serialization." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation and Qwen3.5 kernel registration are unrelated bugs." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A vague dependency problem is not the same as a specific unmet MIN_PEFT_VERSION bump." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression and DeepSeek tokenization regression are different concrete problems." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Documentation/example errors in different subsystems do not indicate the same bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD arguments and a Qwen3.5 fine-tuning warning are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are different issues." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an empty 'ADD THE DATA' issue are clearly unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Both touch model initialization/config, but one is head_dim validation and the other is stale config.dtype after from_config; not the same bug." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-regression report, but 44351 is one specific missing symbol; too broad to treat as the same concrete issue." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support/version compatibility and an unreleased PEFT minimum version are different dependency problems." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor lookup and remote_code breakage are different failure classes." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer output regression for DeepSeek vs Granite token ID regression are separate model-specific tokenizer bugs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is save_pretrained visual-key serialization; not one code-path." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both concern resize_token_embeddings, but they affect different model families and different internal modules." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "A Qwen3.5 loading regression and a GLM-4.7-Flash unit-test loading issue are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss 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": 25, + "review_unit_index": 41, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46209", + "issue:46851" + ], + "soft_pairs": [ + "issue:44242|issue:45200", + "issue:41950|issue:45823", + "issue:43650|issue:46209", + "issue:43479|issue:43525", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:44361|issue:45593", + "issue:43441|issue:45834", + "issue:45081|issue:45907", + "issue:33290|issue:45656", + "issue:45103|issue:45372", + "issue:42994|issue:43317", + "issue:44336|issue:46851", + "issue:45859|issue:46851", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:44623|issue:45397", + "issue:43673|issue:43761", + "issue:43901|issue:44246", + "issue:43723|issue:44162", + "issue:43525|issue:43881", + "issue:43824|issue:43976" + ], + "prepared_review_unit_hash": "a33b8439374942ff16727a9797edb2a81071f27a7b6bf41a302ac57e2f7c3bc6", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35642, + "estimated_input_tokens": 8911, + "estimated_eval_tokens": 18078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated closed issues. The soft pairs share broad subsystems or surface keywords, but they do not look like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue: the items split across unrelated bugs and regressions (tokenizers, quantization, device maps, docs, build/runtime), so there is no true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the strongest single representative by discussion/inbound references, but only as a cluster exemplar; it does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss vs Gemma 4 text-only mm_token_type_ids defaulting; different code paths and fixes." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup bug vs Gemma4 PLE device mismatch; same area, different defect." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder/data issue vs FP8 inference failure on B200; unrelated problems." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Multimodal default config initialization vs missing pad_token_id attribute; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer file selection vs Mistral regex patch crash; different tokenizer-loading failures." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights TypeError; clearly unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "flex_attention/torch compatibility issue vs missing TensorFlow backend import; different subsystems." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError vs D-FINE auxiliary-loss behavior; no shared underlying bug." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention regression for Ministral-3 vs Kosmos2.5 OCR index error; unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs list_repo_files revision forwarding; different code paths." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both touch DeepSpeed, but one is Adafactor OOM and the other is double optimizer.step; not the same fix." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotations crash vs Gemma 4 processor import dependency; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized model load/offload failure; distinct bugs." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI codes in loading report vs Qwen3.5 variable-length position_ids; unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding vs variable-length position_ids bug; different symptoms and fixes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor files on save vs pipeline slowdown after upgrade; not a duplicate." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "RMS norm epsilon precision issue vs torch.split return values bug; same broad area only." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Stale auto_mappings config references vs leftover dummy classes; different maintenance issues." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow in torch extra vs Python 3.9/3.10 compatibility regression; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression vs Deepseek tokenizer regression; different models and fixes." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs SigLIP2 incorrect outputs; documentation vs model behavior." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files vs Gemma-4 zero3 from_pretrained; not the same failure." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "GenerationMixin cache missing in chunked_prefill vs CLIPVision hidden_states regression; different components." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "TextClassificationPipeline docs issue vs import-time slowness; no common bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading problem vs ESM2 broken workflow; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs glm-4v-9b loading failure; different root causes." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import error for Qwen2.5-VL class vs Python version incompatibility; 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": 1, + "component_count": 25, + "review_unit_index": 42, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:41628", + "issue:42491", + "issue:42796", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43784", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:42796|issue:43441", + "issue:44016|issue:45823", + "issue:45542|issue:45800", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:46291|issue:46399", + "issue:45325|issue:46851", + "issue:44336|issue:44373", + "issue:46655|issue:46726", + "issue:44246|issue:44496", + "issue:41628|issue:43976", + "issue:45083|issue:46851", + "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:45072|issue:46829", + "issue:43540|issue:46752", + "issue:42491|issue:43299", + "issue:46614|issue:46665", + "issue:43531|issue:45362", + "issue:45588|issue:46851", + "issue:44246|issue:44871", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:45003|issue:46821", + "issue:44336|issue:44485" + ], + "prepared_review_unit_hash": "72d06bc794afbc69f460a6ca89e3b696a79906ac99881c05524b5ac22830f0de", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36741, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy: most items are unrelated Transformers bug reports that only share broad model-family or API similarity. I found no soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected. The most central issue in the set is the Qwen3.5 position_ids report, but it is still not a duplicate of the nearby Qwen/MoE items.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46851 is the most central Qwen-related bug in the cluster, with the strongest overlap to several near-matches around position_ids / variable-length handling.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46851 is the clearest representative of the cluster\u2019s dominant Qwen position_ids theme, even though the soft edges are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but one is tokenizer BPE-marker handling and the other is a FlashAttention crash; different code paths." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device-mapping forward mismatch; unrelated bugs." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Missing TensorFlow backend vs torch/transformers version incompatibility; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs ANSI color output in loading_report; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Specific Llama4Config attribute absence vs generic trust_remote_code config field loss; different failures." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure vs Qwen3.5 chat crash; no shared codepath." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "kernels package import/version requirement vs missing decorator during kernel registration; both kernel-related but different bugs." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Qwen2.5-VL still-image RoPE scaling bug vs Qwen3.5 variable-length position_ids bug; distinct model behaviors." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape handling vs a docstring typo; not duplicates." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation bug vs missing vision backend/image-processor error; different layers." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Load-balancing loss omission vs unrecognized model/config loading failure; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor export vs Python version compatibility problem; separate issues." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper bug vs Qwen3.5 position_ids crash; not the same defect." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError vs undefined tf backend from tensorboard-only install; different import paths." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch vs Gemma4 zero3 from_pretrained failure; unrelated." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration/decorator crash vs variable-length position_ids handling; both Qwen3.5-adjacent but not the same bug." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race vs stale generate warning; no common codepath." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotations crash vs Qwen3.5 kernel registration error; unrelated subsystems." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessor label reduction bug vs unsafe sys.modules access; different components." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch vs hidden_states/output field mix-up; unrelated model behaviors." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs empty-chat-template IndexError; different input handling bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE regressions, but one is LoRA reuse across versions and the other is Qwen3VL MoE loading; too distinct to merge." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state vs from_pretrained-in-Python-class inconsistency; not the same issue." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "sliding_window behavior in Qwen3-MoE vs a chat crash in Qwen3.5; different codepaths." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "flash_attention sink-less crash vs variable-length position_ids bug; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "MoE auxiliary-loss omission vs Gemma3 eos_token_id inconsistency; no shared root cause." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Router loss omission and D-FINE auxiliary-loss omission are structurally similar, but they affect different models/mechanisms and would not merge cleanly." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error vs Gemma4 zero3 loading issue; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access bug vs TimesFM window_size AttributeError; different codepaths." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "loading_report ANSI codes vs GLM-5 RoPE implementation; no duplicate signal." + } + ] + }, + "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": 25, + "review_unit_index": 43, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46897" + ], + "soft_pairs": [ + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44451|issue:46752", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:43901|issue:45003", + "issue:36246|issue:44351", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:45003|issue:45561", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:45859|issue:46399", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:43475|issue:46369", + "issue:43295|issue:45292", + "issue:45292|issue:45584", + "issue:44466|issue:45335", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44623|issue:46726", + "issue:43526|issue:46897" + ], + "prepared_review_unit_hash": "118356f1a39bb37467f1caf17dc20a411154f7e813397743651018456af1bb6b", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35601, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a noisy mix of unrelated import/config/pipeline regressions with a few recurring multimodal/video and Qwen-family themes. I would anchor it on the broad v5.3.0 video-input regression report for Qwen models.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44479 is the broadest representative: it describes a v5.3.0 video-input regression spanning multiple Qwen video model families, which matches the dominant multimodal/video theme in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best summarizes the shared underlying pattern across the cluster without being overly narrow to one model or one symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Different failures: offline cache/tokenizer loading vs AttentionInterface.register behavior change." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated bugs in different models/subsystems: SDPA+torch.compile vs CPU/CUDA output differences." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Different model-loading error vs empty-list chat-template crash." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for a pipeline option vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Separate missing-import issues for different exported names." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen weight conversion and the other is a ZeRO3 deque/index error." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline bug vs a feature-extraction helper issue; different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model auto-loading/config resolution vs unrelated sys.modules access bug." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Different video-processing failures in different models; not enough evidence of one shared defect." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Modeling import safety bug vs xdist testing-utils race condition." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs import-time slowness; unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Related Qwen multimodal area, but different config/loader bugs and different symptoms." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage vs Gemma multimodal token-type defaulting; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video regressions, but they target different model families and specific failure modes." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but CPU offload compatibility and kernel-registration crashes are distinct bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access error vs a performance regression after upgrade; unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 runtime error vs broken auto-mapping references; different problems." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Same SAM family, but missing encoder output attribute vs memory overflow are different issues." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer API regression vs embedding resize not propagating." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug vs Whisper empty-transcription generation crash." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Different resize/serialization bugs in different model families." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both touch config strictness, but one blocks loading while the other silently drops a field; not the same concrete bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing transformer export vs DeepSpeed/BertModel index error." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE router/load-balancing loss bug vs AMP float16 crash in an image loss; different code paths." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Saving processor artifacts missing files vs loading AutoProcessor without a vision backend." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "Different vision-label handling and training-loss bugs; no clear shared underlying 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": 25, + "review_unit_index": 44, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46506", + "issue:46710", + "issue:46832", + "issue:46851", + "issue:46894" + ], + "soft_pairs": [ + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:44479|issue:46170", + "issue:44060|issue:44077", + "issue:43526|issue:46894", + "issue:44368|issue:44977", + "issue:45412|issue:46123", + "issue:43653|issue:44162", + "issue:43352|issue:45250", + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:46170|issue:46832", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43723|issue:46710", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:44995|issue:45588", + "issue:44188|issue:46421", + "issue:45685|issue:46431" + ], + "prepared_review_unit_hash": "5fbf4d1346e20f7315a1b1232b7eb2476709e013faa380ab25e53726f0fc01bf", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "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": "The set is mostly a grab-bag of unrelated closed issues; none of the soft pairs look like true duplicates of the same bug/change. I would triage these independently rather than merge them into one cluster.", + "confidence": 0.94, + "canonical_issue_reason": "If a single anchor is needed, issue 45229 is the strongest standalone report here: it is specific, high-traffic, and has the most discussion around a concrete Gemma4 multi-GPU failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45229 is the best representative issue in this set because it is detailed, impactful, and clearly scoped to one reproducible problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Both involve tokenizer/loading failures, but one is a model-specific Transformers>=5.1 regression and the other is a protobuf-guard masking tokenizer errors; different root causes." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe loading/regression vs CPU/CUDA output differences in PPDocLayoutV3; unrelated bugs and code paths." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow reporting after failed training are unrelated subsystems." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class logic and Qwen3.5 variable-length position_ids are different model families and failures." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression in Qwen VL models is unrelated to a Windows ROCm/torch.distributed import issue." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are separate configuration/model-definition issues." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to CohereASR training-loss shifting." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a tied-embeddings warning during Qwen3.5 LoRA fine-tuning; the other is a flash-attention generation failure." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory-release behavior and MaskGenerationPipeline batch-finalization are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Issue 45250 is a generic Flash Attention 2.0 topic; 43352 is a specific unsupported-model error for NemotronHForCausalLM." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are completely different failure modes." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config rejection for granite_speech is unrelated to the Windows ROCm import/dependency error." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM 3 video encoder output attribute error and Qwen3OmniMoe video input ValueError are different model-specific problems." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Import/dependency issues on Windows are unrelated to RTDetrModel.forward feature-level mismatch." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "A Gemma-4 ZeRO-3 from_pretrained bug and a double optimizer-step issue under deepspeed are not the same code path." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker config mismatch are different SAM 3 issues." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrading Transformers are not the same concrete defect." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A Qwen3.5 tied-embeddings warning and a stale num_return_sequences warning in paged generate() are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache and Gemma4 mm_token_type_ids defaults are different bugs." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL-30B-A3B-Instruct shape mismatch and Qwen3.5 tied-embeddings warning are separate issues." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated API/validation problems." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip failure on \u2581 are different failure modes." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not enough to equate it with the Gemma \u2581 roundtrip failure; no clear shared root cause here." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions API request rejection is unrelated to Gemma token roundtrip behavior." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache in GlmMoeDsa and flash_attention.py crashing on s_aux=None are different code paths." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to chunked-prefill recompilation from lazy cache init." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram on Int and missing chat template errors 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": 25, + "review_unit_index": 45, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43986", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877" + ], + "soft_pairs": [ + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43441|issue:46752", + "issue:43475|issue:43643", + "issue:42994|issue:43482", + "issue:45375|issue:45478", + "issue:43475|issue:46821", + "issue:28282|issue:30990", + "issue:44964|issue:45137", + "issue:44188|issue:46851", + "issue:43232|issue:43673", + "issue:39692|issue:46726", + "issue:46463|issue:46877", + "issue:45310|issue:45375", + "issue:41628|issue:44933", + "issue:44869|issue:45356", + "issue:43986|issue:46726", + "issue:44373|issue:46851", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42994|issue:43525" + ], + "prepared_review_unit_hash": "79ca52077188c6c093a75a386fdb77c960f054e28ca6fbff8bbf27f887ee2ea4", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35587, + "estimated_input_tokens": 8897, + "estimated_eval_tokens": 18050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues, with one small Qwen3.5-MoE cluster around the same from_pretrained/config-field failure. The rest look like distinct bugs in different models, features, or error paths.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45375 is the most actionable/root-cause report: it names the missing deepstack_visual_indexes field that plausibly explains the paired Qwen3.5-MoE from_pretrained failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 best represents the duplicate cluster because it pinpoints the concrete config omission rather than only the downstream from_pretrained symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Different bugs: auto_docstring/future-annotations crash vs prefill cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and a data-filtering slowdown are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM 3 pixel-decoder dummy conv vs mask pipeline final-partial-batch dropping results are different code paths." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs processor.save_pretrained missing files." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 wrong outputs vs AutoProcessor missing-vision-backend error are not the same concrete bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression from filtering data vs optimizer.step being called twice are different failures." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch vs filtering performance regression are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "trust_remote_code missing-fields issue vs ESM2 breakage are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained file emission vs deepspeed optimizer-step duplication are different bugs." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config mismatch vs AttentionInterface.register behavior change." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention regression in Ministral-3 vs empty-list chat template crash." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing Sam3VisionEncoderOutput attribute vs AutoConfig trust_remote_code missing fields are different issues." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs GGUF loading failure are different code paths." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5-MoE config/from_pretrained failure; the missing field report likely explains the generic error." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Different AttributeError sources on different models (Sam3 vs TimesFM)." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch import error vs sentence-transformers loading hang are not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure vs DeepSpeed ZeRO3 deque pop error." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Qwen3.5 variable-length position_ids bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs after sync_gpus vs missing GenerationMixin cache in chunked_prefill." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation example errors vs runtime missing-vision-backend processor error." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation message vs auto_docstring stdout diagnostics." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5-MoE from_pretrained/config path; the specific missing field report matches the generic failure." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor import error vs a separate missing import from image_utils." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash vs Kimi tokenizer codec regression." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor and missing vision deps, but one is a video-model torchvision crash and the other is an image-processor backend error; not enough to call the same bug." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring for position_ids vs a runtime variable-length input bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized-model saving failure vs Llama4Config pad_token_id attribute error." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5-MoE from_pretrained error title and model family; clear duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the soft-edge calls are mostly conservative. The only plausible duplicate cluster is the Qwen3.5-MoE/from_pretrained group, and the rest are reasonably treated as distinct bugs based on their titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 46, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43504", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44792", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46877" + ], + "soft_pairs": [ + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:43784|issue:46399", + "issue:45406|issue:46202", + "issue:44857|issue:46877", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:45593|issue:46877", + "issue:45081|issue:45103", + "issue:36010|issue:41628", + "issue:46202|issue:46701", + "issue:43278|issue:45137", + "issue:44038|issue:45310", + "issue:42994|issue:43824", + "issue:42673|issue:43704", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:44496|issue:45561", + "issue:42175|issue:44933", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712" + ], + "prepared_review_unit_hash": "4adb20ad59a79c618b2bffa45aa012ac1ab5b65d77552c91fe40992e2d8261c3", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35638, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are broad-topic matches rather than true duplicates. The only clear duplicate is the Qwen3ForCausalLM VRAM leak report, which appears twice with the same title and underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier report of the same Qwen3ForCausalLM multi-dataloader-thread VRAM leak that is repeated in issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative issue: it is specific, duplicated later by an almost identical report, and clearly captures the underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizers, but one is an AutoTokenizer import/loading regression and the other is mistral_common continue_final_message behavior; different bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings and InternVL2 meta-initialization compatibility are unrelated failure modes." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output corruption are different code paths and symptoms." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to a Qwen3.5 kernel-registration crash." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both are Gemma-related, but one is a processor missing _tokenizer and the other is a tokenizer roundtrip failure on a specific token; not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash is unrelated to auto_docstring import-time logging." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output errors and a Qwen3_5 image-specific infinite loop are different underlying problems." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing HybridCache import are separate API/export issues." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss logic is unrelated to docstring lint output at import time." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring future-annotations crash are unrelated subsystems." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing-import regressions affecting different symbols and modules." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both touch Gemma pipelines, but one is a tokenizer roundtrip issue and the other is an image-text-to-text output/pipeline issue." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during eval and DeepSpeed ZeRO3 deque pop error are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen Moe models, but one is Qwen3-VL-Moe and the other is Qwen3.5 Moe; different model families and likely different bugs." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same concrete bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure and Qwen3.5 from_pretrained error are distinct model-loading/saving problems." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy regression with FineGrainedFP8 and FP8 save_pretrained/moe failure are different symptoms." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and a Janus image-generation test failure are not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field pretrained model loading failure is unrelated to a pytest-xdist file race." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-worker file race and auto_mappings stale config references are unrelated CI failures." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading and a captured_info.txt race are different issues." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend package and nonexistent image_utils import are unrelated packaging/API problems." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Dependency version bump issue is unrelated to docstring diagnostics printing." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and DeepSpeed/Adafactor OOM are unrelated training issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and missing image_utils import are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading stall in Sentence Transformers and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer behavior change around clean_up_tokenization_spaces is not the same as BOS/EOS not being added for mdeberta-v3-base." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend dependency packaging and leftover dummy classes are separate maintenance issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair is an exact title match with the same concrete bug, and the rejected pairs are framed cautiously as distinct issues rather than overclaiming duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 47, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44568", + "issue:44623", + "issue:44625", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:46077|issue:46123", + "issue:42673|issue:46693", + "issue:42898|issue:45812", + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:44625|issue:46877", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:42898|issue:43295", + "issue:30333|issue:34689", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:30333|issue:36331", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:44060|issue:45125" + ], + "prepared_review_unit_hash": "f117e3cb187736f37938c3ae59d5a61597a868ee9cd44f6b10a6078770c7358a", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36343, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and does not contain any clear duplicate issue pairs; most soft matches are only superficially similar by subsystem or release version. The closest anchor is the tokenizer/v5 regression report, but it is still not a true umbrella for the rest.", + "confidence": 0.74, + "canonical_issue_reason": "issue:42898 is the broadest, most version-wide regression report in the set and is the closest anchor to several tokenizer-related issues, even though the overall cluster is too mixed to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best representative issue because it captures a general v5 tokenizer behavior regression rather than a single model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and code paths: config initialization for Phi4 multimodal vs an output-field mixup in VideoPrism classification." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different operations and symptoms: processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained load failure." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Both are Gemma4-related, but one is attention-mask construction and the other is a pipeline final-batch bookkeeping bug." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both concern performance, but one is a VRAM leak in threaded dataloader use and the other is a long-context FA2 generation slowdown/regression." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is incorrect Granite token IDs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Unrelated bugs in different components: Phi4 config defaults vs Whisper timestamp decoding crash." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenization, but one is AutoTokenizer loading in v5 and the other is add_special_tokens behavior for a specific tokenizer." + }, + { + "left": "issue:44625", + "right": "issue:46877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and auto_docstring import-time logging are unrelated changes." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they are for different models/examples with different failure modes." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a spaces-cleanup behavior change and the other is incorrect Deepseek tokenization output." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different areas entirely: multimodal config defaults vs ModelOutput key assignment logic." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures affecting different packages/models, not the same underlying defect." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLMRoberta Flash Attention and MLFlow reporting are unrelated subsystems." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage and Gemma 4 multimodal token-type defaults are separate model-specific issues." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Server KV-cache continuation crash and auto_docstring annotation handling are unrelated code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both are multimodal/model-loading issues, but one is a missing image-processor method and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Related only at a high level: both are v5 regressions around tokenizer/processor behavior, but they affect different APIs and failure modes." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow failure reporting and Llama 3.2 Vision model loading are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the specific defects differ: cleanup-space behavior vs codec handling/warning logic." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "A position_ids buffer read error and a double optimizer step under deepspeed are distinct runtime bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed training-job reporting vs custom trainer loss-signature incompatibility are separate training issues." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Two example-script failures, but one is empty multi-label classification output and the other is local dataset loading." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy classes are unrelated repository-maintenance issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch for AutoModel." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Different serialization bugs: FP8 MOE save_pretrained vs tokenizer_class mismatch in tokenizer config." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD args being ignored is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3-related, but one is a tied-weights warning bug and the other is a missing tensor-parallel plan." + } + ] + }, + "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": 25, + "review_unit_index": 48, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46710", + "issue:46762", + "issue:46909", + "issue:46932" + ], + "soft_pairs": [ + "issue:44933|issue:45712", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:45071|issue:46082", + "issue:46614|issue:46932", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:44190|issue:46082", + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:43475|issue:46305", + "issue:30990|issue:38175", + "issue:46209|issue:46431", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:44263|issue:44373", + "issue:42907|issue:46050", + "issue:46369|issue:46909", + "issue:45092|issue:45357", + "issue:42831|issue:45310" + ], + "prepared_review_unit_hash": "237a59f90c0642203e3d18ebb8eef6a876686be4988017d6336b720744e34c3e", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + 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None of the suggested soft edges look like the same underlying bug or change, so there is no clear canonical duplicate anchor.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items span unrelated tokenizer, import, save/load, FP8, generation, and model-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduping; the cluster is heterogeneous and the soft links are false positives.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both concern imports/visibility, but one is a missing image_utils import and the other is dummy class leakage; different bugs." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface.register behavior change are unrelated code paths." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": 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"issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are different problems." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 quantized embedders dtype casting are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save/load bug and max_shard_size question are not the same change." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization regression across versions and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading issue and LlamaConfig 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"accept": false, + "reason": "FP8 B200 inference failure and missing chat template error are distinct issues." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Streaming mask off-by-one and video padding calculation error are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access error and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexers, but one is about torch.split outputs and the other about a missing ReLU; not the same defect." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer torch.split behavior and wrong position_ids docstring are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized Ministrals/Devstrals save failure and sinq quantized model save/load failure are different bugs." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3-litetext memory overflow and a broken documentation example for DIA are not duplicates." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Old InternVL2 meta-init incompatibility and Qwen3.5 visual encoder key regression are different model-specific issues." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 MoE from_pretrained error 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": 25, + "review_unit_index": 49, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43540", + "issue:43644", + "issue:43646", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44373", + "issue:44483", + "issue:44488", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46909" + ], + "soft_pairs": [ + "issue:45381|issue:46305", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:22355|issue:27957", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:27957|issue:30990", + "issue:44188|issue:44373", + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:42371|issue:44263" + ], + "prepared_review_unit_hash": "4d95eecf6c6a2b30a1c91655e9ed867b3164f9885789972340a8695c2746aaac", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35550, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 + }, + "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; several pairs are superficially similar around tokenization, imports, or loading, but they do not describe the same concrete bug or fix path.", + "confidence": 0.34, + "canonical_issue_reason": "issue:42886 is the clearest standalone bug report here: it has a specific version/context and a reproducible offline cache loading failure, making it the strongest representative issue in an otherwise heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42886 is the best issue candidate because it is concrete, user-facing, and narrowly scoped enough to triage reliably, even though the surrounding cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different products and code paths: Qwen2.5-VL video position IDs vs MoonshineStreaming mask indexing." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "One is a vague dependency complaint; the other is a performance bug in padding. Not the same failure." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor attribute crash are unrelated behaviors." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "ONNX import failure vs Flash Attention 2 support for XLMRoberta; different bugs." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Both are model-related, but they affect different architectures and different initialization paths." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs streaming window off-by-one; unrelated code paths." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Training degradation with FA3 and NaNs after checkout/init are not the same underlying defect." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are different model/features with no concrete shared fix." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and different model families." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Model-type mismatch warning and missing text encoder weights are distinct SAM3 issues." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX module import failure is unrelated to tokenizer-added-space behavior." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and an infinite-loop image bug are different failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offset mapping and the other is special-token insertion; not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache load failure is different from wrong tokenizer decoder type in v5." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache loading and quantized model saving are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention support for XLMRoberta and Sentence Transformers loading hang are not the same issue." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence and a docstring issue have nothing to do with each other." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing hub symbol vs broad import breakage after upgrade; too different to merge." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 model-type warning and SAM3-litetext memory overflow are separate problems." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling and D-FINE denoising losses are unrelated subsystems." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both mention tokenization regressions, but one is BPE marker handling and the other is version-to-version tokenization drift." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Video vision-position IDs and a broken documentation example are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to a docs example issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different defects." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in Sentence Transformers and a Mac bus error on a CLIP model are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure and incorrect output under pipeline parallelism are different code paths." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models and loading Phi-4 multimodal are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility issue and pipeline-parallel output corruption are different classes of bugs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset mapping regression and inability to load a specific model are not the same underlying issue." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration guidance and a torch.split return-value issue 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": 25, + "review_unit_index": 50, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:43756|issue:44060", + "issue:44295|issue:44297", + "issue:43576|issue:43784", + "issue:41628|issue:45278", + "issue:46172|issue:46762", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:44360|issue:44485", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:44038|issue:44295", + "issue:39401|issue:46614", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:43278|issue:44945", + "issue:36296|issue:43116", + "issue:42757|issue:44351", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753" + ], + "prepared_review_unit_hash": "471b9103dd9ca30da771b01fd312c89e660f0e58a466945de39b4fd2be291522", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36710, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most pairs are only superficially similar by subsystem or wording, not the same underlying bug. I would reject all soft edges; the closest umbrella issue is the broad import-regression report, but it is not a true duplicate root for the rest.", + "confidence": 0.86, + "canonical_issue_reason": "If forced to pick one umbrella, issue:45278 is the broadest import-regression report, but the set is too mixed to have a clean canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general report in the set and could absorb some import-related follow-ups, but it still does not match the rest of the bugs closely enough to serve as a real duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different models and different failure modes: RoPE layer selection vs a tied-weights warning." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is a position_ids buffer/read error, the other is a tokenizer_class metadata mismatch on save." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env subcommand is unrelated to a NameError while importing sentence-transformers." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing AutoImageProcessor symbol and the other is a broad post-upgrade import regression." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different model internals and different problem types: dtype/transpose code vs numerical mismatch in attention." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to GLM-5 GenerationConfig validation." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "A missing nn import in sentence-transformers is not the same bug as stale auto-mapping references to removed Sam3LiteText configs." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling is a different code path from AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping for a tokenizer is unrelated to zeroed assistant_masks in multimodal chat templating." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Missing num_labels propagation in Qwen3.5 is not the same as flash_attention_3 causing degenerate training." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs forwarding and assistant-message tool-call crashes are different failures in different paths." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3 Video-related, but one is a model-type warning and the other is a missing attribute crash." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression across versions is unrelated to multimodal assistant_mask generation." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A DSA indexer discussion is not the same as GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizers, but one is a slow/fast tokenizer inconsistency and the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Model save failure for dequantized Ministral/Devstral is unrelated to gguf_file loading breakage." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe runtime bug and tokenizer save metadata mismatch are different classes of issue." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx is an import/package issue, not a tokenizer parity bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 and version 5.4.0, but one is save_pretrained checkpoint corruption and the other is a from_pretrained error; too different to merge confidently." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug is unrelated to reading a position_ids buffer after registration." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Offset mapping for Qwen3 tokenization is unrelated to stale phonemizer language state in Wav2Vec2PhonemeCTCTokenizer." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different Qwen3.5/VL-Moe regression versus FP8 save_pretrained behavior." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Two separate missing exports from transformers: Qwen2.5-VL class vs HybridCache." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "A multi-label classification example bug is unrelated to Gemma 4 mm_token_type_ids handling." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "General tokenizer-version inconsistency is not the same as Deepseek-specific wrong output in v5." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training and a classification example returning empty results are different bugs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but from different missing symbols in different dependencies; not the same root cause." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure for transformers.onnx is unrelated to LayoutLMv3 error messaging clarity." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging and Python 3.14 load failures are different release-compatibility issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 numerical discrepancy and Qwen3_5 infinite-loop behavior are unrelated model-specific bugs." + } + ] + }, + "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": 25, + "review_unit_index": 51, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44263", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:42673|issue:45072", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:43116|issue:43493", + "issue:45357|issue:45478", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:46726|issue:46981", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:43992|issue:44704", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:44263|issue:46762", + "issue:28348|issue:46640", + "issue:45092|issue:46762" + ], + "prepared_review_unit_hash": "87aad18ee3a1b0f3e17e7398e6bd7907b623ad7575087305b9838ce8db230685", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35831, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No convincing duplicates here: the pairs mostly share broad Transformers/v5 or model-family vocabulary, but each points to a different concrete bug or regression. No PRs are present in the cluster.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45278 is the broadest, most representative v5-regression report in the set; it captures the general import-breakage theme better than the narrower model- or API-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best umbrella issue for this cluster because it reflects a high-level, high-impact Transformers 5 breakage and is the closest thing to a cluster representative, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad list conversion overhead." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "A docs parameter-name mismatch is unrelated to auto_docstring printing lint diagnostics at import time." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior in v5 and stale phonemizer backend state are different subsystems and bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import is not the same underlying issue as broad post-upgrade import errors." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and GLM-5 RoPE behavior are unrelated defects." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and likely different code paths." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading failure is unrelated to NaNs in classification heads on init/checkout." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in multithreaded Qwen3ForCausalLM and dtype mismatches in bf16 inference are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version incompatibility and an incorrect PyTorch version check in flex_attention are not the same issue." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3 MoE models, but they describe different failures in different versions/code paths." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Empty multi-label classification output in an example script is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Incorrect saved visual encoder keys and a from_pretrained error are distinct Qwen3.5 regressions." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Running compiled Python files and a documentation parameter typo are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is not the same bug as NaNs in classification heads." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch helper method are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor output-size mismatch for OmDet-Turbo is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe feature-length computation and a flex_attention import version check are unrelated." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing-vision-backend handling and repeated 429 retries in AutoProcessor are different from_pretrained behaviors." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD arguments and trainer.evaluate failing after train are different training pipeline bugs." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Wrong CLIP attentions assignment and VideoPrism hidden_states wiring are similar output-shape issues but not the same code path." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification output failure is unrelated to a pipeline error-message regression." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "A tokenizer decoder-type regression and a DeepSeek accuracy regression are not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to AutoProcessor forwarding kwargs to cached_file." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state and empty apply_chat_template input handling are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache on second forward and Swin2SR over-padding are different model bugs." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Minimax MSA attention numerical drift." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Flash Attention 2 support request for GPT2LMHeadModel is not the same concrete issue as a generic Flash Attention 2 bug." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Minimax attention numerical differences are unrelated regressions." + } + ] + }, + "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": 25, + "review_unit_index": 52, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43824", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46655", + "issue:46752", + "issue:46981" + ], + "soft_pairs": [ + "issue:42673|issue:42796", + "issue:42222|issue:43441", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:44410|issue:45310", + "issue:45071|issue:46512", + "issue:43450|issue:43986", + "issue:45632|issue:46981", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:45362|issue:46328", + "issue:42222|issue:46178" + ], + "prepared_review_unit_hash": "fca065a3b83a858e6a532984ecb052916639e2c8288418ca8fd8d5bbff5d33b5", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36966, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of Transformers issues that only share broad surface themes like tokenization, v5 regressions, imports, or model-specific failures. None of the soft pairs look like the same underlying bug/change, so there are no duplicate-worthy merges here.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43122 is the broadest and most generic regression report in the set (tokenization changed from 4.57.3 to 5.0), so it is the best loose representative for the tokenizer-regression subset.", + "canonical_pr_reason": null, + "best_issue_reason": "43122 is the most umbrella-like issue title for triage, but the cluster is too diverse for a strong canonical beyond that.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multi-dataloader use vs tokenizer BPE-marker handling; different model path and failure mode." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage vs Ministral FlashAttention failure; unrelated models and code paths." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still mentioning pipeline() vs a flex_attention version-check/import bug; not the same bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping error; both tokenizer-related but not the same issue." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training optimizer-state mismatch vs generation cache missing during chunked_prefill; different subsystem and symptom." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale warning in paged generate(); distinct generation bugs." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Missing export import error vs repeated 429 retry behavior; different failure class entirely." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Cache-missing generation regression vs SequenceFeatureExtractor.pad performance issue; unrelated code paths." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in threaded loading vs incorrect video padding calculation; different bug and model family." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model loading breakage vs empty-list chat template IndexError; unrelated bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg vs PretrainedConfig type-checking breakage; both v5 regressions but not same code-path problem." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Released-version bump issue vs flex_attention PyTorch version check; no shared underlying bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None-handling vs flash_attention s_aux=None crash; both null-related but different components." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored under backends vs Gemma4 bidirectional mask logic; different model/backend behavior." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "State serialization/tied-weights inconsistency vs NaNs after checkout+init; unrelated symptoms." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Qwen3 offset_mapping regression vs Deepseek tokenizer regression; same broad area, but different model-specific bugs." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig invalid vs Qwen3.5 flash-attention generation failure; different concrete failures." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next vs Qwen3.5 MoE from_pretrained error; distinct model-loading problems." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type checking vs stale config.dtype after from_config; related area but not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs missing torchvision crash through AutoProcessor; different bug class." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Local cache-path collision vs repeated HTTP 429 retries; unrelated behaviors." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Generic testing_utils bug report vs xdist race on captured_info.txt; same file area but not enough evidence of one bug." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utility issue vs SequenceFeatureExtractor.pad performance bug; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 degenerate training vs Qwen3.5 save_pretrained regression; different failures and fixes." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Mapping-name None handling vs Mistral regex patch crash; different tokenizer-loading bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution issue vs testing_utils bug; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker warning vs MobileLLM key error loading; unrelated model-loading problems." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression across v4/v5 vs noisy logging message; not the same underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Two separate import-name failures for different symbols; no shared root cause shown." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash vs SequenceFeatureExtractor.pad performance issue; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose breakage vs backend mapping validation error for tensorflow_text; different subsystems." + } + ] + }, + "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": 25, + "review_unit_index": 53, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46209", + "issue:46231", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:43208|issue:46894", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:44483|issue:45464", + "issue:43673|issue:45341", + "issue:42222|issue:45542", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:43931|issue:44038", + "issue:44360|issue:46172", + "issue:27957|issue:43352", + "issue:43012|issue:43577" + ], + "prepared_review_unit_hash": "33a8365bdb33087b0acc792a2c450b4aae31c8950a803f82da867f33ffef16b0", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35211, + "estimated_input_tokens": 8803, + "estimated_eval_tokens": 17862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous set of mostly unrelated Transformers bug reports; several mention v5 regressions or import/tokenizer issues, but none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest cluster anchor because it describes multiple import errors after upgrading to 5.5.0, but it is still only a loose umbrella rather than a true duplicate representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Different problems: strict config loading vs a docs/parameter-name mismatch in set_training()." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping bug and FP8/B200 inference failure are unrelated code paths." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5 MoE from_pretrained loading errors." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings API warning and MLA layernorm epsilon precision issue are different bugs." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure is not the same as an unrecognized-model/config.json error." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different model internals and symptoms: MLA layernorm epsilon vs Minimax MSA numerical deviation." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API guidance and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5-Moe from_pretrained loading errors are different model-specific bugs." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing image_utils import and the other is a broad upgrade regression; not the same defect." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimization, but SGD args being ignored is not the same as the optimizer step being called twice under deepspeed." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenization/version changes, but wrong decoder type and altered tokenization are different concrete bugs." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and GLM-5 RoPE implementation are separate code paths." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Missing tie_embeddings_and_encoder_decoder deprecation indication and unexpected position-id keys are different migration issues." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is request acceptance and the other is streaming inference failure; not one fixable bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill and a testing_utils bug are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and TensorBoard-without-TensorFlow backend errors are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Optional post_init for patchtsmixer and repeated 429 retries in AutoProcessor are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading failures." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type checking and undefined tf backend handling are different issues." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches and missing rms_norm_eps are separate multimodal/model-internal bugs." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Both are loading-related, but save_pretrained shard sizing is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return-value handling and deepseek-v4 transpose behavior are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer and deepseek-v4 comb transpose are different bugs." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Different models and different Flash Attention 2 support gaps; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "PyTorch precision warning during compile and Blip2 dtype propagation are different dtype-related symptoms, not one underlying fix." + } + ] + }, + "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": 25, + "review_unit_index": 54, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:44038|issue:44410", + "issue:43097|issue:46050", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:46172|issue:46710", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:38617|issue:44351", + "issue:43012|issue:46821", + "issue:44117|issue:46701" + ], + "prepared_review_unit_hash": "a37dfa948ff02fbf3a5cbaea32be2915645a64fcd48931dd1c148fc57a852153", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36037, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs are mostly lexical matches, not true duplicates. I rejected all candidate edges. If a single issue must serve as the best representative, 43873 is the most central by discussion and inbound references, but it does not unify the rest of the set.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical duplicate target: the issues cover many unrelated bugs, so a single issue does not represent the cluster well.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest activity and external references, making it the best standalone anchor, but it is not a duplicate hub for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention attention, but they are different bugs in different models and code paths." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is about a removed API in v5; the other is a gguf loading failure. Same ecosystem, different defects." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video processor dependency crash vs a testing_utils bug; unrelated failure modes." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access in modeling_utils is unrelated to the testing_utils issue." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Offline cache loading and repeated 429 retries are both network-related, but they are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific implementation issues: MLA layer norm precision vs RoPE behavior." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: infinite loop on one image vs memory overflow on sam3-litetext." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None and a physical-intelligence loading failure have different roots." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior is unrelated to the testing_utils bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is an image processor missing a method and the other is a torch.split indexing issue." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek model bugs with different concrete code paths." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed tie_embeddings API and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Chunked prefill cache handling and final partial-batch masking are different pipeline bugs." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "One is a missing projection in a model layer; the other is a config field being dropped." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are loading/import errors, but they involve different missing dependencies and different loaders." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Same broad Qwen family, but different models and distinct implementation faults." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal and quantized save/load corruption are not the same underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols from different modules." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Training optimizer-state corruption under FSDP2/PEFT is unrelated to model_init not applying Liger Kernel." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different models and defects: xLSTM training blockers vs Florence2 training-loss shifting." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model dependency failure and save_pretrained shard-size behavior are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor bugs, but one is padding math and the other is num_frames semantics." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and empty-list chat template IndexError are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different DeepSeek-related issues with different symptoms and code paths." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in a model test is unrelated to a noisy logging message." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication and TOKENIZER_MAPPING_NAMES None are different bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal and quantization offloading behavior are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing exports and different contexts." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "bfloat16 compile warnings and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping assumptions and a DiffusionGemma pipeline failure do not share 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": 1, + "component_count": 25, + "review_unit_index": 55, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44077", + "issue:44162", + 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"summary": "The set is heterogeneous: most pairs share only broad Transformers/package-loading vocabulary, not the same bug. No soft edge looks strong enough to merge. If a single issue must anchor the cluster, issue 43502 is the cleanest user-facing regression report among them.", + "confidence": 0.28, + "canonical_issue_reason": "Issue 43502 is the most concrete, broadly understandable runtime regression report in the set and a reasonable anchor, even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the best representative because it describes a clear, reproducible loading behavior bug with direct user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different failures: local_files_only network behavior vs a missing model weight in UMT5Encoder.from_pretrained." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "One is a train/evaluate lifecycle bug; the other is an import-time dependency conflict for Trainer." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different code paths: AutoProcessor kwargs forwarding vs docstring processing crash under future annotations." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Unrelated symptoms: GPT2 attention scaling under SDPA/FlashAttention vs cache lazy initialization with chunked prefill." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Different root causes: Python 3.14 import/load failure vs an unsupported backend name in BACKENDS_MAPPING." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Video-model AutoProcessor import/runtime issue vs a notebook syntax error; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Minstral/Devstral models is not the same as saving Pipeline objects." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving a dequantized model and an infinite loop on a specific image are different failures." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Error-message wording for pipeline translation support is unrelated to Pipeline save_pretrained support." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bf16 precision warning is unrelated to a Bamba torch.compile/SDPA crash." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Repo hygiene/dummy class cleanup is not the same as a noisy logging message." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba SDPA compile failures are different model-specific problems." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Precision-warning behavior is unrelated to the tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load is not the same as max_shard_size behavior in save_pretrained." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support gating for Nemotron is unrelated to a Python version compatibility regression." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron Flash Attention unsupported vs GPT2 attention scaling ignored under backend changes are different bugs." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete problem." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek dtype/transpose bug affect different code paths." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config attribute warning/behavior is unrelated to a noisy logging message." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to importing Trainer while datasets is installed." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend-specific attention scaling and AttentionInterface.register behavior changes are different issues." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init policy and Trainer import conflict are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE, but one is FP8 save_pretrained and the other is a Qwen3.5 MoE from_pretrained error; different directions and likely different fixes." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon caching allocator TypeError." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend config regression is unrelated to zero-loss sequence classification behavior." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow not being included in a torch install extra is a packaging issue, not a Trainer import conflict with datasets." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols from different libraries and code paths." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path trailing-slash warning and bf16 precision warning are different loading/runtime warnings." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions API rejection and Qwen2.5 VL processor batching crash are different request-processing bugs." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels truncation are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is not the same as GPT2 attention scaling under backend changes." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing layer_type_validation import and local_files_only network requests are unrelated regressions." + } + ] + }, + "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": 25, + "review_unit_index": 56, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46829", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:43618|issue:43761", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:44038|issue:44230", + "issue:36010|issue:42757", + "issue:43299|issue:43867", + "issue:45276|issue:46077", + "issue:44625|issue:46365", + "issue:44483|issue:45290", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:44625|issue:46077", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:43208|issue:46829", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855" + ], + "prepared_review_unit_hash": "7bb098eb0a474b36ed97d7c9a11f847191bb7e24fa97dd2454a37ef627a1efd5", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36903, + "estimated_input_tokens": 9226, + "estimated_eval_tokens": 18708 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers v5 regressions, model-loading/config bugs, and a few unrelated feature/behavior reports. The soft pairs are mostly same subsystem but not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring v5 upgrade/import regression theme, though it is not a true duplicate of the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best cluster anchor because it captures the widest cross-cutting failure pattern here: post-upgrade import/load breakage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions assignment while the other returns hidden_states=None; different code paths and symptoms." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is a Smollm3 layer-count bug and the other is a GLM-5 RoPE implementation discussion; not the same defect." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure vs pipeline save_pretrained failure; both involve saving, but they are distinct serialization problems." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a Qwen3-VL-Moe loading bug in v5, the other is fp8 inference support for Qwen3-VL/Qwen3.5 MoE; feature/support issue, not same bug." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different packages: GenerationMixin in transformers vs is_offline_mode in huggingface_hub." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but one is specific to Qwen3VL-Moe in v5 and the other is a generic state_dict ordering issue." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 bugs: embedding resize propagation vs bidirectional attention still using causal masks." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated problems: Qwen3.5 label propagation vs Trainer import failing due to datasets interaction." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat/completions request rejection is not the same as apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix regression vs pipeline save_pretrained serialization; different failure modes." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash-Attn2 unsupported on NemotronHForCausalLM is unrelated to GLM-5 GenerationConfig validation errors." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute bugs on different model families: Gemma3 vocab_size vs SAM 3 Video fpn_position_embeddings." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-Python import errors are unrelated to auto_docstring printing doc-lint diagnostics at import time." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both touch save_pretrained, but one is pipeline serialization and the other is quantized sinq round-trip breakage." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Qwen3.5 num_labels propagation issue vs Gemma4 attention-mask bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to patchtsmixer post_init policy." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they concern different versions and different breakages." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic state_dict sorting load issue vs Qwen3.5 checkpoint save correctness regression; not the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are unrelated config/runtime issues." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions assignment regression is unrelated to Qwen3.5 checkpoint save_pretrained correctness." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training blockers and VideoPrism output-field corruption are different model-specific bugs." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but for different models and different attributes, so not a duplicate." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different Gemma3 vs Qwen3.5 config propagation bugs; same broad area, not same underlying defect." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate decoder_attention_mask UnboundLocalError is unrelated to the tensor-parallel training bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to a typo in cache strategies." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer update no_grad behavior is unrelated to broad import failures after upgrading to 5.5.0." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD argument handling and Trainer import failure are unrelated issues." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both involve from_pretrained on Qwen3.5/UMT5, but they describe different missing-weight/loading failures." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to variable-length position_ids behavior in Qwen3.5." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate mask bug is unrelated to the tokenizer-loading regression." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are separate regressions." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors are unrelated to the DebertaV2Model/@torch.jit.script parsing issue on Python 3.13." + } + ] + }, + "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": 25, + "review_unit_index": 57, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:44387|issue:44556", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:45125|issue:45375" + ], + "prepared_review_unit_hash": "69869f32b12ab450f0de62f3639a0df6021b4fb19047cd8bdd40e99a31ccc6d6", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36431, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly thematically similar Transformers regressions, but not duplicate-level matches. The soft pairs share broad vocabulary like v5 regressions, loading, tokenizer/model issues, or CI failures, yet each points to a different concrete code path or subsystem.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and most representative of the recurring \u201cv5 breaks models/regressions\u201d theme, though it is still too vague to be a precise duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best global issue representative because it captures the widest recurring regression theme across the cluster; the rest are more specific bug reports that should not be collapsed into it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different failures: model loading/sorting state_dict vs Gemma pipeline roundtrip behavior on a token marker." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to FSDP2+PEFT optimizer state/param mismatch in training." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Load/state_dict ordering bug and a Qwen3.5 vision config field omission are different code paths." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Seed-related flaky integration tests are not the same as xdist workers racing on captured_info.txt." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A cache update no_grad concern is not the same as a broad v5 breakage complaint." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug differs from an OOM when loading a specific large Qwen model with tp." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star performance regression is unrelated to intermittent slow import behavior." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions regression is unrelated to patchtsmixer post_init policy/validation." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No-grad decoration on cache/layer updates is unrelated to Python version compatibility." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Model load failure differs from Qwen3.5 save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Missing embed_tokens.weight during UMT5Encoder load is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch import error for AutoModel is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions assignment and CLIPTextModel structural inconsistency are different regressions." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer activation omission is unrelated to DeepSeekV3 implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness is unrelated to loading Phi-4 multimodal with the latest transformers." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Set_seed flakiness is not the same bug as GraniteSpeech stale device override CI failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Seed-related test instability is unrelated to auto_mappings references to removed configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage is unrelated to AddedToken keyword duplication." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup behavior changes in v5 are unrelated to SmolVLM video num_frames semantics." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV cache continuation indexing crash is unrelated to cache loading with trust_remote_code." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer.from_pretrained issue and checkpoint reload-after-upgrade issue are different failures." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior in MoE is unrelated to missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Importing a missing Qwen2_5_VL class is not the same as cache FileNotFoundError on trust_remote_code load." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only bug is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing get_number_of_image_patches in GLM46VImageProcessorFast is a different bug from cache FileNotFoundError." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no-grad decoration is unrelated to a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 quantization reserved-memory OOM is not the same as checkpoint reload incompatibility after upgrade." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken transformers env CLI is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing _tp_plan for tensor parallelism is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow not reporting failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors are unrelated to the slowdown/regression described in the Chinese upgrade report." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor parallel planning support and missing deepstack_visual_indexes are separate Qwen3.5 MoE/vision config 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": 25, + "review_unit_index": 58, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:46664|issue:46726", + "issue:43827|issue:44961", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:42757|issue:43576", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43352|issue:44961", + "issue:43576|issue:44938", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:44485|issue:46664", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:44360|issue:46664" + ], + "prepared_review_unit_hash": "594ca52b002cdbafe9b04b3b353e9cb31049e049b2d806e33949b0356172b9d6", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37289, + "estimated_input_tokens": 9323, + "estimated_eval_tokens": 18902 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: most items are only superficially similar around loading, importing, generation, or v5 regressions, but they describe different bugs or documentation issues. I found no strong duplicate pair suitable for merging; all soft edges should be rejected.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43576 is the broadest and most cluster-central item, with multiple soft-overlap links to other loading/import/runtime regression reports; it best represents the noisy cluster even though it does not duplicate the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the most representative issue here because it is the clearest high-level v5 runtime/environment regression and appears in several similarity links, unlike the more specific or unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols (`PreTrainedModel` vs `HybridCache`) and likely different code paths; not the same underlying bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "One is a loading hang in Sentence Transformers; the other is a documentation confusion issue. Not a duplicate." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "`local_files_only=True` network leakage and FP8 `save_pretrained` are unrelated behaviors." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A network-access bug during local loading and an unrelated nonsense-titled issue are not the same bug." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "These concern different video/image processor behaviors; no shared code-path bug is evident." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation still referencing `pipeline()` is unrelated to the other issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache `update()` decoration and generation sync behavior are different implementation areas and bugs." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs and tensor-parallel training issues are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Generation-time `decoder_attention_mask` error and a docs clarification issue are not duplicates." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention model loading regressions, but for different model/version combinations and likely different failures." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is Llama 3.2 vision model loading; too broad to merge." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and `PretrainedConfig` type-checking breakage are different issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken `transformers env` command and a `PretrainedConfig` typing regression do not share the same concrete bug." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "`is_offline_mode` import failure in `huggingface_hub` and the `transformers env` command breakage are different packages/code paths." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application with `model_init` and a DSA/ReLU discussion are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "A documentation ambiguity and an import regression for `layer_type_validation` are not the same underlying bug." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Both are import/runtime regressions in v5, but they affect different symbols and code paths (`env` command vs Qwen2.5-VL class import)." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap: the first item is not a concrete bug report, while the second is a Gemma audio positional encoding issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "A GLM-5 RoPE implementation issue is unrelated to the other item." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Importing `HybridCache` and a cache FileNotFoundError for `trust_remote_code` models are different failure modes." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and docs about `return_all_scores` are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support for Nemotron and the other item are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "A broken CLI/environment command and Python 3.14 load failure are different regressions." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 video encoder attribute error and cache loading `FileNotFoundError` are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both involve RoFormer, but one is about `**kwargs` propagation and the other about attention-interface usage; not clearly the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about saving pretrained models and the other about inference support." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger kernel/model_init behavior and FP8 inference on B200 are different code paths and failures." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Importing `AutoImageProcessor` and `PreTrainedModel` are separate export/import issues." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM frame semantics are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked prefill and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A Qwen3.5 chat crash and a broad complaint that v5 breaks many models are not a single concrete code-path defect." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction and a TensorBoard/TensorFlow backend error are different optional-dependency behaviors." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files from `processor.save_pretrained()` is a concrete bug; the other item lacks enough detail and is not demonstrably the same." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior and unsafe `sys.modules` access are not the same underlying issue." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "A DSA/ReLU discussion and a video processor `num_frames` inconsistency 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": 25, + "review_unit_index": 59, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46894" + ], + "soft_pairs": [ + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:41669|issue:43673", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44230|issue:46095", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44492|issue:46328", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45468|issue:46894", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43576|issue:46218", + "issue:43519|issue:44908" + ], + "prepared_review_unit_hash": "447bc24aebb5cd2868cab8d5b10a276a631bd29484f356fb15bbe9e54a5f5b4f", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39667, + "estimated_input_tokens": 9917, + "estimated_eval_tokens": 20090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items form a loose v5-regression/import/lazy-loading/model-specific bug theme, but none of the soft pairs are the same concrete underlying bug or change. All soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45850 is the broadest umbrella regression report in the set and the closest thing to a cluster anchor, but it is too vague to serve as a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best overall representative of the recurring 'v5 breaks things' theme, though it does not subsume the model-specific or import-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different model families and failure modes: Qwen3-VL fp8 inference support vs Qwen3.5-MoE tensor-parallel metadata." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "One is a Qwen3-VL bounding-box output bug; the other is a PretrainedConfig type-checking regression." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Both mention loading/import behavior, but one is about import-star/lazy-loading cost and the other is a chunked-prefill cache regression." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same general model family, but one is 2D box hallucination/error and the other is an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Upgrade-related breakage, but one is the env CLI and the other is checkpoint reload incompatibility after v5.2/v5.3." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific Llama4 config attribute error is not the same bug as a broad 'v5 breaks many models' complaint." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad-token field regression is distinct from the generic v5 breakage report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are version-upgrade regressions, but one is checkpoint reload compatibility and the other is meta-init incompatibility for remote-code checkpoints." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy docs is not the same underlying bug as broad v5 model breakage." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad upgrade complaints, but one is import errors after an update and the other is a generic model-breakage report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time slowdown from lazy loading is different from a missing Qwen3_5ForCausalLM import/module error." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type warning for sam3_tracker is unrelated to Liger Kernel application in model_init." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5-MoE is unrelated to a weight-conversion-script question for deepseekv4." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both concern import/lazy loading broadly, but one is intermittent import slowness and the other is lazy loading not working correctly." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A missing set_seed in a test is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "A broken env command and a scheduler kwargs bug are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention 2.0 support and Qwen3-VL bbox errors are unrelated model-specific issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python 3.9/3.10 compatibility and Qwen3-VL bounding-box hallucinations are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type-checking failures." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer access bug is not the same as a generic bug report placeholder." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo is unrelated to numpy-list conversion overhead in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to an unspecified generic bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs passing to cached_file is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star/lazy-loading performance issues are different from an import error for HybridCache." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time slowdown and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python-version compatibility and broad v5 model breakage are not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility is unrelated to the Qwen3_5ForCausalLM import failure." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Same broad model area, but the reports describe different Qwen3.5/Qwen3-VL failure modes and are not mergeable as one bug." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "A patchtsmixer post_init policy issue is unrelated to an AttributeError in _get_tied_weight_keys." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation wording for forward args is unrelated to a tokenizer loading regression." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI and lazy loading malfunction are different symptoms and code paths." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application in model_init and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp math and SmolVLM video padding calculation are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are different model-specific bugs." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight-key AttributeError affect different subsystems." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is not the same as a specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "The env CLI regression is not the same as the Qwen3_5ForCausalLM import failure." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in a processor and scheduler kwargs handling 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": 25, + "review_unit_index": 60, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:43704|issue:44485", + "issue:46018|issue:46172", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43519|issue:43704", + "issue:43298|issue:46095", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "cb8930eb74c5cdc5cad854c58b523c22fb9519aa5cc3ebed6cde2561036f8948", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1852, + "serialized_chars": 960429, + "estimated_input_tokens": 240108, + "estimated_eval_tokens": 480472 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40603, + "estimated_input_tokens": 10151, + "estimated_eval_tokens": 20558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous, with only loose lexical overlap around loading/import/version-regression topics. I do not see any true duplicate pair here, so all soft edges are rejected. If one issue must stand in as a weak representative, issue 31515 is the least noisy and most concrete loading-related report, but confidence is low.", + "confidence": 0.22, + "canonical_issue_reason": "No strong canonical duplicate emerges from this mixed set; issue 31515 is the cleanest concrete, non-spam issue and is closest to the cluster\u2019s recurring loading/from_pretrained theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 31515 is the most reasonable global representative because it is specific, technically grounded, and closer to the small loading-related slice of the cluster than the broader regression or meta issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance regression and VRAM leak in a model worker are unrelated bugs." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward inputs is not the same as a Llama model-loading failure." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3 VRAM leak and GLM-5 RoPE implementation are different code paths and bug types." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek shared-expert gating and a tensor transpose issue are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE logic and Gemma-4 audio positional encoding are not the same defect." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API usage guidance is unrelated to a dataloader-thread VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests and Qwen3VL timestamp math are distinct bugs." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad regression complaint and a specific Qwen3_5 import failure are not the same issue." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and missing save_pretrained outputs are different processor bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split indexing behavior and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma audio positional encoding do not share the same root cause." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp logic and Qwen3 VRAM leakage are different failures." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are unrelated change requests." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/modules and different underlying fixes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support for Nemotron and a Qwen3_5 import failure are different problems." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but the reported symptoms and fixes are not the same concrete bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2 Flash Attention 2.0 support and a generic FA2 request are too broad to treat as the same change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the spam/irrelevant issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and the unrelated spam issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIP attentions assignment bug and the unrelated spam issue are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Spam/irrelevant content is not a duplicate of a broad regression report." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 loading failure and the unrelated spam issue are not the same bug." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash and chat-template tool-call crash affect different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and a missing imported helper are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx config support is not the same as tied-weight-key handling." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4 pad_token_id absence and tied-weight-key crash are different defects." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request and missing processor save files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different model families and code paths." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate mask bug and slow from_pretrained loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed jobs and checkpoint load latency are different issues." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Loading performance and tensor-parallel training behavior do not share the same bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint load slowdown and documentation confusion are not duplicates." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a Qwen3.5 MoE from_pretrained error are distinct reports." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 support are different feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "init_weights behavior in Mamba models and RoFormer attention-interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek shared-expert gating are different bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint issue and a tokenizer regex warning are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Unused ignore_value logic and missing kwargs in loss calculation are different defects." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention-interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings do not match." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value logic and RoFormer attention-interface usage are different code paths." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignore_value handling and a typo in quantization operation naming are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A config type hint fix is not the same as a typo fix." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and a norm_eps type-hint correction are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4TextL2Norm behavior and a ModernBERT type-hint issue are different problems." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Ignore_value handling and norm_eps type hints 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": 2, + "component_count": 25, + "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-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "d55fa97b9985dbf1d2da91d6cd0f25ee277ee58b68e04587dba347b2e7b64294", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: one requests truncation-from-start behavior in tokenization, one asks for ReduceLROnPlateau-like scheduler functionality, and one asks for Wav2Vec2 word boundary time offsets. They target different APIs and problems.", + "confidence": 0.98, + "canonical_issue_reason": "issue 10519 is the clearest standalone feature request in the set, but it is not the same underlying problem as the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 10519 is the most concrete and self-contained issue, so it is the best representative only in a very loose sense.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different subsystems and requests: truncation direction in tokenization vs. Wav2Vec2 word timing offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated feature requests: truncation behavior vs. learning-rate scheduler plateaus." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared code-path or bug: scheduler functionality vs. Wav2Vec2 word boundary timing." + } + ] + }, + "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": 25, + "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-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "1c2aee842e2b6d95222ce9697e526cb60f56621a540c4a84739b36171e93fa95", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "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 do not appear to describe the same underlying bug. One is about Tapas tokenization parity with TensorFlow, one is about an error message when unauthenticated users download private models, and one is about failing to load bert-base-uncased. The soft similarities are too broad to merge them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "No clear duplicate cluster emerges; if one must be picked as the representative issue, #16618 is the most broadly framed user-facing failure report, but it does not match the other two closely enough to serve as a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the strongest standalone issue in this set because it reports a concrete model-loading failure, but it should still be treated as separate from the other two rather than a duplicate canonical for them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: Tapas tokenization mismatch vs. a bert-base-uncased load failure. The overlap is only generic model/tokenization wording." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about the error message when downloading private models without login, while #16618 is a model load failure for a public model name. Same broad area, but 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": 4, + "component_count": 25, + "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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "6618b8ec4d45057062b4ec5a4d7cc84251e9f317b47efe4bf9f71e2acdeb0caa", + "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 feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share a similar wording pattern but not the same underlying change or code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a true duplicate canonical for the other; if one must be referenced, issue #26350 is slightly more central only because it has more discussion activity, but it is not a better duplicate match.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests (Flash Attention 2 vs GGUF) with no shared target files or underlying bug/change, so they 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": "issue", + "component_index": 5, + "component_count": 25, + "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-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "8d0abfd278eea2c7dfd7eaa3c7b14ae667298a5408068d0ca9fce4848d66c74b", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15976, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15976, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are separate i18n translation-tracking issues for different languages, so they are not duplicates. The only clear duplicate pair is the two identical Thai-titled issues 46222 and 46226.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 46222 is the earliest member of the only exact duplicate pair; 46226 looks like the same issue copied verbatim.", + "canonical_pr_reason": null, + "best_issue_reason": "46222 is the best representative because it has the strongest duplicate evidence and is the natural survivor of the exact duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-request issues; similarity comes from the shared translation template, not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-request issues; only the template/title pattern overlaps." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different language-request issues; no evidence they target the same translation task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Distinct language requests (Turkish vs Romanian), so not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Distinct language requests (Turkish vs Spanish), so not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Template similarity only; these appear to be separate localization issues." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Template similarity only; no indication of the same language/request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Distinct language requests (Spanish vs Romanian), so not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Template similarity only; separate issue instances." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs generic templated issue; not enough to treat as the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request vs generic templated issue; likely separate requests." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request vs generic templated issue; not a clear duplicate." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and no shared concrete request beyond being translation-related." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no shared concrete request beyond being translation-related." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Matching placeholder-style title, but that only shows the same template, not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Matching placeholder-style title, but bodies/contexts are not shown and may be different requests." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Only broad i18n similarity; no evidence they are the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Only broad i18n similarity; not enough to merge as duplicates." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different title and no clear overlap beyond translation-related noise." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same placeholder template, but no concrete evidence the underlying language request is identical." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Only generic translation-template similarity; likely separate requests." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Only generic translation-template similarity; likely separate requests." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "No concrete match; these appear to be unrelated translation request issues." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Only generic translation-template similarity; not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Only generic translation-template similarity; not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "No concrete match; likely separate issues." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same Thai title and identical issue footprint; this looks like a verbatim duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different title and no evidence of the same underlying request." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different title and no evidence of the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:46222 and issue:46226, is well supported by identical titles, identical body length, and jaccard 1.0. The remaining rejections are appropriately cautious given that the evidence shown is mostly shared i18n/template similarity without concrete proof of the same underlying request." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 25, + "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-36718-19", + "nodes": [ + "issue:36718", + "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", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36718|issue:41115", + "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:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "f74dcc6efb645b9861ab965e6c7d6613fe5dda1666b0e374ff98941b1de30f80", + "component_budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24667, + "estimated_input_tokens": 6167, + "estimated_eval_tokens": 12590 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24667, + "estimated_input_tokens": 6167, + "estimated_eval_tokens": 12590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose lexical cluster of feature-request issues about adding or adjusting many different models across vision, text, audio, and architecture variants. The similarities are mostly generic wording (\u201cAdd support\u201d, \u201cmodel request\u201d), not shared concrete code-path changes, so none of the soft edges should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43671 is the best anchor for the cluster: it is open, discussed, and sits in the densest soft-similarity region with the closest neighbor (43837), but it is still only one specific Qwen3 TTS request.", + "canonical_pr_reason": null, + "best_issue_reason": "43671 is the most suitable representative issue: it is active and centrally connected to the closest speech-model requests, even though the surrounding items are still unrelated enough that they should not be deduplicated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different model domains (keypoint matcher vs MiniCPM3 architecture); only generic request wording overlaps." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config and DEIMv2 are unrelated model requests with no shared concrete change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "BERT config request vs Qwen3 TTS support; different model families and tasks." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert vs RF-DETR are separate model additions with no same code path." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Both are model requests, but RF-DETR and DEIMv2 are different vision models and changes." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection and LFM2.5 audio are different modalities and implementations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Detection model request vs sparse-transformer architecture request; not the same fix." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated models; similarity is only at the request level." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model families and tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT request and weight-sparse transformer request do not target the same change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 audio are different model additions." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model requests; broad subsystem overlap is not enough." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are distinct model-specific requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR support are different concrete changes." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse-transformer proposal are unrelated requests." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model additions, not one duplicate issue." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture vs Voxtral TTS support is different functionality." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are different model families/tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "Both mention BERT-like models, but one is a specific model request and the other is a broad RoPE capability request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated changes." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "No meaningful technical overlap; one is a model feature request, the other is not a real request." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related only by model family; they are different modalities and likely separate implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different speech-model requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse-transformer proposal do not share the same code path." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR support and LFM2.5 audio are both audio-related, but they are different models and tasks." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests with no shared concrete implementation." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and weight-sparse transformer are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 audio and SAM3-LiteText are different modalities and model families." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support and Granite SWA+sink option are unrelated changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer proposal and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are both speech-related, but they are different models/tasks and would not merge cleanly." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and OCR2 support are different model additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language encoders, but they are distinct model requests and likely separate code paths." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and the closed off-topic issue have no technical overlap." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the off-topic closed issue 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": 7, + "component_count": 25, + "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-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "cc4d675da631eb9b0b6ddb781774a814644f862b1066d58c99ea7ffff9f75ccd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one is a closed docs request for adding `pruna` as an optimization framework, while the other is an open technical issue about a Vision RoPE refactor. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46443 is the better representative because it is the substantive open technical item; issue 38740 is a separate closed documentation request with no overlap in subject matter.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the best issue for the cluster because it is the only concrete engineering problem here and is more likely to anchor any related work. Issue 38740 is unrelated docs content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and artifact types: a docs/framework addition request versus a Vision RoPE refactor. No shared code path or underlying 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": 25, + "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-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "30e0f400e898597ffb96e8571c50b042831c8d6d616dd6fc82ac89a7fbe79137", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "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: one asks for block decoding support, while the other requests DeepSeek v3.2 model support. There is no duplicate relationship here.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical duplicate; if forced, #43037 is the more specific feature request, but it is unrelated to #41084.", + "canonical_pr_reason": null, + "best_issue_reason": "#43037 is the more concrete and actionable issue title, but it does not overlap with #41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding vs DeepSeek v3.2 support. They do not 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": 9, + "component_count": 25, + "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-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "d591cf1b28fdd1dc35acd3e6a971e1792bad33a7c778fc1d4c569a3271f48374", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both about tiled-model efficiency, but they request different features in different code paths: one is a from_pretrained() flag for TiledFusedLogitsLoss/FLCE, the other is integrating TiledMLP for lower memory use. They are related in theme, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 41306 is the more concrete and narrowly scoped request, centered on a specific from_pretrained() API flag for TiledFusedLogitsLoss/FLCE.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the better canonical triage target because it has a clearer implementation surface and is less broad than the general TiledMLP memory-footprint request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes: one targets FLCE/TiledFusedLogitsLoss configuration in from_pretrained(), the other asks for a TiledMLP integration to reduce memory footprint. Same general theme, not the same bug or feature." + } + ] + }, + "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": 25, + "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-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "73ca1f92acca2653b4c8613aa176899934ba6800569b9ffb299c46dd4483db36", + "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": "Two closed issues about Trainer customization, but they target different problems: one is about `remove_unused_column(s)` behavior, the other about FLOPS estimation for custom trainers. They are related only at a high level, not the same bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43598 is the more concrete and actionable Trainer customization request, centered on a specific behavior (`remove_unused_column`) rather than a broader estimation concern.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the best representative of the cluster because it has the clearest, narrowly scoped code-path and is most directly about improving Trainer customizability.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers, but one concerns unused-column removal while the other concerns FLOPS estimation; these are different code paths and not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 25, + "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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "5c4543f60e41f91351037c1b98ea590e976711a6fd33df3e0781bb9b85b4126c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items concern adding Hugging Face AutoModel support for Qwen variants, but they target different model families and different auto classes/tasks, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43684 is the broader, more general model-registration request (AutoModel and AutoModelForConditionalGeneration) and is the better canonical representative of the cluster theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the best issue to keep as the cluster anchor because it describes the underlying registration gap at a higher level, while #44405 is a narrower task-specific request for Qwen3.5 classification support.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying change requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Same family, but 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": "issue", + "component_index": 12, + "component_count": 25, + "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-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": "92149b2101eedca7726ac43fa357f147fb6184cb2f62bcb1c281a66e961d34bb", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "43835 looks unrelated. The three \"huggingface\" issues form the likely duplicate family, with 43845 as the best representative because it is the earliest of those repeated-title reports. The soft-edge duplicates should be justified only by the repeated title and lack of distinguishing evidence in the packet.", + "confidence": 0.65, + "canonical_issue_reason": "43845 is a good canonical issue because it is the earliest of the repeated \"huggingface\" reports, and the packet gives no evidence that it differs from the other same-title entries.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest issue representative: it matches the repeated title pattern and is the earliest of the likely duplicate issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface') and no shared files, targets, or body evidence linking them to the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no additional metadata in the packet suggesting the same report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles with no shared files, targets, or other concrete evidence of the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title ('huggingface') and no packet evidence distinguishing them as separate underlying issues." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title ('huggingface') and no separate issue-target/file evidence in the packet to distinguish this report from the others." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title ('huggingface') with no concrete evidence in the packet that they describe different underlying issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly grounded, but the soft-edge reasoning is not fully conservative. In particular, the 43845\u201343859 pair is described as having \"close timing,\" which is not supported by the packet (they are nearly 13 hours apart). The 43846\u201343859 rationale also overstates similarity by calling the metadata \"near-identical\" when the packet only clearly supports shared title and soft similarity. Please keep the duplicate claims weaker and tied strictly to the available evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 25, + "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-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": "b1ae91b6c483fe18db74b965eb17591af4fca0175af5ed69f90397d8a13ad817", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated low-information spam and one generic documentation suggestion. The repeated \"\" issues are superficially similar, but they do not describe a concrete shared bug or change, so I would not merge any of the soft pairs.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44371 is the earliest and most representative of the repeated \"\" spam-like reports, so it is the best anchor if a single issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the clearest cluster representative because it matches the repeated spam pattern and is the earliest of that subset; the other issues are either different spam text or a different documentation request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Same placeholder title, but no concrete bug/change is described; this looks like separate spam submissions rather than one duplicate issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic \"\" reports with no shared technical problem to unify." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a documentation enhancement suggestion; they are not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam title versus a specific \"Google LLC\" message; no evidence of the same bug or request." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement request and placeholder spam are unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement request and placeholder spam are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are labeled \"\", but there is no concrete shared issue beyond the placeholder title." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Two different spam-like submissions with different titles and no shared underlying problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Two different spam-like submissions with different titles and no shared underlying problem." + } + ] + }, + "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": 25, + "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-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "f3b109f6b5251402894628a421cbf345d0c14dca2272f1e096b2cf32e9ceb3ba", + "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": "Two closed issues share the exact same title and a moderate soft-similarity signal. #45145 is the stronger canonical candidate because it is earlier and has an inbound reference, while #45151 does not show distinct scope.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #45145 is earlier and has the only inbound reference, so it is the better canonical representative for this likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best single issue to keep because it has the stronger linkage signal and there is no evidence that #45151 adds separate scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "The issues have identical titles and a moderate textual-similarity signal, with no distinct scope visible in the packet." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that these two closed issues share an identical title and have a moderate soft-similarity signal, with #45145 having the stronger linkage/canonical status. However, the summary overstates the evidence by calling them \"near-identical\" and asserting highly similar bodies/duplicate status too strongly based only on the soft-similarity signal (jaccard ~0.63) and no body-level content." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 25, + "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": 16, + "component_count": 25, + "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-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "662bc8dfb94ee482a5ac57b69d68b153b0ada9c1bba226ecd5e5f0e2db8b6695", + "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 closed issues are not duplicates; they are unrelated personal-name/date entries with no body, links, or shared targets/files. This looks more like separate low-signal/spam reports than the same underlying bug.", + "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 subject names and dates, no body or shared technical context; not the same underlying issue." + } + ] + }, + "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": 25, + "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-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "620fc3b314df01a5c45117a5e2b13e3001203c98e788acf17b2fcf3e27ee96f2", + "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": "The two closed issues have similarly structured titles but no substantive evidence of being duplicates; they appear to be unrelated name/date entries with no body, links, or shared targets.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial title similarity; no body, targets, references, or other evidence they describe the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 25, + "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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "d8506f74311e96f5477eb51b3f7ca7f88b8ef0ea06d069041f4cbed9e0b84a85", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated feature requests: one asks for Qwen3_5 token-classification support, the other for FP8 training support. They should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items describe different features and different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative issue, 45810 is the more concrete and narrowly scoped request, but it is not a duplicate target for 46295.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature requests with no clear shared underlying bug or change; token classification model support is unrelated to FP8 training support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 25, + "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-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": "fafdcb9c7360d5033da64f8fb65c47e7a9d55b7b44a371ad5d335caf1f056cf0", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This packet splits into two separate exact-duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated. There is no single canonical issue for the full packet.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the whole packet; it contains two distinct duplicate pairs plus one unrelated issue.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, 45870 is the cleanest representative of the 45870/45871 duplicate pair, but it should not be treated as the canonical for the entire packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a dataset advertisement is not the same underlying issue as a DataForge example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: dataset promotion vs. DataForge example content." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and apparent content; these are exact duplicate issues." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related finance wording, but one is an example and the other adds a scraping service; not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as above: broad thematic overlap only, not a concrete duplicate." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Broad similarity only; the scraping-service variant is a different issue from the plain example." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Broad similarity only; not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and apparent content; these are exact duplicate issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise verdicts are mostly conservative and grounded, but the cluster-level summary/canonical choice overstates the structure of the packet. The packet appears to contain two separate duplicate pairs, so selecting 45870 as a single canonical representative for the whole set is not well-supported without explicitly noting the split. I\u2019d accept the duplicate-pair judgments, but not the single-canonical framing as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 25, + "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-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "862dedd0e002380bea649b16362e4388436682e340bedd2626d7a65a93388a49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern static cache handling around linear-attention/Qwen3.5, but they describe different concrete failures: one is shape corruption from `early_initialization`, the other is a `KeyError('linear_attention')` in Qwen3.5. That is too weak to treat as a duplicate cluster.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 46439 is the better canonical because it identifies a specific mechanism (`early_initialization`) and a concrete failure mode (shape corruption / `RuntimeError`), which is more actionable than the more product-specific crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest standalone report: it is more technically diagnostic and likely closer to the underlying bug than the narrower Qwen3.5 crash description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "They share the static-cache/linear-attention theme, but the reported errors are different (`RuntimeError` from wrong shapes vs `KeyError('linear_attention')`) and there is no evidence they are the same underlying code-path or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 25, + "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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "e1a75bc39af229eec690e770923b81d42a80bd3d89eb2c09e74446ebaf263cba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The pair looks very likely related and probably duplicate, but the evidence is not strong enough to call it a definite duplicate from the packet alone. The titles are identical and the body lengths match, yet the actual body content is not shown, so this should be treated conservatively as a probable duplicate rather than a confirmed one.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #46552 is the better canonical tracker because it is open and has inbound references, making it the active report to keep.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue to retain because it is the live discussion and likely source of any follow-up fixes; #46551 is closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": false, + "reason": "Strong duplicate signal from identical titles, identical body length, and soft similarity, but the packet does not prove the bodies are actually identical or that both issues are definitively the same report. Conservatively, this is a probable duplicate, not a confirmed one." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is plausible, but the reasoning overstates the evidence. The packet confirms identical titles, identical body length, and a strong soft-similarity signal, but not that the bodies are actually identical or that the issues are definitively the same report. The soft-edge verdict should be more conservative than a full accept." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 25, + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "a67f8a63afc820d061be1d59a99744a3af1a993da0f87723cac795f17816eaf2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different training failures: one is a tensor shape mismatch during object detection training, the other is an out-of-memory problem after several epochs in RT-DETR v2. The overlap is only superficial (both concern training/object detection), so they should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46657 is the clearer, more concrete bug report and is a better representative of a tensor-shape mismatch class of failures; #46692 is a separate memory-pressure symptom in a specific model.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the best issue to anchor this cluster because it states a specific, actionable error condition. #46692 is not a duplicate and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Reject: different failure modes. #46657 reports a tensor size mismatch, while #46692 reports OOM after epochs in RT-DETR v2; they do not look like the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 25, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "f465ed44f3adf49fabc85516696eb065d8b76d2a5686f2bdfef7e07c67c1e9f2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "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 two distinct model-loading bugs, not duplicates: one is a ZeRO-3 zero.Init partitioning/OOM problem in a composite multimodal submodule, the other is a 4-bit device_map/max_memory dispatch issue that incorrectly sends modules to CPU. They do not look like the same underlying failure mode.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits this cluster because the failures are unrelated. If forced to pick one representative, 46822 is slightly more specific, but it should not be treated as a duplicate of 46823.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different subsystems and failure modes: ZeRO-3 partitioning/OOM in a composite language submodule versus 4-bit device_map/max_memory dispatch to CPU. They are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 25, + "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-46906-5", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46969|issue:46985" + ], + "prepared_review_unit_hash": "85d17ac57e87457eacad25c7b04c98c58b0690ec389b9f73ce63175690c8add9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6438, + "estimated_input_tokens": 1610, + "estimated_eval_tokens": 3476 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6438, + "estimated_input_tokens": 1610, + "estimated_eval_tokens": 3476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are five daily serge integration triage issues with highly similar template text, but they appear to be distinct date-specific reports rather than duplicates of one underlying bug. None of the soft edges should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "issue:46906 is the earliest in the series and has the most inbound references/discussion, so it is the best representative if one issue must be chosen for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46906 is the strongest issue candidate because it is earliest, appears most central to the series, and has the most engagement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage-series template, but different dates and likely different daily failure snapshots; not the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Near-identical wording alone is not enough; this is a separate day\u2019s integration triage item." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Different report date and likely different failure context; do not collapse into one issue." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Distinct daily triage issue, not a duplicate bug report." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "These are adjacent daily triage issues with similar structure, but they are not the same concrete problem." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Separate date-based triage reports; similarity is from the shared template." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "No evidence they describe the same underlying failure beyond the common triage format." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Different day and likely different integration failure instance." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same series, but not a duplicate of the same bug or change." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Separate daily triage issues; should remain distinct." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 25, + "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-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "c95dd3483832e21b8ba8833a41474f9d3e1828d84d82982a4abf9e86ebedab82", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues have the exact same title and very high textual similarity, so they very likely refer to the same RWKV7 model support request. The open issue is the better canonical thread to keep.", + "confidence": 0.96, + "canonical_issue_reason": "#46984 is open and appears to be the active thread for the same RWKV7 model support request; #46983 is closed, so the open issue is the better canonical issue to retain.", + "canonical_pr_reason": null, + "best_issue_reason": "#46984 is the best issue to retain because it is open and matches the request exactly, making it the most useful current tracker.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same exact title and very high similarity strongly indicate the same underlying feature request; this is likely the same request rather than a separate issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The core duplication judgment is grounded: both issues have the exact same title and high similarity, and the open one is a reasonable canonical thread. However, the response overstates the evidence by calling #46983 a \"closed duplicate\"\u2014the packet only shows that it is closed, not that it was explicitly closed as a duplicate. The soft-edge verdict should be phrased more conservatively as \"likely the same request\" or \"likely duplicate.\"" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "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-40546-35", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:44517", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46891", + "pull_request:46895", + "pull_request:46902", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46920", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46977", + "pull_request:46986", + "pull_request:46995" + ], + "soft_pairs": [ + "pull_request:46895|pull_request:46958", + "pull_request:46903|pull_request:46958", + "pull_request:46950|pull_request:46951", + "pull_request:46950|pull_request:46970", + "pull_request:46927|pull_request:46950", + "pull_request:46927|pull_request:46951", + "pull_request:46970|pull_request:46986", + "pull_request:46970|pull_request:46971", + "pull_request:46951|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46951|pull_request:46970", + "pull_request:46927|pull_request:46986", + "pull_request:46908|pull_request:46928", + "pull_request:46907|pull_request:46926", + "pull_request:46902|pull_request:46965", + "pull_request:46951|pull_request:46986", + "pull_request:46907|pull_request:46928", + "pull_request:46926|pull_request:46928", + "pull_request:46941|pull_request:46986", + "pull_request:46949|pull_request:46986", + "pull_request:46926|pull_request:46941", + "pull_request:46941|pull_request:46970", + "pull_request:46907|pull_request:46941", + "pull_request:46928|pull_request:46941", + "pull_request:46954|pull_request:46961", + "pull_request:46928|pull_request:46951", + "pull_request:46954|pull_request:46977", + "pull_request:46907|pull_request:46927", + "pull_request:46908|pull_request:46951", + "pull_request:46926|pull_request:46927", + "pull_request:46891|pull_request:46954", + "pull_request:46908|pull_request:46941", + "pull_request:43451|pull_request:46954", + "pull_request:46903|pull_request:46970", + "pull_request:46836|pull_request:46954", + "pull_request:46958|pull_request:46961", + "pull_request:46958|pull_request:46977", + "pull_request:46961|pull_request:46974", + "pull_request:46958|pull_request:46974", + "pull_request:46974|pull_request:46977", + "pull_request:43451|pull_request:46920", + "pull_request:46836|pull_request:46920", + "pull_request:46891|pull_request:46920", + "pull_request:46891|pull_request:46958", + "pull_request:46920|pull_request:46968", + "pull_request:46891|pull_request:46974", + "pull_request:46970|pull_request:46974", + "pull_request:43451|pull_request:46958", + "pull_request:46920|pull_request:46961", + "pull_request:46961|pull_request:46968", + "pull_request:46968|pull_request:46977", + "pull_request:43451|pull_request:46707", + "pull_request:46707|pull_request:46836", + "pull_request:46266|pull_request:46707", + "pull_request:46707|pull_request:46961", + "pull_request:46196|pull_request:46995", + "pull_request:46707|pull_request:46891", + "pull_request:46707|pull_request:46977", + "pull_request:46658|pull_request:46836", + "pull_request:40546|pull_request:43451", + "pull_request:46912|pull_request:46977", + "pull_request:46196|pull_request:46965", + "pull_request:46836|pull_request:46965", + "pull_request:46196|pull_request:46977", + "pull_request:43451|pull_request:46658", + "pull_request:43451|pull_request:46965", + "pull_request:46658|pull_request:46961", + "pull_request:46658|pull_request:46891", + "pull_request:46658|pull_request:46977", + "pull_request:43451|pull_request:46912", + "pull_request:44517|pull_request:46957", + "pull_request:43451|pull_request:46196" + ], + "prepared_review_unit_hash": "f51c479f2a9b783d2ae889f49189b6cc527b2928842f6cfd40ff9f6c04180392", + "component_budget": { + "node_count": 35, + "item_count": 35, + "soft_pair_count": 104, + "serialized_chars": 117414, + "estimated_input_tokens": 29354, + "estimated_eval_tokens": 58964 + }, + "budget": { + "node_count": 35, + "item_count": 35, + "soft_pair_count": 72, + "serialized_chars": 98940, + "estimated_input_tokens": 24735, + "estimated_eval_tokens": 49726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated PRs (model additions, docs, CI, and independent bug fixes). The only strong duplicate signal is the CohereASR training-loss double-shift fix, where 46895, 46903, and 46958 all address the same underlying forward/loss bug; 46958 is the cleanest representative.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46958 is the most direct and focused fix for the CohereASR training-loss double-shift in the same code path, with a clear title and minimal scope.", + "best_issue_reason": null, + "best_pr_reason": "46958 is the best cluster representative because it cleanly captures the only real duplicate thread in the set; the rest of the PRs are unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the forward/loss path; these are alternative fixes for the same code path." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Shares the same CohereASR loss double-shift fix; 46903 also bundles PPFormulaNet, but the overlapping CohereASR change is the same underlying bug." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Different models and different test failures; no shared code-path bug." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46970", + "accept": false, + "reason": "Mamba2 OOM test tweak vs Musicgen generation fix; unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46950", + "accept": false, + "reason": "GLM46V test fix and Mamba2 OOM fix are unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "Different models and failure modes; not the same change." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46986", + "accept": false, + "reason": "Musicgen melody generation logic vs GLM-OCR model init fix; unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46971", + "accept": false, + "reason": "Model code fix vs test-side dtype change in another model; unrelated." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "PEFT integration change vs Mamba2 test adjustment; unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Whisper/audioflamingo cache handling vs Mamba2 test dtype; unrelated." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46970", + "accept": false, + "reason": "Independent fixes in different subsystems; no common bug." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46986", + "accept": false, + "reason": "Different model families and distinct output mismatch causes." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "Different models; both are test fixes but not the same underlying bug." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "Edgetam import/config fix vs MiniMax-M3-VL load_error test fix; unrelated." + }, + { + "left": "pull_request:46902", + "right": "pull_request:46965", + "accept": false, + "reason": "Offloading/save-converted-weights fix vs DeepSeek V4 cache behavior fix; unrelated." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46986", + "accept": false, + "reason": "Different models and different failure signatures." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "Different models and unrelated integration-test issues." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "Different model test fixes; no shared code-path bug." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46986", + "accept": false, + "reason": "DAC output math fix vs GLM-OCR model-init fix; unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46986", + "accept": false, + "reason": "Whisper/audio cache fix vs GLM-OCR output mismatch fix; unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "MiniMax-M3-VL load_error fix vs DAC vector-quantization math fix; unrelated." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "Different models and different bug types." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "Edgetam import/config fix vs DAC reconstruction math fix; unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Blip2 test registration vs DAC output math; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "GlmAsr pytest compatibility fix vs workflow normalization automation; unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46951", + "accept": false, + "reason": "Different models and different fixes." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46977", + "accept": false, + "reason": "Unrelated model compatibility fix vs Mllama argument deprecation." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "Different models and failure modes; not a duplicate." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46951", + "accept": false, + "reason": "DeepSeek V3.2 load_error vs PEFT integration change; unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46927", + "accept": false, + "reason": "Different model-specific test fixes." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46954", + "accept": false, + "reason": "CI/workflow branch changes vs GlmAsr model fix; unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46941", + "accept": false, + "reason": "Different models and different test failures." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46954", + "accept": false, + "reason": "Molmo2 model addition vs GlmAsr pytest compatibility fix; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46954", + "accept": false, + "reason": "Unlimited OCR model addition vs GlmAsr pytest fix; unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "CohereASR loss bugfix vs workflow normalization PR; unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46977", + "accept": false, + "reason": "CohereASR loss bugfix vs Mllama argument rename; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46974", + "accept": false, + "reason": "Workflow automation vs Musicgen generate typo fix; unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different models and different change types." + }, + { + "left": "pull_request:46974", + "right": "pull_request:46977", + "accept": false, + "reason": "Musicgen generate typo fix vs Mllama argument deprecation; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46920", + "accept": false, + "reason": "Molmo2 model addition vs voxtral_realtime API adaptation; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46920", + "accept": false, + "reason": "Unlimited OCR model addition vs voxtral_realtime API update; unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46920", + "accept": false, + "reason": "CI workflow branch change vs voxtral_realtime API update; unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46958", + "accept": false, + "reason": "Workflow/CI change vs CohereASR loss bugfix; unrelated." + }, + { + "left": "pull_request:46920", + "right": "pull_request:46968", + "accept": false, + "reason": "voxtral_realtime API adaptation vs docs autolink cleanup; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46968", + "accept": false, + "reason": "Workflow normalization automation vs docs-only autolink cleanup; unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:46977", + "accept": false, + "reason": "Docs autolink cleanup vs Mllama arg-name change; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46707", + "accept": false, + "reason": "Molmo2 model addition vs FSDP2 support; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46836", + "accept": false, + "reason": "FSDP2 migration vs Unlimited OCR model addition; unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46707", + "accept": false, + "reason": "DINO conversion/modernization vs FSDP2 support; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46961", + "accept": false, + "reason": "FSDP2 migration vs workflow normalization automation; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch vs flash-linear-attention availability check; different features." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46891", + "accept": false, + "reason": "FSDP2 migration vs CI workflow change; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46977", + "accept": false, + "reason": "FSDP2 migration vs Mllama argument naming; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7 Flash model work vs Unlimited OCR model addition; unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are separate model additions; same general area but not the same change." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46977", + "accept": false, + "reason": "RoPE test coverage vs Mllama argument deprecation; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46965", + "accept": false, + "reason": "Wav2Vec2 attention dispatch fix vs DeepSeek V4 use_cache handling; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46965", + "accept": false, + "reason": "Unlimited OCR model addition vs DeepSeek V4 cache behavior fix; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46977", + "accept": false, + "reason": "Different model subsystems and unrelated changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 addition vs Step-3.7 Flash implementation; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46965", + "accept": false, + "reason": "Molmo2 model addition vs DeepSeek V4 cache fix; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46961", + "accept": false, + "reason": "Step-3.7 Flash model work vs workflow normalization automation; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46891", + "accept": false, + "reason": "Step-3.7 Flash model work vs CI workflow change; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46977", + "accept": false, + "reason": "Step-3.7 Flash model work vs Mllama argument deprecation; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Molmo2 model addition vs RoPE test improvements; unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46957", + "accept": false, + "reason": "Qwen3-TTS model addition/docs vs finegrained FP8 generation optimization; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Molmo2 model addition vs Wav2Vec2 SDPA support; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is mostly unrelated model/docs/CI PRs, and the only clearly supported duplicate thread is the CohereASR training-loss double-shift area around 46895/46903/46958. The soft-edge acceptances are reasonably conservative, especially given the shared CohereASR files and issue target for 46895 and the overlapping CohereASR change in 46903." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "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-40546-35", + "nodes": [ + "pull_request:43451", + "pull_request:46196", + "pull_request:46836", + "pull_request:46891", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46957", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46977" + ], + "soft_pairs": [ + "pull_request:46891|pull_request:46912", + "pull_request:46836|pull_request:46912", + "pull_request:43451|pull_request:46957", + "pull_request:46196|pull_request:46961", + "pull_request:46957|pull_request:46961", + "pull_request:46912|pull_request:46961", + "pull_request:46196|pull_request:46891", + "pull_request:46891|pull_request:46957", + "pull_request:46836|pull_request:46957", + "pull_request:46950|pull_request:46971", + "pull_request:46949|pull_request:46950", + "pull_request:46949|pull_request:46951", + "pull_request:46927|pull_request:46949", + "pull_request:46927|pull_request:46971", + "pull_request:46949|pull_request:46970", + "pull_request:46927|pull_request:46970", + "pull_request:46908|pull_request:46926", + "pull_request:46907|pull_request:46908", + "pull_request:43451|pull_request:46836", + "pull_request:43451|pull_request:46891", + "pull_request:46836|pull_request:46891", + "pull_request:46961|pull_request:46977", + "pull_request:46891|pull_request:46968", + "pull_request:46891|pull_request:46961", + "pull_request:46891|pull_request:46977", + "pull_request:43451|pull_request:46968", + "pull_request:46836|pull_request:46968", + "pull_request:46836|pull_request:46961", + "pull_request:43451|pull_request:46961", + "pull_request:46836|pull_request:46977", + "pull_request:43451|pull_request:46977", + "pull_request:46957|pull_request:46965" + ], + "prepared_review_unit_hash": "e33e5263b56ff6690ced3b091c7a4ef4da12bbffe62a5337f775f9bdac90003a", + "component_budget": { + "node_count": 35, + "item_count": 35, + "soft_pair_count": 104, + "serialized_chars": 117414, + "estimated_input_tokens": 29354, + "estimated_eval_tokens": 58964 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 32, + "serialized_chars": 51841, + "estimated_input_tokens": 12961, + "estimated_eval_tokens": 26178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous and does not form a single duplicate cluster. The only close pair is the two Mamba2 PRs, but they address different fixes (runtime path vs. test loading args), so I would not merge them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR cleanly represents the whole set because the items span unrelated models, docs, CI, and workflow changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46891", + "right": "pull_request:46912", + "accept": false, + "reason": "Different subsystems and different changes: PEFT CI wiring vs RoPE test coverage." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46912", + "accept": false, + "reason": "Unrelated model additions/tests; one adds Unlimited OCR, the other is RoPE testing." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Different models and changes: Molmo2 model addition vs finegrained FP8/generation work." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46961", + "accept": false, + "reason": "Completely different artifacts: wav2vec2 SDPA support vs a Serge branch-normalization workflow." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46961", + "accept": false, + "reason": "No shared bug or code path; FP8/generation changes and workflow automation are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46961", + "accept": false, + "reason": "RoPE test changes and branch-normalization workflow are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46891", + "accept": false, + "reason": "Different model feature work vs PEFT integration CI changes." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46957", + "accept": false, + "reason": "CI/workflow PR and FP8/model-generation PR do not fix the same issue." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46957", + "accept": false, + "reason": "Distinct model additions/tests versus FP8/generation changes." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": false, + "reason": "Same model and failure label, but not the same concrete fix: one changes Mamba2 runtime behavior, the other only adjusts test loading dtype arguments." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Different models and code paths: Whisper/AudioFlamingo3 vs Mamba2." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "Different models and fixes: Whisper/AudioFlamingo3 vs PEFT integration." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46949", + "accept": false, + "reason": "Unrelated model fixes: GLM46V vs Whisper/AudioFlamingo3." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46971", + "accept": false, + "reason": "Unrelated models and bugs: GLM46V vs Mamba2." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46970", + "accept": false, + "reason": "Different model-specific fixes: Whisper/AudioFlamingo3 vs MusicGen Melody." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46970", + "accept": false, + "reason": "Different models and failure modes; not a duplicate change." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Different model test failures: DeepSeek V3.2 vs Mamba2." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "Different models and fixes: EdgeTam import_or_config vs DeepSeek V3.2 load/OOM tests." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Both add new models, but they are entirely different models and code paths." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46977", + "accept": false, + "reason": "Workflow automation vs Mllama argument-name cleanup are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46968", + "accept": false, + "reason": "PEFT CI changes and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46961", + "accept": false, + "reason": "CI integration changes vs workflow automation are not duplicates." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46977", + "accept": false, + "reason": "PEFT CI changes and Mllama API cleanup are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46891", + "accept": false, + "reason": "Molmo2 model addition and PEFT CI changes do not overlap." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46968", + "accept": false, + "reason": "Unlimited OCR model addition and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46961", + "accept": false, + "reason": "Molmo2 model addition and branch-normalization workflow are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "They touch a shared DeepSeek V4 file, but the fixes are different: FP8/generation optimization vs use_cache handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 34, + "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": "8906d8e99d9ed6d3012d7362e33734693755c45554335fe8a5e2b42d808028a7", + "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 PRs are unrelated feature additions in different model families: TimesFM covariate forecasting versus DINOv3 image classification support. They should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes and code paths: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They are not mergeable into 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": 3, + "component_count": 34, + "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": 4, + "component_count": 34, + "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-41855-13", + "nodes": [ + "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", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "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:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "19fecff86b01b7dc74e1ad31008c216629eb3851cdb7ca9980f4e71b8400eb7f", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34780, + "estimated_input_tokens": 8695, + "estimated_eval_tokens": 17646 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34780, + "estimated_input_tokens": 8695, + "estimated_eval_tokens": 17646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs across different subsystems. The only clear duplicate-like pair is the two fixed_cross_entropy variants; the rest are soft-similar at best but fix different bugs or add different features.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best representative of the only true duplicate pair: it fixes fixed_cross_entropy by forwarding supported cross_entropy kwargs for the same tracked bug, and it is the more complete/explicit variant.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest standalone representative because it has the explicit issue target, a focused code-path fix in loss_utils.py, and overlaps directly with 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different areas: Mistral tokenizer API additions vs adding MobileLLM model files. No shared bug/change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method additions are unrelated to Executorch dynamic-shape export tests." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness is unrelated to introducing a new MobileLLM model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss helper kwargs fix is unrelated to adding a new model package." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs handling is unrelated to Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export tests and Mistral4 fixes are different code paths and bugs." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic export test coverage does not match adding MobileLLM support." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition is unrelated to config_class resolution order in modeling_utils." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-interface refactor are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model support is unrelated to the model-creation skill/meta tooling PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-capture refactor and Mistral4 test fixes do not fix the same concrete issue." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fixes are unrelated to the layrnorm->layernorm rename sweep." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes and TDT loss kernel integration are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes are unrelated to chat response parsing updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model-specific test fixes are unrelated to the model-creation skill/meta PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is unrelated to the model-creation skill documentation/tooling PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same function, fixed_cross_entropy, to pass supported kwargs through to nn.functional.cross_entropy for the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative. The only accept verdict is the clearly mergeable 43251/43254 pair: both touch the same fixed_cross_entropy function for the same issue target and look like variants of the same bugfix. The other pairs are reasonably rejected as unrelated or only loosely similar, and the summary does not overclaim beyond the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 34, + "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": "87ccff12b4989988586208e9767312bf90c585f0a216c9b8b4cf79fca58baf29", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are broad GitHub Actions dependency bumps, but they target different action families and different maintenance goals, so they should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because it has the clearer umbrella goal (Node 24 compatibility) and touches more of the workflow runner stack, making it a slightly broader representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative for the cluster since it is the more general workflow-actions upgrade, but it still should not subsume PR 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: they are related housekeeping PRs, but not the same underlying change. 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility across workflows, while 42976 specifically bumps docker/build-push-action and a few other actions to latest versions for Docker-image workflows." + } + ] + }, + "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": 34, + "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-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "1edf68d2bdb439779dbce906daa7957f8ebb784b26614635ad26b7d91629e442", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are distinct model-addition changes for different architectures and subsystems. The overlap in docs and auto-registry files is incidental, so none of the soft edges look like true duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are different model additions with different implementation files and behaviors; shared auto/doc edits are generic integration work, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vs CTSM target unrelated model families and code paths; the overlap is only in framework registration/docs." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model implementations in different domains; this is not one concrete bug or fix." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are different model PRs with different files and APIs; shared registry changes do not indicate a duplicate." + } + ] + }, + "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": 34, + "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-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "1709d6b055a6854e8d6a35bcb20fcd4b77369e918b965491844af019e643ce55", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19601, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19601, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft duplicate stands out: the two YOLOS pull requests both target the same device_map=\"auto\" mismatch on the same model and issue. The rest are unrelated fixes spanning Whisper, FP8 dequantization, generation config validation, and CI/test infrastructure.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the better canonical YOLOS fix: it covers the concrete device-placement bug in forward and also includes the no_split_modules adjustment, matching the same issue target as 46886.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest representative of the cluster\u2019s only true duplicate pair because it is the more complete fix for the same YOLOS device mismatch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different changes; Whisper tokenizer/test fix is unrelated to the CLIP/ViT test edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/tokenization work is unrelated to FP8 dequant/model-loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Different bug and code path: Whisper decoding vs generation watermarking validation." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer changes are unrelated to a YOLOS device mismatch fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Unrelated test tweaks in CLIP/ViT versus FP8 dequantization/model loading." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Both touch tests or validation broadly, but they fix different underlying problems in different subsystems." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test assertions in vision model tests are unrelated to the Phimoe CI memory/workflow fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "No shared code path; CLIP/ViT test edits do not overlap with YOLOS runtime behavior." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different features: FP8 dequantization versus generation-config watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "Quantization/model-loading fix is unrelated to CI memory-limit and test-environment changes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No common bug; FP8 kernel/model-loading changes are unrelated to YOLOS device placement." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation and CI memory patch are separate concerns with no shared code path." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking-config validation does not overlap with YOLOS device mismatch handling." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI instance-sharing workaround is unrelated to the YOLOS runtime device mismatch bug." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both fix the same YOLOS device_map=\"auto\" mismatch on the same model and issue target; 46922 is a broader version of the same change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The only accepted soft duplicate, 46886 vs 46922, is conservative and well-supported: both target the same YOLOS issue target and touch the same file, with 46922 clearly extending the earlier fix. The other pairwise rejections are also conservative, since they rely only on soft similarity across clearly different subsystems or test areas. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 34, + "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-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "ab9bd32a4c9a84c0531207540f9b9fb72cc2ed90b57bebf0436875a2b3baa680", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are all separate synthetic '[don\u2019t merge]' changes that happen to share some superficial CI/test overlap, but they do not look like the same underlying bug or code change. None should be clustered as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:43532 is the best cluster representative if one must be chosen: it has the broadest scope and touches the most shared areas (CI/workflow + test utilities + Vit test), so it sits closest to the others structurally. That said, it is not actually a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43532 is the strongest single representative of the set because its changes are the most cross-cutting and it overlaps superficially with both of the other PRs, but the PRs are still distinct and should not be merged together.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 is about setup/versioning and a test tweak, while 46747 switches a security-gate workflow trigger. They do not fix the same code-path or underlying bug." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Only superficial overlap via the Vit test file. The actual intent and touched files differ: repo-bot/version/dependency changes versus workflow/self-comment CI and notification/testing utility edits." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they address different mechanisms: 43532 updates self-comment CI and related utilities, while 46747 changes the PR security gate trigger. Not the same 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": 9, + "component_count": 34, + "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": "af69943a9651473790f83bf77ea0bd4ff0b6113a6ad3b14813fcaeec5e4663bd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "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 two separate pipeline feature PRs in the same general segmentation area, but they target different tasks and code paths: concept segmentation vs visual segmentation. They share scaffolding/docs, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader representative of the segmentation-pipeline work, but it is not a duplicate of 43612; 43612 adds a different promptable concept segmentation pipeline with its own models/tests/docs.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the best single representative only in the loose thematic sense because it has the larger implementation surface, but it should not be treated as the same change as 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different features and model stacks: promptable concept segmentation vs promptable visual segmentation. Shared docs/pipeline metadata does not make them the same concrete 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": 10, + "component_count": 34, + "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": "29b33ea43e1cbb826b9c0f051e6327402e7d051ef9ce409281ae7e8d2146ed62", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "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 enhancements in the same file: one changes gradient-accumulation loss scaling, the other extracts signature-column logic for custom trainers. They share a subsystem but not the same bug or code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the clearer standalone behavior change: it alters `training_step` loss scaling semantics and adds an explicit control point for custom trainers. PR 43663 is also valid, but it is a narrower extraction/override hook around data column filtering rather than the primary runtime loss path.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the best representative of the cluster because it is a concrete functional fix with an explicit behavior change, while 43663 is a separate Trainer refactor/extension point that does not address the same underlying problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch `trainer.py`, but they fix different concerns: loss scaling during gradient accumulation vs. signature-column computation for input filtering. They do not target the same underlying bug or 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": 11, + "component_count": 34, + "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": "80b293796ab2fed9c266614efe1f65662272becccd9bc96ec02d648fa5eb7ae8", + "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": "Both PRs target import-time NameError problems in `src/transformers/cli/serve.py` caused by type annotations, and they overlap on `TypeAdapter` handling. PR #43656 is the broader, earlier cleanup; PR #43842 is a narrower follow-up for the same CLI code path.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43656 is the better canonical PR because it is earlier, has more discussion, and applies the broader annotation/runtime-fix across the CLI file.", + "best_issue_reason": null, + "best_pr_reason": "PR #43656 is the strongest standalone representative of the cluster: it addresses the import-time annotation failure with a broader, more general fix in the same file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Same file, same runtime NameError class, and both fix annotation-related import-time failures around `TypeAdapter` in the CLI. They are plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/serve.py`, both are about annotation-related `NameError` fixes, and #43656 is earlier and broader while #43842 is narrower. The mergeability judgment also looks conservative enough for a single bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 34, + "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": 13, + "component_count": 34, + "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:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "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:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "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:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "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:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "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": "5d15094798787855a27750fcbe43ea315e84b38d20054843a387262e4ddaa0e1", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84902, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75098, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a thematic set of model-specific output-tracing refactors around #43979, not one monolithic duplicate. The clearly supported duplicate-style pockets are the GPT-J/CodeGen chain and the GPT-Neo pair; most cross-model soft edges should stay rejected.", + "confidence": 0.9, + "canonical_issue_reason": "#43979 is the correct umbrella issue because it tracks the shared standardized output-tracing migration across these model PRs.", + "canonical_pr_reason": "#44722 is the best PR anchor because it represents the broadest explicitly supported GPT-J/CodeGen duplicate chain and directly overlaps the later GPT-J-only variant; the GPT-Neo pair is a separate duplicate-style group, so this is representative but not exclusive.", + "best_issue_reason": "#43979 remains the best issue anchor because it unifies the whole output-tracing migration theme across the cluster.", + "best_pr_reason": "#44722 is the strongest single PR representative for the largest concrete duplicate chain in the cluster, while still leaving room for the separate GPT-Neo pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; shared issue target alone is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model-specific refactors, not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Same broad GPT-J theme, but the packet does not directly support this as the same concrete duplicate pair." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet work versus EfficientNet; only the migration theme overlaps." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet versus GPT-J/CodeGen; unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; not the same change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are different implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; shared pattern only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same file and code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; unrelated concrete changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet versus GPT-J/CodeGen; same theme only." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR versus GPT-J/CodeGen; not the same bug/change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J; different concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo versus ResNet; same migration theme but different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; unrelated model-specific work." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; not the same concrete change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT versus GPT-J/CodeGen; only a shared refactor style." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J versus MGP-STR; unrelated code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 versus MGP-STR; not duplicates." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT versus Flaubert/XLM; different implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen; same theme, different change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo versus MPT; not the same bug/change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer versus LongT5; different model-specific refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer versus GPT-J/CodeGen; shared tracker is not enough." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer versus VisualBert; different code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert versus Flaubert/XLM; same pattern only." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet versus LongT5; unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo versus MPT; different concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert versus MPT; only a broad output-tracing similarity." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo versus SpeechT5; different model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet versus Flaubert/XLM; not duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet versus LongT5; different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet versus SegFormer; unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet versus MPNet; different implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT versus SpeechT5; not the same concrete change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet versus GPT-Neo; different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert versus DeBERTaV2; same migration theme only." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 versus TextNet; unrelated model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor chain; 44722 is the broader later variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing change; 44722 subsumes the narrower GPT-J-only variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J versus SpeechT5; shared issue target does not make these duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet versus RegNet/ResNet-related work; not the same concrete change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet versus SpeechT5; different model families and code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 versus SpeechT5; same umbrella task, different bug/change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 versus ViLT; unrelated refactors." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster summary is mostly grounded, but one soft-edge acceptance is too strong: 44066\u201344085 is not directly supported by the packet\u2019s explicit pair evidence, and the reasoning goes beyond what the diff excerpts show. The canonical-PR wording also slightly overstates exclusivity by calling GPT-J/CodeGen the \"only clear duplicate chain\" when the GPT-Neo pair is another clear duplicate-style group. Please keep the verdicts limited to the explicitly supported duplicates and use more conservative wording." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 34, + "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": "2a59cbe0e9a077f8117b91a7fb54a1142922b48f050489522afb99de32ebacea", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84902, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "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": "These PRs are all model-specific refactors to standardized output tracing/capture, but they target different architectures and code paths, so they are not true duplicates of one another.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44129 is the best anchor: it has an explicit issue target, is clearly about the same standardized output-capture refactor theme, and appears to be a substantive, self-contained implementation for one model family.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44129 is the strongest standalone representative of the cluster because it is tied to an explicit issue and presents the clearest, most complete example of the output-tracing refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they modify different model implementations (FocalNet vs ImageGPT) and different internal hooks. Same theme, not the same concrete code-path change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are unrelated model code paths. These are separate standardized-output refactors, not a single mergeable change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert touch different encoder/attention implementations. Shared refactor pattern is not enough to treat them as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are distinct model-specific changes. They do not appear to fix the same underlying bug or implement the same exact behavior." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert have different model internals and output handling. Similar migration style, but not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different architectures with different output-tracing paths. They are both refactors, not one concrete shared 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": 14, + "component_count": 34, + "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": "e4cccd8966a7ad4d1c30a03ed8ab4b7ebba4b99515d09da100ac31610642bb45", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of parallel, model-specific output-tracing refactors across unrelated architectures. They share a theme, but they are not the same underlying bug/change, so none of the soft edges should be merged.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present; if one PR must represent the cluster, 44003 is the best exemplar because it is the broadest and most concrete refactor, spanning both mamba-related files and adding output-recording helpers.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the strongest standalone representative of the shared output-tracing refactor pattern: it has the largest, most substantive change set and touches multiple related code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (timm_backbone vs upernet); similar refactor pattern, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures (timm_backbone vs vision_text_dual_encoder); not one mergeable bug fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and forward paths; both touch output tracing but do not fix the same concrete problem." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "timm_backbone and mamba/falcon_mamba are unrelated implementations; this is only a shared refactor theme." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (timm_backbone vs rwkv); not the same code path or change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model paths; same refactor motif, not duplicate work." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "MobileNetV1 vs UperNet is a cross-model similarity only; not the same underlying fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; these output-tracing edits are parallel but not mergeable into one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 and VisionEncoderDecoder use different code paths; no shared concrete bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 vs SpeechEncoderDecoder are separate implementations; not a duplicate change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "VisionTextDualEncoder and UnivNet are unrelated models; similar refactor style only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (vision-text dual encoder vs UperNet); not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "VisionTextDualEncoder and Mamba/FalconMamba touch different forward logic; too broad to call one duplicate change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different architectures and forward signatures; these are separate output-tracing refactors." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated code paths; same theme, not same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet vs Mamba/FalconMamba affects different model internals; not a single concrete bug fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and files; these PRs are not interchangeable fixes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are different architectures; output-tracing refactor alone is not enough to merge them." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet vs Mamba/FalconMamba are separate code paths and not one underlying bug." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba and SuperPoint are unrelated model implementations; only the refactor pattern matches." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/FalconMamba vs CodeGen are different forward paths; these are not the same concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "TimmBackbone and CodeGen are unrelated model families; not a duplicate bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen modify different execution paths; too dissimilar to merge as one PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are separate model implementations; similar refactor, not same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "VisionTextDualEncoder vs CodeGen do not share the same concrete code-path problem." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are different models; output-tracing changes are only superficially similar." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything and SpeechEncoderDecoder are separate code paths; not a single mergeable fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything vs SuperPoint are unrelated implementations; these are parallel refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV touch different model internals; not the same bug or change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything vs DPR are distinct code paths; similar output-tracing cleanup only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate wrappers with different forward logic." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder vs SuperPoint is not the same underlying code change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated model paths; not duplicate work." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR change different execution paths; only the refactor style is shared." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are different model families; not the same concrete fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder vs RWKV are unrelated code paths; not mergeable as one PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are different implementations; no shared bug target." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated models; same refactor theme only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint vs DPR are different code paths and should not be deduplicated." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are separate model implementations; they do not fix the same concrete issue." + } + ] + }, + "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": 34, + "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-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "2a878e70b5a073c98e405ae70552308ece772149f9a46d41c33a1fa153e4bc9a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one adds PenguinVL, the other adds Voxtral TTS. They only overlap on shared Transformer model-registration/docs scaffolding, not on the same underlying model or code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "45401 is the better representative PR because it has an explicit issue target and is scoped to a single concrete feature addition (Voxtral TTS).", + "best_issue_reason": null, + "best_pr_reason": "45401 is the cleaner standalone PR to represent the cluster since it is explicitly tied to an issue and narrowly implements Voxtral TTS; 44662 is a separate PenguinVL model addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions with different implementations, tests, and documentation; the shared files are generic registration/docs plumbing and do not indicate 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": "pull_request", + "component_index": 16, + "component_count": 34, + "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-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "ec986e66067c37baaed8ba4282632dff849226b89e9ed01d5352d0c6c15cca2f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4220, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4220, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated pull requests: one changes the PR documentation workflow to convert PRs to draft, the other tweaks PR CI targeting and includes unrelated code noise. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "Prefer PR #46845 as the representative PR because it has the clearer, more substantive CI-oriented change and a complete title/diff, while #44965 is a stray workflow experiment with an unfinished-looking title.", + "best_issue_reason": null, + "best_pr_reason": "PR #46845 is the best standalone representative of the cluster since it contains the more coherent change set; #44965 does not describe the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different changes and different code paths: #44965 rewrites a workflow to convert PRs to draft, while #46845 alters CI branch routing and touches unrelated source/test files. They do not look mergeable into one PR or like the same bug/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": 17, + "component_count": 34, + "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": "695c4dc35fd36ab7f29c32949424f31a1166169b62b6bc8b20637da99068e473", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "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 fusion-feature PRs, but they target different layers: one adds a module-fusion API, the other wires n-to-1 kernel fusion through KernelConfig and model loading. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44979 is the broader, foundational API proposal and best represents the shared fusion theme in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the more concrete end-to-end implementation, but it still solves a different problem from 44979.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different change sets: 44979 introduces a new module_fusion abstraction and tests, while 45363 integrates kernel fusion via KernelConfig, model utilities, and an example. Shared fusion terminology is not enough to treat them as the same 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": 34, + "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": "65c622283c5a2e89d334964aab3c69b6e79b12dc520a70f54f05c90fad1807c3", + "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 PRs address the same concrete bug in `_patch_mistral_regex`: using `tokenizer.backend_tokenizer.pre_tokenizer` caused an `AttributeError`, and both switch to `tokenizer.pre_tokenizer` in the same code path. PR #45317 is the more complete candidate because it includes the fix plus tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same bug fix as #45086 and also adds test coverage, making it the more complete change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the strongest representative of the cluster: same fix as the other PR, same target issue, and additional tests validate the behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same function and same file; the second PR is the same change plus tests, so they are merge-equivalent." + } + ] + }, + "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": 34, + "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": "11b82ea409bc3bbd450d6ec53c45ac462c78dc546fb03dd691b8aee6d8525293", + "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": "Both pull requests are in the NemotronH family, but they address different change sets: one is a refactor/conversion-mapping update around GraniteMoeHybrid compatibility, while the other splits NemotronH into dense and sparse variants with docs, auto-mapping, and tests. They are related but not the same underlying fix/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical artifact because it represents the broader, final product change: introducing NemotronHDense and NemotronHSparse, updating docs/auto-mappings, and wiring the new model files end to end.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 best captures the cluster\u2019s overall intent and scope; PR 45115 looks like a narrower prerequisite/refactor around NemotronH conversion and inheritance rather than the main model split.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Same subsystem, but different concrete changes: 45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adjust conversion mappings, while 45569 adds separate dense/sparse model variants, docs, auto mappings, and tests. They are not the same underlying bug or mergeable single 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": 20, + "component_count": 34, + "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": "a8dec591868dc0ce88c227e89e7f4b869b2e1930e38676b0895f476e4dc06c73", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs work on heterogeneous model support, but they are not the same change: #45333 is limited to per-layer configuration plumbing, while #45332 is a larger umbrella PR that also adds modeling, masking, cache, and integration updates. They overlap on config-related files, but the concrete scope differs enough that they should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45332 is the best canonical PR for the cluster because it is the broader end-to-end implementation and subsumes the config-only plumbing touched by #45333.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the best representative of the underlying work because it covers the full heterogeneous-model feature set rather than only the configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: #45333 appears to be a narrower config-only slice, while #45332 also changes modeling/cache/masking behavior and related support code. They overlap but are not the same concrete code-path change, so they are not duplicate PRs." + } + ] + }, + "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": 34, + "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": "701002d85a8cb9a34a6050ef83d131b5bf1f67ae0a25098373666c7b15b410da", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are thematically related typing/annotation PRs, but they are not the same change: one is a broad type-checking sweep across many files, the other adds typing protocols and helper aliases in core typing utilities. I would not deduplicate them as the same PR.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical representative of the cluster because it makes focused typing-infrastructure changes in `_typing.py` and related consumers, whereas 45415 is a much broader mechanical type-checking pass across many `src/transformers/*.py` files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best overall representative of the cluster: it addresses a concrete typing-compatibility gap with new aliases/protocols, while 45415 is a wider annotation cleanup that is related in theme but not the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they do different jobs: 45415 is a broad type-checking sweep, while 45425 adds shared typing protocols/aliases and fixes specific typing compatibility points. They are not the same concrete change and would not plausibly be merged as 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": 22, + "component_count": 34, + "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": "294878fc04b67ce0078915abb96d625aa83bd1eeff4246016fdd193730ae59b1", + "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": "These two PRs are related to expert-parallel loading, but they fix different bugs and are not duplicates: #45548 addresses preserving distributed_config / has_ep for DeepSpeed ZeRO-3 loading via accelerate, while #45662 fixes experts being overwritten during FSDP2-style sharded loading.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue nodes are present; if a single PR must represent the cluster, #45662 is the better canonical choice because it targets the concrete overwrite bug in the loading path and has a broader, more direct fix set.", + "best_issue_reason": null, + "best_pr_reason": "#45662 is the best representative PR because its title and diff describe a specific, actionable failure mode ('experts silently overwritten by rank-0 broadcast') and the code changes align directly with that bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are about expert parallelism/loading, but they fix different code-path problems: #45548 preserves distributed_config and adds has_ep for ZeRO-3/accelerate loading, while #45662 changes sharded parameter handling to prevent expert weights from being overwritten under FSDP2. Shared subsystem alone 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": 34, + "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": "a28c146a1ddae038859fd9bfe370fc6fc5884b53d652d430fc0bab1f8a7be1eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info logging collision in testing_utils; 45645 is the broader, more complete fix because it also updates CI to collect the new per-worker files.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output-file change plus the CI workflow adjustment needed to consume multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the change set: it fixes the same underlying bug as 45639 and also preserves downstream debug log collection in CI.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist captured_info collision fix in the same code path; 45645 is a superset that adds the workflow-side handling, so 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": 24, + "component_count": 34, + "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-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "73e1e9c4bdc81513b4d8756ee9106005093cb9c3782af6a7d100b8ed447107a9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7233, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7233, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated linter-rule PRs: one adds tuple-return handling to selected model forwards (TRF003), the other rewrites weight initialization logic for many model classes (TRF018). They overlap in some filenames but not in the underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46259 is the better canonical representative because it is a larger, more self-contained implementation of a distinct modeling rule, with broader model coverage and stronger discussion activity.", + "best_issue_reason": null, + "best_pr_reason": "PR 46259 is the strongest standalone PR in the cluster: it targets a concrete code-path change (model weight initialization) and is more complete/broadly representative than the tuple-return rule PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Do not merge: TRF003 changes forward-return behavior via can_return_tuple across several models, while TRF018 changes module weight initialization across different model classes. Shared filenames reflect broad subsystem overlap, not the same bug or patch." + } + ] + }, + "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": 34, + "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": 34, + "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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "8c73572cb2992066478220cbdf66555df34ae60924a0daaa0afc81399da2d2b8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open PRs are both test/maintenance-oriented, but they do not address the same underlying change. One is a mixed CI/model/telemetry PR, the other is a test-migration/kernel-coverage PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 45932 changes CI secrets plus multiple model files, while 46100 adds test migration/kernel and ViT test files; they are different changes.", + "best_issue_reason": null, + "best_pr_reason": "46100 is the cleaner representative of the cluster because it is a coherent test-migration PR, whereas 45932 is a mixed CI/model change and not the same work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: these are not the same concrete fix/change. 45932 updates CI/workflow secrets and several model implementations, while 46100 adds kernel/test migration files and ViT tests. They are not plausibly mergeable 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": 27, + "component_count": 34, + "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-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "80ddf664f1fc68aa148ab7f089b40eb690b0aff4d44bb35d7d7e51d01b7369b1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5523, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5523, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration change, while PR #46269 is a broad distributed-branch base spanning CI, FSDP, integrations, and many unrelated files.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more canonical change because it targets one concrete feature area with a specific code path (EP + Trainer integration) rather than serving as a wide base branch umbrella.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative artifact for this cluster since it is the narrower, more coherent implementation; PR #46269 is too broad and mixes multiple distributed-system changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they share a few distributed filenames, but the changes are not the same underlying bug or fix. #46126 is about EP routing/trainer integration, while #46269 is a broad distributed branch base touching FSDP, CI, integrations, and many unrelated areas." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 34, + "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-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "887abadf47ef0b16fe8b5876f09de242d01a69a01dfb7b3217ffbd8dd511b554", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26688, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26688, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated workflow-chore PRs. The only near-cluster is the pr-ci-security-gate.yml set, but those PRs make different changes to different lines and should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the best anchor only because it contains the most substantive pr-ci-security-gate workflow change; the rest are separate workflow tweaks rather than the same duplicate fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the strongest standalone PR in the set: it introduces the concrete security-gate logic and is more substantial than the follow-up workflow edits, though it is not a duplicate of them.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes: stdin handling for self-comment CI versus security-gate workflow logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different problems; one updates comment piping, the other adjusts PR CI security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow files and changes; no shared concrete bug or code path." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Unrelated workflow files and changes; not the same underlying fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are shell-command hygiene tweaks, but they fix different workflows and different inputs, so they are not the same concrete change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and unrelated changes: SSH runner hardening versus benchmark trigger conditions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and different issues; no common underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow behavior: SSH runner hardening versus reviewer assignment checkout ref selection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch CI/security-adjacent workflows, but they address different code paths and different risks." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different security-gate edits; not the same change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow tweaks, but they change unrelated jobs and triggers." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and different fixes; no shared underlying bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Permissions hardening in anti-slop is unrelated to the shell input fix in build-ci-docker-images." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Same broad CI area, but unrelated concrete changes and code paths." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer-assignment checkout behavior and benchmark trigger logic are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow logic and different failure modes; not duplicates." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different concrete changes; no mergeable single fix." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow edits, but one adds workflow_dispatch and the other changes shell handling in a Docker-image job." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark trigger changes versus security-gate logic are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different problems; not the same underlying bug." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Shell quoting fix in build-ci-docker-images is unrelated to PR CI security-gate permission changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different concrete edits: one adds diff-based checks, the other changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Different security-gate workflow modifications; one adds checks, the other adds a safety note and references a reusable workflow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different changes to the same workflow file: code logic versus secrets configuration." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but separate edits to different aspects of the gate; not the same fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/approval gating versus secrets handling are distinct changes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Reusable-workflow documentation/safety note versus secrets configuration; not the same underlying change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow files and different fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening and security-gate comments are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different code paths; no duplicate relationship." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Unrelated workflow hardening changes in different files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 34, + "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-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate 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": 30, + "component_count": 34, + "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-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "89f2d609351867c523e644363f3143ec3ee1011039669d70f80b5f52d08606d7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4280, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4280, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs harden checkpoint-loading path handling against directory traversal, but they fix different code paths and different untrusted inputs, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: one validates shard filenames from a checkpoint index in `get_checkpoint_shard_files`, while the other validates an explicit `transformers_weights` filename in `_get_resolved_checkpoint_files`.", + "best_issue_reason": null, + "best_pr_reason": "PR 46281 is the cleaner representative of the cluster: it is a self-contained security fix with a direct path-traversal guard and focused test coverage, while 46890 addresses a separate loader path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Both are path-traversal fixes, but they target different inputs and different resolution code paths (`weight_map` shard files vs `transformers_weights` explicit filename). They are related security hardenings, not 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": 31, + "component_count": 34, + "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-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "fb2c5fd54b9c81b854503a350e78edefc73a367f8ea1251cad9f9aa4dec5b6e8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5957, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5957, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "False-positive cluster: one PR adds multimodal continuous batching support, the other adds a new HunYuan VL model. They share only vague similarity, not the same change or bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46417 is the cleaner standalone representative: it is a coherent model addition with dedicated config, modeling, processor, docs, and tests. PR #46376 is a separate runtime feature refactor in continuous batching.", + "best_issue_reason": null, + "best_pr_reason": "PR #46417 is the best representative for this cluster because it is self-contained and clearly scoped; PR #46376 is unrelated infrastructure work in a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Reject: these PRs do not fix the same underlying problem or implement the same change. One adds multimodal continuous batching support, the other adds the HunYuan VL model stack and docs/tests in the model code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 34, + "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-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "97a36163d600476e15d211bc9f283db4da5e8b353a84a16b7791b54d8da82d7f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated tokenizer/model-loading pull requests: one fixes CodeLlama decode stripping real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class from the Hub. They do not look like duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different code paths and bugs: CodeLlama decode-space stripping vs DeepSeek checkpoint/tokenizer-class misloading. No shared filenames or concrete fix overlap; they should not be merged as 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": 33, + "component_count": 34, + "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-46933-2", + "nodes": [ + "pull_request:46933", + "pull_request:46942" + ], + "soft_pairs": [ + "pull_request:46933|pull_request:46942" + ], + "prepared_review_unit_hash": "209808976cab30612e897990ad75e9cbc9c7f3d24ce08036fdd00057a69e0892", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4371, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4371, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same general class of bug\u2014unsafe casting of activations when model weights are quantized\u2014but they target different model implementations and different code paths, so they are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46933 is the stronger cluster representative because it has an explicit issue target, broader discussion activity, and a clear patch that fixes the quantized-casting pattern in Gemma4.", + "best_issue_reason": null, + "best_pr_reason": "PR #46933 is the best single PR to represent the cluster since it is explicitly linked to an issue and documents the bug/fix most completely.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46933", + "right": "pull_request:46942", + "accept": false, + "reason": "Both PRs address quantized dtype casting, but one is for Gemma4 vision/audio embedders and the other is for TimesFM 2.5 ResidualBlock. They touch different model families and different code paths, so they are not the same concrete 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": 34, + "component_count": 34, + "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-46993-2", + "nodes": [ + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "6efed48f6ca7a1dd9726c8a52a807bc07edaf170248b1350b34fe3cc654a5373", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4309, + "estimated_input_tokens": 1078, + "estimated_eval_tokens": 2412 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4309, + "estimated_input_tokens": 1078, + "estimated_eval_tokens": 2412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one fixes prompt lookup decoding overshooting `max_length`, while the other tightens validation for empty `bad_words_ids` / `sequence_bias` inputs. They touch different code paths and should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs solve different bugs in different generation code paths, so neither can stand in for the other as a duplicate representative.", + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Different defects: 46993 changes prompt lookup candidate truncation logic to respect remaining generation budget, while 46994 adds validation for empty token lists in bias/bad-words inputs. They are not the same underlying fix 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 + } + ] +} diff --git a/snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/manifest.json b/snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..76c136d9a0aff9f3223b5868d1a37274e741afd5 --- /dev/null +++ b/snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260701t120019z", + "artifacts": { + "hybrid": "snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-01T12:14:43Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260701T120019Z", + "variant": "hybrid" +} diff --git a/snapshots/20260701T120019Z/manifest.json b/snapshots/20260701T120019Z/manifest.json index 6f1fd9668ef780b3e87f2070eaec6fa2925c9527..2b9ca78bb990fa791a8e5e70194be633304383d8 100644 --- a/snapshots/20260701T120019Z/manifest.json +++ b/snapshots/20260701T120019Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1390 }, "extracted_at": "2026-07-01T12:00:19Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260701t120019z", + "runs": { + "hybrid-model-20260701t120019z": { + "analysis_id": "hybrid-model-20260701t120019z", + "artifacts": { + "hybrid": "snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260701T120019Z/analysis-runs/hybrid-model-20260701t120019z/manifest.json", + "model": null, + "published_at": "2026-07-01T12:14:43Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260701T120019Z", "watermark": {